{"id":"W4386790560","doi":"10.31234/osf.io/b2tkf","title":"A review of the speech-music continuum and its categorization: Evolution, form, and function","year":2023,"lang":"en","type":"review","venue":"","topic":"Animal Vocal Communication and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Categorization; Scholarship; Cognitive science; Variety (cybernetics); Cognition; Psychology; Cognitive psychology; Function (biology); Linguistics; Communication; Computer science; Evolutionary biology; Artificial intelligence; Philosophy; Biology; Neuroscience","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002167845,0.0001476043,0.0003771704,0.0000227295,0.00006813036,0.000008862403,0.0001610742,0.0001738905,0.00002820703],"category_scores_gemma":[0.0001019256,0.0000908627,0.0001267891,0.0001849273,0.00005769993,0.000002676968,0.0002759382,0.0001018947,0.00000809042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008822533,"about_ca_system_score_gemma":0.00009597238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006553511,"about_ca_topic_score_gemma":0.00005242833,"domain_scores_codex":[0.9992118,0.0001139207,0.0003256276,0.0001973823,0.000070978,0.00008031912],"domain_scores_gemma":[0.9992784,0.00001350509,0.0002185891,0.0003237385,0.0001329244,0.00003279015],"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":[0.00001333042,0.00007345545,0.00007267833,0.1596711,0.0002190061,4.720915e-7,0.00001191862,1.137767e-8,0.0007831972,0.004663074,0.03942089,0.7950709],"study_design_scores_gemma":[0.00006073399,0.00006084281,0.0001173202,0.00966286,0.000419196,0.00001984468,0.000005996075,5.427324e-7,0.00004081709,0.00003153657,0.9894665,0.0001138003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002789243,0.998731,0.00008585959,0.00006279977,0.00006884858,0.0005714556,0.00001654244,0.000009873326,0.0004257598],"genre_scores_gemma":[0.0001663793,0.9961714,0.00001626805,0.0002109177,0.00005676825,0.00004477804,0.0001565939,0.00001776132,0.003159116],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9500456,"threshold_uncertainty_score":0.3705273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07564608668583217,"score_gpt":0.3341077049944754,"score_spread":0.2584616183086432,"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."}}