{"id":"W2635548134","doi":"10.1093/jole/lzx010","title":"Phoneme inventory size and the transition from monoplanar to dually patterned speech","year":2017,"lang":"en","type":"article","venue":"Journal of Language Evolution","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Linguistics; Computer science; Consonant; TRACE (psycholinguistics); Sign (mathematics); Transition (genetics); Feature (linguistics); History; Speech recognition; Mathematics; Philosophy; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004663359,0.00009099206,0.0001276194,0.0005310402,0.0004220546,0.001972559,0.0002057903,0.0003216475,0.003289837],"category_scores_gemma":[0.003670812,0.0002058753,0.0001469183,0.0002810899,0.001623227,0.00164953,0.001463739,0.0007244843,0.0002632373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000329026,"about_ca_system_score_gemma":0.0001943191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00119137,"about_ca_topic_score_gemma":0.00143792,"domain_scores_codex":[0.9997223,0.0000511343,0.00001725615,0.00008736696,0.00006469715,0.00005720689],"domain_scores_gemma":[0.9983168,0.0007788875,0.0003654819,0.0001992521,0.0001359585,0.00020373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002025326,0.0003725248,0.4267914,0.0001731658,0.0001026466,0.002824854,0.0791511,0.001896321,0.1598146,0.09989693,0.002377983,0.2245731],"study_design_scores_gemma":[0.00003401274,0.0001986199,0.9352182,0.00003648819,0.00002756549,0.001324208,0.0119227,0.002394979,0.006776516,0.03573026,0.006262306,0.00007405679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921439,0.0001086829,0.001125823,0.0001974314,0.000008232235,0.000003224506,0.00004458681,0.00001593511,0.006352139],"genre_scores_gemma":[0.9989864,0.00003834255,0.0003734919,0.00002214591,0.000005043905,0.000003974365,0.00002683312,0.000008327311,0.0005354442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003289837,"threshold_uncertainty_score":0.01100564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01661556676254562,"score_gpt":0.307151766446416,"score_spread":0.2905361996838704,"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."}}