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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Behav. Neurosci.</journal-id>
<journal-title>Frontiers in Behavioral Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Behav. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-5153</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnbeh.2024.1495579</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Behavioral Neuroscience</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Latencies of conditioned vocal responses to hearing test tones in killer whales (<italic>Orcinus orca</italic>)</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Stephens</surname> <given-names>Jared</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<contrib contrib-type="author">
<name><surname>Accomando</surname> <given-names>Alyssa W.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Nease</surname> <given-names>Kayla</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name><surname>Branstetter</surname> <given-names>Brian K.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author">
<name><surname>Robeck</surname> <given-names>Todd R.</given-names></name>
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<aff id="aff1"><sup>1</sup><institution>National Marine Mammal Foundation</institution>, <addr-line>San Diego, CA</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>Naval Information Warfare Center Pacific</institution>, <addr-line>San Diego, CA</addr-line>, <country>United States</country></aff>
<aff id="aff3"><sup>3</sup><institution>SeaWorld San Diego</institution>, <addr-line>San Diego, CA</addr-line>, <country>United States</country></aff>
<aff id="aff4"><sup>4</sup><institution>Naval Facilities Engineering Systems Command Pacific</institution>, <addr-line>Honolulu, HI</addr-line>, <country>United States</country></aff>
<aff id="aff5"><sup>5</sup><institution>SeaWorld Parks</institution>, <addr-line>Orlando, FL</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Raffaele d&#x2019;Isa, San Raffaele Scientific Institute (IRCCS), Italy</p></fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Ron Kastelein, SEAMARCO, Netherlands</p>
<p>Adam Smith, University of Southern Denmark, Denmark</p></fn>
<corresp id="c001">&#x002A;Correspondence: Jared Stephens, <email>jared.stephens@nmmpfoundation.org</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>29</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>18</volume>
<elocation-id>1495579</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>09</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Stephens, Accomando, Nease, Branstetter and Robeck.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Stephens, Accomando, Nease, Branstetter and Robeck</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Perceived loudness is challenging to study in non-human animals. However, reaction time to an acoustic stimulus is a useful behavioral proxy for the assessment of perceived loudness. Understanding the effect of sound frequency and level on perceived loudness would improve prediction and modeling of anthropogenic noise impacts on marine mammals.</p>
</sec>
<sec>
<title>Methods</title>
<p>In this study, behavioral hearing tests conducted with two killer whales were analyzed to capture conditioned vocal response latency, which is the time between the onset of the acoustic signal and the onset of the response (i.e., reaction time).</p>
</sec>
<sec>
<title>Results</title>
<p>The results showed that vocal reaction times decreased with increasing sensation level (i.e., sound pressure level above the baseline hearing threshold), while the effect of frequency on reaction time varied between the subjects. Reaction time as a function of sound duration is described, and equal-latency contours are presented.</p>
</sec>
<sec>
<title>Discussion</title>
<p>The data suggest that vocal reaction time decreases with increasing sensation level, therefore supporting the use of reaction time as a proxy for loudness perception in killer whales.</p>
</sec>
</abstract>
<kwd-group>
<kwd>marine mammal</kwd>
<kwd>reaction time</kwd>
<kwd>equal latency</kwd>
<kwd>loudness</kwd>
<kwd>sensation level</kwd>
</kwd-group>
<counts>
<fig-count count="7"/>
<table-count count="3"/>
<equation-count count="1"/>
<ref-count count="48"/>
<page-count count="11"/>
<word-count count="7425"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Individual and Social Behaviors</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Killer whales (<italic>Orcinus orca</italic>) rely heavily on their auditory sense for critical life functions such as communication and echolocation. They live in highly social groups that inhabit marine regions across the globe (<xref ref-type="bibr" rid="ref1">Baird, 2000</xref>; <xref ref-type="bibr" rid="ref11">Hoelzel et al., 2002</xref>). As the largest delphinid odontocete, killer whales are the best hearing surrogate for larger toothed whales such as sperm whales (<italic>Physeter macrocephalus</italic>) and beaked whales (family <italic>Ziphiidae</italic>), which are more difficult to study. Killer whales also have more sensitive hearing at lower frequencies than other model odontocete species [e.g., bottlenose dolphins (<italic>Tursiops truncatus</italic>)] in correlation with their larger functional interaural distance (<xref ref-type="bibr" rid="ref3">Branstetter et al., 2017</xref>; <xref ref-type="bibr" rid="ref9">Heffner and Heffner, 2008</xref>, <xref ref-type="bibr" rid="ref10">2018</xref>). Sources of low frequency anthropogenic noise (e.g., boat engines) are common in many of the regions that killer whales inhabit (<xref ref-type="bibr" rid="ref9004">Holt, 2008</xref>; <xref ref-type="bibr" rid="ref9003">NOAA, Fisheries, 2022</xref>).</p>
<p>The broad geographic distribution of killer whales, along with their sensitive hearing, heightens the risk of negative impacts from exposure to anthropogenic noise (<xref ref-type="bibr" rid="ref4">Erbe et al., 2018</xref>). Auditory masking, hearing loss, and behavioral reactions could occur in response to anthropogenic noise (<xref ref-type="bibr" rid="ref28">Nowacek et al., 2007</xref>; <xref ref-type="bibr" rid="ref41">Weilgart, 2007</xref>; <xref ref-type="bibr" rid="ref44">Williams et al., 2014b</xref>; <xref ref-type="bibr" rid="ref5">Erbe et al., 2016</xref>), which may result in loss of foraging opportunities (<xref ref-type="bibr" rid="ref12">Holt et al., 2011</xref>) and diminished communication space (<xref ref-type="bibr" rid="ref13">Holt et al., 2009</xref>; <xref ref-type="bibr" rid="ref14">Houghton et al., 2015</xref>). Audiograms, which plot a listener&#x2019;s hearing sensitivity as a function of frequency, have helped establish noise safety criteria for underwater anthropogenic sound (<xref ref-type="bibr" rid="ref36">Southall et al., 2019</xref>). However, these standardized audiograms have limited applicability as they only measure the lowest audible sound pressure level (SPL) of the listeners over their frequency range of hearing with no established relationship to perceived loudness. Loudness growth patterns change with sound frequency and other characteristics, including contextual factors (<xref ref-type="bibr" rid="ref38">Suzuki and Takeshima, 2004</xref>; <xref ref-type="bibr" rid="ref7">Finneran and Schlundt, 2011</xref>; <xref ref-type="bibr" rid="ref42">Wensveen et al., 2014</xref>; <xref ref-type="bibr" rid="ref27">Mulsow et al., 2015</xref>). Measuring subjective loudness is ideal for developing predictions of the likelihood that anthropogenic noise will result in behavioral responses (<xref ref-type="bibr" rid="ref7">Finneran and Schlundt, 2011</xref>; <xref ref-type="bibr" rid="ref38">Suzuki and Takeshima, 2004</xref>).</p>
<p>Changes in loudness perception with certain sound characteristics such as frequency, onset, and duration are poorly understood in non-human animals&#x2014;in part because they are more difficult to study than humans. Equal loudness can be measured using subjective loudness judgments (i.e., the louder of two choices is indicated by the listener, or one sound is adjusted to match the loudness of the other sound) to determine the SPL of tones that are perceived to be equally as loud as a function of the target sound. This is easily tested in human participants but is challenging in odontocetes (<xref ref-type="bibr" rid="ref7">Finneran and Schlundt, 2011</xref>; <xref ref-type="bibr" rid="ref29">Pfingst et al., 1975a</xref>,<xref ref-type="bibr" rid="ref30">b</xref>). Reaction time (RT), the time between the onset of a stimulus and the initiation of a response, has been used as a simple alternative to approximate perceived loudness in humans (<xref ref-type="bibr" rid="ref15">Humes and Ahlstrom, 1984</xref>; <xref ref-type="bibr" rid="ref40">Wagner et al., 2004</xref>) and marine mammals such as the harbor porpoise (<italic>Phocoena phocoena</italic>) (<xref ref-type="bibr" rid="ref42">Wensveen et al., 2014</xref>), bottlenose dolphin (<xref ref-type="bibr" rid="ref27">Mulsow et al., 2015</xref>), harbor seal (<italic>Phoca vitulina</italic>) (<xref ref-type="bibr" rid="ref18">Kastelein et al., 2011</xref>), and California sea lion (<italic>Zalophus californianus</italic>) (<xref ref-type="bibr" rid="ref27">Mulsow et al., 2015</xref>). The results of those studies suggest that, in many cases, reaction time is a suitable proxy for direct loudness measurements.</p>
<p>Reaction time data as a function of sound frequency can be used to generate equal-latency contours, which are functions that describe the sound levels at which reaction times are equal across the frequencies tested. Equal-latency contours from the bottlenose dolphin, harbor porpoise, harbor seal, and California sea lion resemble the shape of the audiogram at near-threshold sound pressure levels (<xref ref-type="bibr" rid="ref27">Mulsow et al., 2015</xref>; <xref ref-type="bibr" rid="ref42">Wensveen et al., 2014</xref>; <xref ref-type="bibr" rid="ref18">Kastelein et al., 2011</xref>). This supports the use of the audiogram in predicting loudness perception for near threshold SPLs in marine mammals.</p>
<p>In the present study, conditioned killer whale vocal responses to sounds of different durations, sensation levels and frequencies were measured, and reaction time was evaluated as a potential indicator of loudness perception. Vocal reaction time was expected to decrease as sensation level increased, and resulting equal latency contours at lower sensation levels were expected to resemble the audiogram (<xref ref-type="bibr" rid="ref37">Stebbins, 1966</xref>; <xref ref-type="bibr" rid="ref8">Green, 1975</xref>; <xref ref-type="bibr" rid="ref29">Pfingst et al., 1975a</xref>,<xref ref-type="bibr" rid="ref30">b</xref>; <xref ref-type="bibr" rid="ref23">Moody et al., 1980</xref>; <xref ref-type="bibr" rid="ref35">Ridgway and Carder, 2000</xref>; <xref ref-type="bibr" rid="ref22">May et al., 2009</xref>; <xref ref-type="bibr" rid="ref27">Mulsow et al., 2015</xref>; <xref ref-type="bibr" rid="ref42">Wensveen et al., 2014</xref>; <xref ref-type="bibr" rid="ref18">Kastelein et al., 2011</xref>).</p>
</sec>
<sec sec-type="methods" id="sec2">
<label>2</label>
<title>Methods</title>
<p>The data for the present study was collected opportunistically from <xref ref-type="bibr" rid="ref2">Branstetter et al. (2023)</xref> as a part of a psychoacoustic study where the objective was to measure behavioral hearing thresholds as a function of signal duration. This section includes both a summary of the methods from <xref ref-type="bibr" rid="ref2">Branstetter et al. (2023)</xref> (Sections 2.1&#x2013;2.3) and the data analysis new to the present study (Section 2.4). Below, the terms response latency and reaction time have been used interchangeably to refer to the same concept.</p>
<sec id="sec3">
<label>2.1</label>
<title>Subjects</title>
<p>Two adult male Type C (fish eating) killer whales (<italic>Orcinus orca</italic>) participated in the present study: Whale E (20&#x202F;years old, 3,920&#x202F;kg, 599&#x202F;cm in length) and Whale C (31&#x202F;years old, 4,218&#x202F;kg, 607&#x202F;cm in length). Both whales had good species representative hearing (<xref ref-type="bibr" rid="ref3">Branstetter et al., 2017</xref>). The whales were housed in a 21,000&#x202F;m<sup>3</sup> complex of interconnected pools of natural processed salt water at SeaWorld San Diego. The temperature varied seasonally between 12 and 14&#x00B0;C. Whales were fed a diet consisting of frozen&#x2013;thawed whole fish at approximately 2 to 3% of their body weight per day. All fish were graded for human consumption and diets were supplemented with Vita-Zu Marine Mammal tablets without Vitamin A (Mazuri, St. Louis, MO). Each whale had a predetermined daily diet customized based on caloric needs, weekly body weight measurements, age and other factors as determined by the veterinary staff. The full daily diet was fed each day with no modifications based on session performance. Standard husbandry practices were employed whereby staff interacted with and fed animals during a minimum of eight variable sessions (3&#x2013;30&#x202F;min in duration) throughout the day extending over a minimum of 9&#x202F;h per day (starting between 07:00 and 09:00). The study followed a protocol approved by the SEAS Animal Research Use Committee as well as an Institutional Animal Care and Use Committee at the National Marine Mammal Foundation (San Diego, CA). The behavioral test employed in the present study did not feature punishments or food-deprivation of any kind, and relied on the voluntary participation of the subjects, which could withdraw from the test at any moment.</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Apparatus, signal generation and calibration</title>
<p>Hearing tests were conducted in a medical pool (length 14.6&#x202F;m, width 7.6&#x202F;m, depth 2.7&#x202F;m) with a hydraulic lifting floor located adjacent to two larger pools that were part of the killer whales&#x2019; habitat at SeaWorld San Diego. The pools were separated by large, underwater gates that allowed movement of water and conduction of sound but leaving the test animal temporarily physically isolated from conspecifics (<xref ref-type="bibr" rid="ref3">Branstetter et al., 2017</xref>). The hearing test apparatus was an aluminum frame suspended underwater from a gate with a protruding station pad covered in closed-cell neoprene to prevent sound conduction (see <xref ref-type="fig" rid="fig1">Figure 1</xref>) from <xref ref-type="bibr" rid="ref2">Branstetter et al. (2023)</xref>. The point of interface between the gate and aluminum frame was also covered with closed cell neoprene to prevent sound conduction. The whales were stationed with their dorsum fully submerged while their rostrum touched the station pad during all hearing tests.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Spectrogram of a single trial showing the hearing test signal and vocal response. Each trial was recorded at a sample rate of 50&#x202F;kHz. The onset of the stimulus relative to the start of the recording was always 500&#x202F;ms. The vocal response latency in this example was 551&#x202F;ms after the onset of the 100&#x202F;ms duration signal, and 1,051&#x202F;ms after the recording had begun. Color indicates relative acoustic intensity with brighter colors representing higher intensities.</p>
</caption>
<graphic xlink:href="fnbeh-18-1495579-g001.tif"/>
</fig>
<p>Hearing test signals were generated as described by <xref ref-type="bibr" rid="ref2">Branstetter et al. (2023)</xref>. Pure tones with durations between 0.1&#x202F;ms and 2&#x202F;s were digitally generated and projected by underwater piezoelectric transducers (see below). All tones had onset/offset ramps to reduce spectral splatter. The duration of the ramps was either 10&#x202F;ms or 10% of the duration of the signal (whichever one was the shortest). All signals were attenuated (Tucker-Davis Technologies PA5 Programmable Attenuator, Alachua, FL) and amplified (Benchmark AHB2 Power Amplifier, Syracuse, NY) before being projected and calibrated using hearing test program (HTP) software (<xref ref-type="bibr" rid="ref6">Finneran, 2003</xref>). Acoustic calibrations were conducted before sessions. Calibrations were conducted using a removable PVC apparatus that positioned the listening hydrophone where the whale&#x2019;s lower jaw was located (57&#x202F;cm behind the tip of the rostrum) when positioned at the station. Received signals were measured using either a TC-4033 or TC-4013 hydrophone (Teledyne Reson, Slangerup, Denmark) coupled to a voltage preamplifier (VP1000 or VP2000, Teledyne Reason, Slangerup, Denmark). The underwater sound projector was either suspended underwater from the back side of the gate [Lubell LL916 (Lubell Labs Inc., Whitehall, OH) for frequencies below 10&#x202F;kHz] or attached to the aluminum frame [ITC1001 and ITC 1042 (International Transducer Corporation, Santa Barbara, CA) for 10&#x2013;40&#x202F;kHz or 80 and 100&#x202F;kHz respectively].</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Test sessions</title>
<p>On testing days (a maximum of 5&#x202F;days per week), up to three hearing tests were conducted with each whale. Each hearing test typically lasted 5&#x2013;10&#x202F;min. Each hearing test consisted of approximately 5 to 10 &#x201C;dives,&#x201D; when the subject would submerge underwater and position at the station pad, during which 1 to 12 trials were conducted per dive. Trials were either signal trials where a sound was played or &#x201C;catch&#x201D; trials where no sound was played, with an equal probability of either trial type (trial order was determined by HTP software). A camera was attached to the PVC pipe on the aluminum frame for the researcher to see once the whale was stationed on the stationing device, indicating that a trial could begin. Whales did not receive feedback or reinforcement for each trial. Each trial required either a response or no response (&#x201C;go, no-go&#x201D;), and the response was a conditioned vocal &#x201C;raspberry&#x201D; in which the subject let out a sharp sound by exhaling pressurized air through the blowhole. The raspberry was previously trained by use of mimicry and behavioral capturing.</p>
<p>An adaptive staircase procedure (<xref ref-type="bibr" rid="ref20">Levitt, 1971</xref>) was used to determine the progression of sequential trials. The first trial was typically played approximately 20&#x202F;dB above the expected hearing threshold, and each correct response to a sound signal, or &#x2018;hit&#x2019;, resulted in a 5&#x202F;dB decrease for the next signal until the first &#x2018;miss&#x2019; (no response to the signal). After the first miss, the signal increased by 2&#x202F;dB for each miss or decreased by 2&#x202F;dB for each hit until 6 reversals were obtained (see <xref ref-type="fig" rid="fig2">Figure 2</xref>) from <xref ref-type="bibr" rid="ref3">Branstetter et al. (2017)</xref>. A &#x2018;hit&#x2019; was logged only if the animal produced a vocal response within a 2&#x202F;s window following the onset of a tone. Only the vocalizations produced during this trial type were analyzed for response latency. If an animal responded to a &#x2018;catch&#x2019; trial, a trial when no signal was played, then a &#x2018;false alarm&#x2019; was logged&#x2014;this response type was not analyzed for response latency.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Behavioral audiograms for each whale subject. Solid circles and triangles represent behavioral hearing thresholds for 500&#x202F;ms duration pure tones. All data was from <xref ref-type="bibr" rid="ref2">Branstetter et al. (2023)</xref> except for thresholds at 5 and 100&#x202F;kHz for Whale E (<xref ref-type="bibr" rid="ref3">Branstetter et al., 2017</xref>). Vertical bars represent the variability in hearing thresholds within a frequency due to the effect of signal duration (see <xref rid="SM1" ref-type="supplementary-material">Supplementary Tables S1, S2</xref>). Signal duration was accounted for by analyzing sensation level instead of sound pressure level as an independent variable.</p>
</caption>
<graphic xlink:href="fnbeh-18-1495579-g002.tif"/>
</fig>
<p>During most dives, multiple trials were conducted, and the experimenter terminated a dive using a conditioned reinforcer (i.e., &#x201C;bridge&#x201D;) only after a correct response, regardless of whether any incorrect responses occurred during the session. The conditioned reinforcer was either a tapping sound made by the trainer, or an underwater sound played from a DAEX24W-8 transducer, (Dayton Audio, Springboro, OH), which instructed the whale to return to the trainer for variable reinforcement. Whales were given various combinations of reinforcement (i.e., food or shaved/cubed ice). Trainers asked for various husbandry behaviors during the sessions to introduce additional opportunities for reinforcement and intermittently confirm the whale&#x2019;s overall state of motivation and attention during the session. Whales were allowed to terminate any session through non-participation without risk of losing the opportunity to participate in other daily activities or a change in the total amount of reinforcement offered during a day.</p>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>Quantitative analysis</title>
<sec id="sec7">
<label>2.4.1</label>
<title>Reaction time (RT) measurements</title>
<p>Reaction time was calculated for sounds having frequencies from 1 to 100&#x202F;kHz and durations from 0.1&#x202F;ms to 2&#x202F;s. The HTP software (<xref ref-type="bibr" rid="ref6">Finneran, 2003</xref>) recorded each trial at a sampling rate of 50&#x202F;kHz, which was sufficient for capturing the vocal response, and theoretically allowed for a temporal resolution of 20&#x202F;&#x03BC;s. The HTP software was programmed to record the vocal response of the subject, but was not optimal for recording all of the tonal signals; however, since the tonal signal was always played 500&#x202F;ms after the start of the trial recording, it was possible to determine reaction time by subtracting 500&#x202F;ms from the time of vocal response onset.</p>
<p>Reaction time was defined as the duration between the stimulus onset and the onset of the whale&#x2019;s vocal response and was estimated visually via spectrographic analysis (see <xref ref-type="fig" rid="fig1">Figure 1</xref>). The recorded files were imported to Cool Edit Pro (Syntrillium Software, Scottsdale, AZ) for spectrographic analysis of response latency. Only trials with a correct response to the hearing test tone (&#x2018;hit&#x2019;) were used for the analysis. The spectrogram of each. Wav file was viewed to determine where the vocal response began (see <xref ref-type="fig" rid="fig1">Figure 1</xref>). The spectrogram was first inspected to ensure that the vocal response was visible and began during the 2&#x202F;s window of time following the onset of each signal. Any responses that occurred outside of these parameters were not analyzed.</p>
</sec>
<sec id="sec8">
<label>2.4.2</label>
<title>Data analysis</title>
<p>For a single frequency, hearing threshold increases with decreasing signal duration below the auditory integration time. In other words, the auditory integration time is defined as the point at which an increase in signal duration does not affect the hearing threshold (<xref ref-type="bibr" rid="ref33">Plomp and Bouman, 1959</xref>; <xref ref-type="bibr" rid="ref16">Johnson, 1968</xref>; <xref ref-type="bibr" rid="ref2">Branstetter et al., 2023</xref>). Therefore, within a frequency, sound pressure level (SPL) is not comparable across durations below the auditory integration time. <xref ref-type="fig" rid="fig2">Figure 2</xref> illustrates the magnitude of hearing threshold variation within a single frequency due to differences in signal duration. Because hearing threshold data for each sound frequency and duration were available for both subjects (see <xref ref-type="fig" rid="fig2">Figure 2</xref>; <xref rid="SM1" ref-type="supplementary-material">Supplementary Tables S1, S2</xref>), sensation level (SL), defined as the received SPL of the stimulus in decibels above the 50% detection threshold of the subject, was used to account for threshold differences at different signal durations. Auditory integration as a function of frequency for Whale C was described by <xref ref-type="bibr" rid="ref2">Branstetter et al. (2023)</xref>, but threshold data from Whale E were incomplete, and therefore not included in that publication. However, Whale E&#x2019;s threshold data are suitable for inclusion in the present study because they were used here to derive SLs for reaction times measured during the same hearing tests.</p>
<p>Statistical analysis was performed in RStudio (Posit Software, PBC; version 2023.09.01; ggplot2, stats, moments, and mgcv packages). A generalized linear model (GLM) using a gamma distribution with a logarithmic link function was used to assess the relationship between median RT and frequency and the relationship between RT and sensation level. The model distribution and link functions were determined based on the spread of the data and the Akaike Information Criterion.</p>
<p>Equal latency contours were generated for Whale C using the frequency-specific Pieron Function (<xref ref-type="bibr" rid="ref31">Pi&#x00E9;ron, 1913</xref>, <xref ref-type="bibr" rid="ref32">1952</xref>),</p>
<disp-formula id="EQ1">
<label>(1)</label>
<mml:math id="M1">
<mml:mi mathvariant="normal">R</mml:mi>
<mml:mi mathvariant="normal">T</mml:mi>
<mml:mo>=</mml:mo>
<mml:mi>&#x03B2;</mml:mi>
<mml:msup>
<mml:mfenced open="(" close=")">
<mml:msup>
<mml:mi mathvariant="normal">p</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mfenced>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x03B1;</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>+</mml:mo>
<mml:mi mathvariant="normal">t</mml:mi>
<mml:mn>0</mml:mn>
</mml:math>
</disp-formula>
<p>where <italic>&#x03C1;</italic> is the intensity of the stimulus (in this case sensation level), &#x03B1; and &#x03B2; are fitting parameters, and t0 is an asymptote corresponding to the minimum amount of time required to respond.</p>
</sec>
</sec>
</sec>
<sec sec-type="results" id="sec9">
<label>3</label>
<title>Results</title>
<p>A total of 225 (145 for Whale C, <italic>n</italic>&#x202F;=&#x202F;80 for Whale E) hearing test sessions were analyzed with a total of 1,348 (<italic>n</italic>&#x202F;=&#x202F;838 for Whale C and <italic>n</italic>&#x202F;=&#x202F;510 for Whale E) individual response latency measurements. Because of the study design and methods, it was not possible to obtain equal sample sizes for all signal conditions (i.e., frequency, SPL and duration combinations), sample sizes were small in some cases (see <xref ref-type="table" rid="tab1">Table 1</xref>), and the data were not normally distributed. Therefore, a non-parametric Mann&#x2013;Whitney U test was used to assess statistical significance of the effect of the individual whale on overall response latency to determine whether data from both subjects could be combined. Whale C had a median reaction time (RT) of 521&#x202F;ms, which was significantly faster (z&#x202F;=&#x202F;5.892, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) than Whale E which had a median response latency of 658&#x202F;ms, so analysis of the effect of sensation level, frequency, and duration was conducted separately for each whale. False alarm rates for all sessions ranged from zero to 33%.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Median reaction time (RT) in milliseconds (ms) and range with sample sizes (<italic>n</italic>) for each frequency for both whales.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top" colspan="4">Whale C</th>
<th align="center" valign="top" colspan="4">Whale E</th>
</tr>
<tr>
<th align="left" valign="top">Freq (kHz)</th>
<th align="center" valign="top"><italic>n</italic></th>
<th align="center" valign="top">RT (ms)</th>
<th align="center" valign="top">min</th>
<th align="center" valign="top">max</th>
<th align="center" valign="top"><italic>n</italic></th>
<th align="center" valign="top">RT (ms)</th>
<th align="center" valign="top">min</th>
<th align="center" valign="top">max</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">1</td>
<td align="center" valign="middle">62</td>
<td align="center" valign="middle">579</td>
<td align="center" valign="middle">403</td>
<td align="center" valign="middle">1,168</td>
<td align="center" valign="middle">113</td>
<td align="center" valign="middle">633</td>
<td align="center" valign="middle">480</td>
<td align="center" valign="middle">1,258</td>
</tr>
<tr>
<td align="left" valign="middle">10</td>
<td align="center" valign="middle">115</td>
<td align="center" valign="middle">541</td>
<td align="center" valign="middle">330</td>
<td align="center" valign="middle">1,327</td>
<td align="center" valign="middle">119</td>
<td align="center" valign="middle">675</td>
<td align="center" valign="middle">444</td>
<td align="center" valign="middle">1,489</td>
</tr>
<tr>
<td align="left" valign="middle">20</td>
<td align="center" valign="middle">170</td>
<td align="center" valign="middle">530</td>
<td align="center" valign="middle">338</td>
<td align="center" valign="middle">1,487</td>
<td align="center" valign="middle">130</td>
<td align="center" valign="middle">635</td>
<td align="center" valign="middle">449</td>
<td align="center" valign="middle">1,581</td>
</tr>
<tr>
<td align="left" valign="middle">40</td>
<td align="center" valign="middle">141</td>
<td align="center" valign="middle">518</td>
<td align="center" valign="middle">369</td>
<td align="center" valign="middle">1,429</td>
<td align="center" valign="middle">27</td>
<td align="center" valign="middle">737</td>
<td align="center" valign="middle">377</td>
<td align="center" valign="middle">1,757</td>
</tr>
<tr>
<td align="left" valign="middle">80</td>
<td align="center" valign="middle">221</td>
<td align="center" valign="middle">512</td>
<td align="center" valign="middle">306</td>
<td align="center" valign="middle">1,401</td>
<td align="center" valign="middle">121</td>
<td align="center" valign="middle">706</td>
<td align="center" valign="middle">443</td>
<td align="center" valign="middle">1,542</td>
</tr>
<tr>
<td align="left" valign="middle">100</td>
<td align="center" valign="middle">130</td>
<td align="center" valign="middle">477</td>
<td align="center" valign="middle">322</td>
<td align="center" valign="middle">1,392</td>
<td/>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<p>Different RT trends were observed with increasing frequency for both whales. Median RT for Whale C decreased with increasing frequency while median RT for Whale E increased (see <xref ref-type="fig" rid="fig3">Figure 3</xref>). A significant relationship between median RT and frequency was observed for Whale C (<italic>F</italic> (1, 4)&#x202F;=&#x202F;7.748, <italic>p</italic>&#x202F;=&#x202F;0.0462) but not for Whale E (F (1, 4)&#x202F;=&#x202F;9.081, <italic>p</italic>&#x202F;=&#x202F;0.0581).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Median response latency (RT) as a function of frequency for each whale. Error bars represent interquartile ranges.</p>
</caption>
<graphic xlink:href="fnbeh-18-1495579-g003.tif"/>
</fig>
<sec id="sec10">
<label>3.1</label>
<title>Response latency as a function of sensation level</title>
<p>A significant decrease in response latency with increasing sensation level was observed for all frequencies but 80&#x202F;kHz for Whale C, 1&#x202F;kHz (<italic>F</italic>(1, 5)&#x202F;=&#x202F;83.644, <italic>p</italic>&#x202F;=&#x202F;&#x003C;0.001), 10&#x202F;kHz (<italic>F</italic>(1, 9)&#x202F;=&#x202F;12.167, <italic>p</italic>&#x202F;=&#x202F;0.006), 20&#x202F;kHz (F(1, 9)&#x202F;=&#x202F;63.991, <italic>p</italic>&#x202F;=&#x202F;&#x003C;0.001), 40&#x202F;kHz (F(1, 9)&#x202F;=&#x202F;30.254, <italic>p</italic>&#x202F;=&#x202F;&#x003C;0.001), and 100&#x202F;kHz (<italic>F</italic>(1, 6)&#x202F;=&#x202F;11.077, <italic>p</italic>&#x202F;=&#x202F;0.018) (see <xref ref-type="fig" rid="fig4">Figure 4</xref>). A significant decrease in response latency with increasing sensation level was observed for all frequencies but 1 and 20&#x202F;kHz for Whale E, 10&#x202F;kHz (F(1, 9)&#x202F;=&#x202F;9.661, <italic>p</italic>&#x202F;=&#x202F;0.014), 40&#x202F;kHz (<italic>F</italic>(1, 8)&#x202F;=&#x202F;8.755, <italic>p</italic>&#x202F;=&#x202F;0.016), and 80&#x202F;kHz (<italic>F</italic>(1, 11)&#x202F;=&#x202F;24.278, <italic>p</italic>&#x202F;=&#x202F;&#x003C;0.001) (see <xref ref-type="fig" rid="fig5">Figure 5</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Median response latency as a function of sensation level for Whale C at each hearing test frequency. Error bars show interquartile range. All median response latency values were binned to the nearest 5&#x202F;dB SL value (i.e., RT values at a SL of 8&#x202F;dB were included in the 10&#x202F;dB SL bin). A generalized linear model showed a significant decrease in response latency with increasing sensation level (&#x002A;<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05) for all frequencies except 80&#x202F;kHz. Sample size varied between signal conditions.</p>
</caption>
<graphic xlink:href="fnbeh-18-1495579-g004.tif"/>
</fig>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Median response latency as a function of sensation level for Whale E at each hearing test frequency. Error bars show interquartile range. All median response latency values were binned to the nearest 5&#x202F;dB SL value (i.e., RT values with a SL of 8&#x202F;dB were part of the 10&#x202F;dB SL bin). A generalized linear model showed a significant decrease in response latency with increasing sensation level (&#x002A;<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05) at 10, 40, and 80&#x202F;kHz. Sample size varied between signal conditions.</p>
</caption>
<graphic xlink:href="fnbeh-18-1495579-g005.tif"/>
</fig>
<p>An increase in RT with decreasing SPL was also observed during the individual hearing tests. <xref ref-type="fig" rid="fig6">Figure 6</xref> illustrates the progression of individual hearing tests. The x-axis in <xref ref-type="fig" rid="fig6">Figure 6</xref> is reversed to show the higher SPLs first, which matches the progression of sequential trials in each example hearing test.</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Examples of the change in response latency as a function of sound pressure level (SPL). Each panel is a single hearing test session where the response latency is plotted for sequential trials. SPL decreased over the course of the hearing test, so SPL decreases from left to right in each panel. Whale C is shown in the top row examples. Whale E is shown in the bottom row examples.</p>
</caption>
<graphic xlink:href="fnbeh-18-1495579-g006.tif"/>
</fig>
<p>Generalized linear models indicated no significant relationship between signal duration and median reaction time (RT) for either whale (see <xref rid="SM1" ref-type="supplementary-material">Supplementary Figures S1, S2</xref>).</p>
</sec>
<sec id="sec11">
<label>3.2</label>
<title>Equal latency contours</title>
<p>The equal latency contours for Whale C were anchored to the 20 kHz data due of the high degree of significance measured between RT and SL and because it falls within the best frequency hearing range of killer whales (see <xref ref-type="table" rid="tab2">Table 2</xref>). The contours were standardized to the 20&#x202F;kHz RT data at sensation levels 5, 10, 15, 20, 25, and 30&#x202F;dB. This means that each unique SL/frequency point along a contour line shares the same RT as all other points on the same contour line. For example, a 30&#x202F;dB SL tone at 20&#x202F;kHz shares the same RT as a 36&#x202F;dB SL tone at 10&#x202F;kHz (see <xref ref-type="fig" rid="fig7">Figure 7</xref>).</p>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption>
<p>Equal latency contours for Whale C across frequencies. The vertical axis sensation levels are relative to the 20&#x202F;kHz response latency data indicated by the black arrow. Points along the same line indicate the sensation level at which the response latency is equal to the 20&#x202F;kHz response latency (resulting from interpolation from the Pieron function described in <xref ref-type="disp-formula" rid="EQ1">Equation 1</xref>). For example, a 30&#x202F;dB sensation level signal at 20&#x202F;kHz would be predicted to have the same response latency as a 36&#x202F;dB sensation level signal at 10&#x202F;kHz and a 15&#x202F;dB sensation level signal at 80&#x202F;kHz.</p>
</caption>
<graphic xlink:href="fnbeh-18-1495579-g007.tif"/>
</fig>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Best-fit parameters for the Pieron functions (see <xref ref-type="disp-formula" rid="EQ1">Equation 1</xref>) used to generate the equal latency contours for Whale C.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top" colspan="4">Whale C</th>
</tr>
<tr>
<th align="left" valign="top">Freq (kHz)</th>
<th align="center" valign="top">&#x03B1;</th>
<th align="center" valign="top">&#x03B2;</th>
<th align="center" valign="top">t0</th>
<th align="center" valign="top">Adjusted R<sup>2</sup></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom">1</td>
<td align="center" valign="middle">0.193</td>
<td align="center" valign="bottom">0.762</td>
<td align="center" valign="bottom">0.300</td>
<td align="center" valign="bottom">0.863</td>
</tr>
<tr>
<td align="left" valign="bottom">10</td>
<td align="center" valign="bottom">0.083</td>
<td align="center" valign="bottom">0.357</td>
<td align="center" valign="bottom">0.300</td>
<td align="center" valign="bottom">0.648</td>
</tr>
<tr>
<td align="left" valign="bottom">20</td>
<td align="center" valign="bottom">0.176</td>
<td align="center" valign="bottom">0.718</td>
<td align="center" valign="bottom">0.300</td>
<td align="center" valign="bottom">0.934</td>
</tr>
<tr>
<td align="left" valign="bottom">40</td>
<td align="center" valign="bottom">0.243</td>
<td align="center" valign="bottom">0.996</td>
<td align="center" valign="bottom">0.300</td>
<td align="center" valign="bottom">0.976</td>
</tr>
<tr>
<td align="left" valign="bottom">80</td>
<td align="center" valign="bottom">0.167</td>
<td align="center" valign="bottom">0.485</td>
<td align="center" valign="bottom">0.300</td>
<td align="center" valign="bottom">0.765</td>
</tr>
<tr>
<td align="left" valign="bottom">100</td>
<td align="center" valign="bottom">0.213</td>
<td align="center" valign="bottom">0.559</td>
<td align="center" valign="bottom">0.300</td>
<td align="center" valign="bottom">0.958</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>The data for Whale E was not suitable to generate equal latency contours.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="sec12">
<label>4</label>
<title>Discussion</title>
<p>Here, we measured latencies of conditioned vocal responses in killer whales for the first time. The median RTs at each frequency measured for both whales in the present study ranged from 491 to 705&#x202F;ms (see <xref ref-type="fig" rid="fig3">Figure 3</xref> in results). In general, other types of non-vocal motor response latencies, such as from a switch release, are more commonly used in equal-latency studies in humans (<xref ref-type="bibr" rid="ref40">Wagner et al., 2004</xref>; <xref ref-type="bibr" rid="ref21">Marshall and Brandt, 1980</xref>; <xref ref-type="bibr" rid="ref39">Ulrich et al., 1998</xref>; <xref ref-type="bibr" rid="ref29">Pfingst et al., 1975a</xref>,<xref ref-type="bibr" rid="ref30">b</xref>) and other mammals (<xref ref-type="bibr" rid="ref17">Kastelein et al., 2010</xref>; <xref ref-type="bibr" rid="ref22">May et al., 2009</xref>; <xref ref-type="bibr" rid="ref8">Green, 1975</xref>; <xref ref-type="bibr" rid="ref42">Wensveen et al., 2014</xref><underline>)</underline>. <xref ref-type="table" rid="tab3">Table 3</xref> illustrates the variability of RT measurements among other mammals compared to the present study. The relatively longer RTs in killer whales (see <xref ref-type="table" rid="tab3">Table 3</xref>) are not surprising because of their large size. While nerve conduction occurs at the same maximum velocity, the sensorimotor pathway distance increases with body size (<xref ref-type="bibr" rid="ref25">More et al., 2010</xref>; <xref ref-type="bibr" rid="ref24">More and Donelan, 2018</xref>). For the odontocete species in <xref ref-type="table" rid="tab3">Table 3</xref>, RT measurements increase with body size: the harbor porpoise showed a range of non-vocal RTs from 110 to 770&#x202F;ms (<xref ref-type="bibr" rid="ref42">Wensveen et al., 2014</xref>), the bottlenose dolphin whistle RTs ranged from 230 to 845&#x202F;ms (<xref ref-type="bibr" rid="ref27">Mulsow et al., 2015</xref>), and the killer whale raspberry RTs ranged from 306 to 1,561&#x202F;ms.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Studies that observed decreases in reaction time with increasing sensation level or sound pressure level.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Species</th>
<th align="left" valign="top">Study</th>
<th align="left" valign="top">Response type</th>
<th align="center" valign="top"><italic>n</italic></th>
<th align="center" valign="top">RT range (ms)</th>
<th align="center" valign="top">Frequency range (kHz)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="4">Human<break/><italic>Homo sapiens</italic></td>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref21">Marshall and Brandt (1980)</xref>
</td>
<td align="left" valign="middle">Non-vocal motor</td>
<td align="center" valign="middle">10</td>
<td align="center" valign="middle">194&#x2013;290</td>
<td align="center" valign="middle">0.250&#x2013;4</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref19">Kohfeld et al. (1981)</xref>
</td>
<td align="left" valign="middle">Non-vocal motor</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">152&#x2013;323</td>
<td align="center" valign="middle">0.1&#x2013;10</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref39">Ulrich et al. (1998)</xref>
</td>
<td align="left" valign="middle">Non-vocal motor</td>
<td align="center" valign="middle">30</td>
<td align="center" valign="middle">170&#x2013;235</td>
<td align="center" valign="middle">1</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref40">Wagner et al. (2004)</xref>
</td>
<td align="left" valign="middle">Non-vocal motor</td>
<td align="center" valign="middle">6</td>
<td align="center" valign="middle">182&#x2013;782</td>
<td align="center" valign="middle">0.940&#x2013;2</td>
</tr>
<tr>
<td align="left" valign="middle">Cat<break/><italic>Felis catus</italic></td>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref22">May et al. (2009)</xref>
</td>
<td align="left" valign="middle">Non-vocal motor</td>
<td align="center" valign="middle">6</td>
<td align="center" valign="middle">315&#x2013;682</td>
<td align="center" valign="middle">0.5&#x2013;4</td>
</tr>
<tr>
<td align="left" valign="middle">Squirrel Monkey<break/><italic>Saimiri sciureus</italic></td>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref8">Green (1975)</xref>
</td>
<td align="left" valign="middle">Non-vocal motor</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">245&#x2013;1,012</td>
<td align="center" valign="middle">0.125&#x2013;46</td>
</tr>
<tr>
<td align="left" valign="middle">Crab-Eating Monkey<break/><italic>Macaca irus</italic></td>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref37">Stebbins (1966)</xref>
</td>
<td align="left" valign="middle">Non-vocal motor</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">230&#x2013;&#x003E;500</td>
<td align="center" valign="middle">0.250&#x2013;15</td>
</tr>
<tr>
<td align="left" valign="middle">Harbor Seal<break/><italic>Phoca vitulina</italic></td>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref18">Kastelein et al. (2011)</xref>
</td>
<td align="left" valign="middle">Non-vocal motor</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">195&#x2013;990</td>
<td align="center" valign="middle">0.125&#x2013;100</td>
</tr>
<tr>
<td align="left" valign="middle">Harbor Porpoise<break/><italic>Phocoena phocoena</italic></td>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref42">Wensveen et al. (2014)</xref>
</td>
<td align="left" valign="middle">Non-vocal motor</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">110&#x2013;770</td>
<td align="center" valign="middle">0.5&#x2013;125</td>
</tr>
<tr>
<td align="left" valign="bottom">Bottlenose Dolphin<break/><italic>Tursiops truncatus</italic></td>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref26">Mulsow and Finneran (2013)</xref>
<break/>
<xref ref-type="bibr" rid="ref27">Mulsow et al. (2015)</xref>
</td>
<td align="left" valign="middle">Vocal</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">230&#x2013;845</td>
<td align="center" valign="middle">0.125&#x2013;113</td>
</tr>
<tr>
<td align="left" valign="bottom">Killer Whale<break/><italic>Orcinus orca</italic></td>
<td align="left" valign="middle">Present study</td>
<td align="left" valign="middle">Vocal</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">306&#x2013;1,561</td>
<td align="center" valign="middle">1&#x2013;100</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>The column title &#x2018;<italic>n</italic>&#x2019; represents the sample size (number of participants) in each study.</p>
</table-wrap-foot>
</table-wrap>
<p>The vocal response itself, a trained &#x201C;raspberry,&#x201D; likely influenced the reaction times measured in the present study. This is because vocal response evocation&#x2014;particularly for marine mammals&#x2014;is probably delayed by the time required to generate sufficient air pressure (<xref ref-type="bibr" rid="ref34">Ridgway, 2011</xref>; <xref ref-type="bibr" rid="ref27">Mulsow et al., 2015</xref>). The lowest RT measurement from the present study (306&#x202F;ms) was longer than the lowest vocal RT measurements in bottlenose dolphins (230&#x202F;ms) (<xref ref-type="bibr" rid="ref26">Mulsow and Finneran, 2013</xref>; <xref ref-type="bibr" rid="ref27">Mulsow et al., 2015</xref>). This could be due to the considerable size difference between the two species, or the type of vocal response (e.g., whistles). Although the type of response measured in the present study is different from previous work in odontocetes, the observed decrease in median RT with increasing sensation level in the present study (see <xref ref-type="fig" rid="fig4">Figures 4</xref>, <xref ref-type="fig" rid="fig5">5</xref>) is consistent with the previous research in bottlenose dolphins (<xref ref-type="bibr" rid="ref27">Mulsow et al., 2015</xref>; <xref ref-type="bibr" rid="ref7">Finneran and Schlundt, 2011</xref>; <xref ref-type="bibr" rid="ref26">Mulsow and Finneran, 2013</xref>) and the harbor porpoise (<xref ref-type="bibr" rid="ref42">Wensveen et al., 2014</xref>).</p>
<p>The individual session data from the present study demonstrated that an increase in RT occurred as SPL decreased within a hearing test session (see <xref ref-type="fig" rid="fig6">Figure 6</xref>). Reaction time for both vocal responses and non-vocal motor responses has been shown to decrease with increasing SPL until it plateaus (see <xref ref-type="table" rid="tab3">Table 3</xref>). The present study supports these findings at most of the frequencies measured with both whales. The gradient of the median RT curves depicted in <xref ref-type="fig" rid="fig4">Figures 4</xref>, <xref ref-type="fig" rid="fig5">5</xref> exhibited a noticeable reduction in steepness within the 10&#x2013;20&#x202F;dB range for several of the measured frequencies. A similar trend was observed in bottlenose dolphins (<xref ref-type="bibr" rid="ref27">Mulsow et al., 2015</xref>). The RT curves in the present study were not smooth at all frequencies. For example, Whale C had a higher median RT than expected at 20&#x202F;dB SL for 10&#x202F;kHz and 45&#x202F;dB SL for 80&#x202F;kHz. Whale E had a lower median RT than expected at 15&#x202F;dB SL for 40&#x202F;kHz. The unequal sample sizes among the SLs at each of the frequencies for both whales likely contributed to this variation in median RT.</p>
<p>The two whale subjects&#x2019; RTs differed, with Whale C having substantially lower RTs than Whale E (see <xref ref-type="table" rid="tab1">Table 1</xref>), on the order of approximately 100&#x202F;ms. <xref ref-type="bibr" rid="ref34">Ridgway (2011)</xref> observed similar magnitude (100&#x2013;150&#x202F;ms) between-subject differences in bottlenose dolphin vocal RTs, with the youngest subject having the lowest RTs. It is unlikely that age, body size or other physical differences between the two whales were the source of this individual variation, as the whales were similar in size and age (see Section 2.1). For both subjects, response latencies for long-duration signals (&#x003E; 500&#x202F;ms) often resulted in the vocal response overlapping with the test signal. In other words, neither whale waited for the tone to end before responding. One possible explanation for the observed subject-specific differences in RT was Whale C&#x2019;s additional experience with behavioral hearing tests compared to Whale E. While both whales participated in tone detection (<xref ref-type="bibr" rid="ref3">Branstetter et al., 2017</xref>) and auditory masking studies (<xref ref-type="bibr" rid="ref9001">Branstetter et al., 2021</xref>, <xref ref-type="bibr" rid="ref9002">2024</xref>), Whale C began his initial training several months before Whale E and Whale C completed data collection for a temporal integration study where Whale E did not (<xref ref-type="bibr" rid="ref2">Branstetter et al., 2023</xref>). Interestingly, the two subjects showed diverging trends in RT as a function of sound frequency (see <xref ref-type="fig" rid="fig3">Figure 3</xref>). Whale E showed an increase in RT with increasing frequency, and Whale C showed a decrease in RT with increasing frequency for all sensation levels. Data from <xref ref-type="bibr" rid="ref2">Branstetter et al. (2023)</xref> does not demonstrate hearing loss at 80&#x202F;kHz for Whale E (see <xref rid="SM1" ref-type="supplementary-material">Supplementary Table S2</xref>), suggesting that other factors may influence the difference between the two subjects&#x2019; relationship between sound frequency and RT.</p>
<p>The RT dataset had a low sample size at many of the short duration signals (&#x003C; 20&#x202F;ms) making it difficult to differentiate an effect on RT from signal duration (see <xref rid="SM1" ref-type="supplementary-material">Supplementary Figures S1, S2</xref>; <xref ref-type="fig" rid="fig2">Figure 2</xref>). Previous studies have analyzed the relationship between RT and signal duration in humans. <xref ref-type="bibr" rid="ref39">Ulrich et al. (1998)</xref> observed a decrease in RT with increasing signal duration to a specific point before RT plateaued, which matches the relationship between hearing threshold and signal duration in <xref ref-type="bibr" rid="ref2">Branstetter et al. (2023)</xref>. Therefore, the effect of signal duration on RT was likely captured by using SL in the present study.</p>
<p>The equal-latency contours in the present study collapsed closer together at higher frequencies, indicating that sensation level affected response latency less than at lower frequencies (also see <xref ref-type="fig" rid="fig4">Figures 4</xref>, <xref ref-type="fig" rid="fig5">5</xref>). Compression of the equal latency contours at the upper and lower frequencies has been observed in previous studies (<xref ref-type="bibr" rid="ref27">Mulsow et al., 2015</xref>; <xref ref-type="bibr" rid="ref42">Wensveen et al., 2014</xref>; <xref ref-type="bibr" rid="ref18">Kastelein et al., 2011</xref>; <xref ref-type="bibr" rid="ref22">May et al., 2009</xref>; <xref ref-type="bibr" rid="ref21">Marshall and Brandt, 1980</xref>). It was surprising that compression was not observed at lower frequencies (1&#x202F;kHz) where the hearing thresholds were highest for Whale C, but sample size was lowest for this frequency (see <xref ref-type="table" rid="tab1">Table 1</xref>), which may have influenced this result. However, killer Whale communication calls often contain peak energy at lower frequencies (1&#x2013;3.5&#x202F;kHz) (<xref ref-type="bibr" rid="ref43">Williams et al., 2014a</xref>), and this biological relevance could affect loudness perception. The contours were expected to flatten out at higher sensation levels, as higher intensity signals have been shown to reduce the effect of frequency on equal loudness and equal latency contours (<xref ref-type="bibr" rid="ref19">Kohfeld et al., 1981</xref>). This phenomenon is likely dependent on neural rise time rates at the onset of the signal, which reach a maximum at higher intensities (<xref ref-type="bibr" rid="ref19">Kohfeld et al., 1981</xref>). While the 25 and 30&#x202F;dB sensation level contours did exhibit some flattening across the lower frequencies, the higher frequencies showed lower equal latency SLs than expected based on previous research.</p>
<p>At 80 and 100&#x202F;kHz, the results of the equal latency contours for Whale C (see <xref ref-type="fig" rid="fig7">Figure 7</xref>) do not conform to the hypothesized audiogram-like shape. The high-frequency portion of the equal latency contours was compressed at lower sensation levels compared to frequencies within the best hearing range (5&#x2013;20&#x202F;kHz) for Whale C (see <xref ref-type="fig" rid="fig2">Figure 2</xref>). Equal latency contours from previous studies with marine mammals have shown the contours to follow similar trends as the behavioral audiogram, with lower levels required to elicit the same RTs at more sensitive hearing frequencies compared to frequencies outside the best range of hearing (<xref ref-type="bibr" rid="ref27">Mulsow et al., 2015</xref>; <xref ref-type="bibr" rid="ref7">Finneran and Schlundt, 2011</xref>). Overall, the equal latency contour data in the present study do not consistently support that lower SLs are required to elicit equal RTs in the best hearing range, or that equal-latency contours follow similar trends as the audiogram. The gradual onset of the raspberry vocal response and methods used in the present study likely introduced variability that influenced the equal latency contours. Further research on response latency in odontocetes would benefit from using a vocal response with a rapid onset (e.g., sonar clicks or burst pulse) or a non-vocal motor response&#x2014;such that automated detection methods such as pressure or light sensors&#x2014;could reduce response onset uncertainty.</p>
<p>Overall, the relationship between response latency and sensation level observed in the present study supports that RT can be used as a proxy for perceived loudness growth in killer whales. These first measurements of killer whale vocal response latencies provide insight into the relationship between auditory sensitivity and loudness perception in large odontocetes. Further study of loudness perception is important for understanding the vulnerability of these animals to acoustic disturbance, and for informing conservation efforts.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec13">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="sec14">
<title>Ethics statement</title>
<p>The animal studies were approved by National Marine Mammal Foundation Institutional Animal Care and Use Committee. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent was obtained from the owners for the participation of their animals in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec15">
<title>Author contributions</title>
<p>JS: Formal analysis, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. AA: Conceptualization, Data curation, Investigation, Methodology, Project administration, Supervision, Validation, Visualization, Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. KN: Data curation, Formal analysis, Methodology, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. BKB: Funding acquisition, Project administration, Resources, Supervision, Writing - review &#x0026; editing. TR: Funding acquisition, Project administration, Resources, Supervision, Writing - review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec16">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. Funding for this project was provided by the U.S. Navy Living Marine Resources Program to the National Marine Mammal Foundation, Contract No. N3943022C2401.</p>
</sec>
<ack>
<p>The authors thank the animal training and care staff of SeaWorld San Diego&#x2014; especially Amber Reed, Mike Felice, Jennifer Davenport, and Ken Peters&#x2014;who made this project possible. We also thank Jason Mulsow and Patrick Moore for technical assistance, and the reviewers, especially Ron Kastelein, for providing comments that improved this manuscript. This is Contribution No. [400] from the National Marine Mammal Foundation. This is a SeaWorld Parks Technical Contribution No. [2024-11].</p>
</ack>
<sec sec-type="COI-statement" id="sec17">
<title>Conflict of interest</title>
<p>KN was employed by SeaWorld San Diego. TR was employed by SeaWorld Parks.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="sec18">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec19">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fnbeh.2024.1495579/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fnbeh.2024.1495579/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.PDF" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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