{"id":"W3128921086","doi":"10.1111/infa.12387","title":"Sing for me, Mama! Infants' discrimination of novel vowels in song","year":2021,"lang":"en","type":"article","venue":"Infancy","topic":"Language Development and Disorders","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; International Laboratory for Brain, Music and Sound Research","funders":"Deutsche Forschungsgemeinschaft","keywords":"Singing; Psychology; Vowel; Perception; Audiology; Contrast (vision); Speech perception; Speech sound; Speech recognition; Acoustics; Computer science; Medicine","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":[0.0001289284,0.0000749349,0.0001311309,0.00009540957,0.00002195829,0.00001118373,0.00007342488,0.00007146065,0.00040773],"category_scores_gemma":[0.000156453,0.00007537289,0.00004366453,0.0001974413,0.0000189925,0.00009698713,0.00002621248,0.00005270012,0.00001012992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001097704,"about_ca_system_score_gemma":0.00004559491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008473145,"about_ca_topic_score_gemma":0.000343446,"domain_scores_codex":[0.9993098,0.0000176224,0.0002453169,0.0001686872,0.00008221577,0.000176295],"domain_scores_gemma":[0.9996166,0.00008659852,0.00007355939,0.000153484,0.00004948511,0.0000202339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005079184,0.002430164,0.4017339,0.0003545395,0.0002324979,0.0001000111,0.1270544,0.00005139147,0.02581611,0.07304037,0.004358621,0.3643201],"study_design_scores_gemma":[0.007117225,0.00009255153,0.9570695,0.0002492296,0.00003889817,0.00001338847,0.01300961,0.0002443483,0.01091336,0.003204132,0.007561165,0.0004866509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9542556,0.0007370234,0.00651119,0.0003470525,0.0005401212,0.0002075158,0.00002360107,0.00002231872,0.03735558],"genre_scores_gemma":[0.9944615,0.000007191758,0.003875508,0.0001935375,0.0000348967,0.00004080384,0.00005645766,0.00001267536,0.001317476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5553355,"threshold_uncertainty_score":0.4464357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03016368289551446,"score_gpt":0.3433980619307799,"score_spread":0.3132343790352655,"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."}}