{"id":"W4379912242","doi":"10.1007/978-3-031-10417-6_35-1","title":"FishSounds Version 1.1: Data Archive, User Experience, and Online Resources","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; University of Victoria; Simon Fraser University","funders":"","keywords":"Citizen science; Computer science; Fish <Actinopterygii>; World Wide Web; Soundscape; Library science; Sound (geography); Data science; Fishery; Oceanography; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004246177,0.001471653,0.001425929,0.007962489,0.0009421136,0.003810931,0.003303534,0.001019826,0.4722228],"category_scores_gemma":[0.01669321,0.001558922,0.001012324,0.01499143,0.000579218,0.005543723,0.004341335,0.001719301,0.5610029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001475571,"about_ca_system_score_gemma":0.00417797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02558339,"about_ca_topic_score_gemma":0.02862835,"domain_scores_codex":[0.9980263,0.0001628879,0.0002407016,0.0002291513,0.001146274,0.000194676],"domain_scores_gemma":[0.992409,0.001815759,0.0003228546,0.001617516,0.003374026,0.0004608345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003854194,0.00001005967,0.0003002501,0.0002405811,0.000004998823,0.00001217398,0.00007130981,0.00006125344,0.0001726959,0.0004495785,0.9707953,0.0278434],"study_design_scores_gemma":[0.00002018287,0.0000101836,0.00151296,0.0001917024,0.000007016799,0.00003991452,0.00006779595,0.0001241455,0.0004595888,0.00132724,0.996212,0.00002728556],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0007569935,0.0005282215,0.00765152,0.0005807503,0.000329114,0.0002914598,0.8440161,0.05455946,0.09128637],"genre_scores_gemma":[0.002468268,0.001006443,0.01603705,0.0003927338,0.00009730343,0.001276632,0.8179017,0.04626674,0.1145531],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4722228,"threshold_uncertainty_score":0.7528101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05843138550293198,"score_gpt":0.2629118005292252,"score_spread":0.2044804150262932,"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."}}