{"id":"W4285128864","doi":"10.1007/978-3-319-55065-7_1677","title":"Songbird Learning","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Animal Vocal Communication and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Songbird; Geography; Psychology; Biology; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.00007409072,0.0003224835,0.0001623681,0.0001624278,0.0002683457,0.000678611,0.0004815944,0.0003280719,0.0326951],"category_scores_gemma":[0.0001779829,0.00009756465,0.0001047589,0.0001190235,0.0004261396,0.0006739493,0.0005454729,0.0006023719,0.01140897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004586074,"about_ca_system_score_gemma":0.0002378232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001099313,"about_ca_topic_score_gemma":0.003759725,"domain_scores_codex":[0.9999614,0.000003210589,6.807687e-7,0.00001191114,0.00001751122,0.000005233135],"domain_scores_gemma":[0.9999695,0.000005628323,0.000002095649,0.000007637252,0.000006792324,0.000008306881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004314968,0.00003925827,0.0007549552,0.0001378378,0.00001621858,0.00009134439,0.0002133565,0.001202315,0.01390256,0.1255439,0.08094786,0.7771072],"study_design_scores_gemma":[0.000003871737,0.00004071055,0.003850382,0.00006455061,0.000006563542,0.0002624722,0.00008810401,0.0008259539,0.004368846,0.05043562,0.9400448,0.00000820647],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009410768,0.004831814,0.01061704,0.0007782083,0.0004039242,0.00001732301,0.0002341904,0.0003059349,0.9734008],"genre_scores_gemma":[0.08252998,0.004852826,0.005972523,0.0004680239,0.0002265698,0.00002755785,0.0005043775,0.0001403335,0.9052778],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0326951,"threshold_uncertainty_score":0.109376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02885854024750635,"score_gpt":0.2675596262320468,"score_spread":0.2387010859845405,"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."}}