{"id":"W1975254050","doi":"10.1080/09524622.2014.994228","title":"Comparison of autonomous and manual recording methods for discrimination of individually distinctive Ovenbird songs","year":2014,"lang":"en","type":"article","venue":"Bioacoustics","topic":"Animal Vocal Communication and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University","funders":"Research and Innovation Foundation; Society of Canadian Ornithologists; Ontario Ministry of Research and Innovation; Algoma University","keywords":"Bioacoustics; Microphone; Spectrogram; Noise (video); Omnidirectional antenna; Population; Quality (philosophy); Soundscape; Computer science; Speech recognition; Acoustics; Artificial intelligence; Sound (geography); Telecommunications; Sound pressure","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001998619,0.0005974959,0.0004499264,0.001691367,0.0002276646,0.0004631777,0.0008822755,0.0006177129,0.001197438],"category_scores_gemma":[0.004491271,0.000340314,0.0003439517,0.0004450608,0.0003886434,0.0006180996,0.0005788835,0.0002538549,0.0005914915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001839869,"about_ca_system_score_gemma":0.0001936399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001002747,"about_ca_topic_score_gemma":0.002943197,"domain_scores_codex":[0.9973105,0.0007896898,0.000190187,0.0006845418,0.0008753369,0.0001497224],"domain_scores_gemma":[0.9944042,0.002851965,0.0005775462,0.00046844,0.001492647,0.000205107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003384715,0.0006669356,0.1178711,0.001271243,0.0005186556,0.0001737671,0.0009233704,0.001135639,0.5250991,0.0001571125,0.0008178647,0.3479805],"study_design_scores_gemma":[0.0002800988,0.005302192,0.806097,0.00012374,0.0008644903,0.00216087,0.0008521581,0.02155757,0.1562169,0.0002166125,0.00605013,0.0002783122],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9251452,0.002473703,0.06789695,0.00005832185,0.0001396076,0.0003073215,0.0006474094,0.0004818349,0.002849696],"genre_scores_gemma":[0.8667884,0.001911692,0.1256008,0.0001754693,0.0001642107,0.0005845976,0.001259002,0.0001867475,0.003329186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001998619,"threshold_uncertainty_score":0.01056981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05567205536603007,"score_gpt":0.4284908017225711,"score_spread":0.372818746356541,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}