{"id":"W2978240060","doi":"10.29173/aar48","title":"Manual versus automatic identification of black-capped chickadee (Poecile atricapillus) vocalizations","year":2019,"lang":"en","type":"article","venue":"Alberta Academic Review","topic":"Animal Vocal Communication and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women and Children’s Health Research Institute; University of Alberta","funders":"","keywords":"Speech recognition; Identification (biology); Communication; Computer science; Audiology; Biology; Psychology; Ecology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003020219,0.0001445049,0.0002668455,0.00003493986,0.00003966899,0.000006287248,0.0005244638,0.0001953769,0.0005263675],"category_scores_gemma":[0.0002847194,0.0001312324,0.0001453764,0.0002277972,0.00008758307,0.00001019161,0.0001525016,0.0001903546,0.0007300194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001504907,"about_ca_system_score_gemma":0.00005724511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002041868,"about_ca_topic_score_gemma":0.000007263899,"domain_scores_codex":[0.9985924,0.0001375116,0.0006561962,0.0002788015,0.0001758293,0.0001593124],"domain_scores_gemma":[0.9987085,0.00007188028,0.0003507136,0.000706669,0.00009575812,0.00006641629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001662726,0.000385773,0.01367079,0.005034168,0.0003104303,5.765319e-7,0.0003770668,0.00003157156,0.868468,0.009399568,0.0546783,0.04747745],"study_design_scores_gemma":[0.002914786,0.0008516443,0.04194225,0.002558314,0.001076543,0.00002727748,0.000254109,0.001824908,0.0479591,0.0001892161,0.8990734,0.001328434],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9048061,0.07920203,0.0005395687,0.002160186,0.0003034194,0.001814792,0.00002354981,0.00003531854,0.01111502],"genre_scores_gemma":[0.9167134,0.07819409,0.00008879805,0.0005570881,0.00004501806,0.00004126389,0.0003367895,0.00002134935,0.004002235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8443951,"threshold_uncertainty_score":0.9383165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02501982655950869,"score_gpt":0.3370307539566521,"score_spread":0.3120109273971434,"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."}}