{"id":"W4391669171","doi":"10.1016/j.cognition.2024.105734","title":"Modeling early phonetic acquisition from child-centered audio data","year":2024,"lang":"en","type":"article","venue":"Cognition","topic":"Language Development and Disorders","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Agence de l'innovation de Défense; École des Hautes Etudes en Sciences Sociales; Grand Équipement National De Calcul Intensif; H2020 European Research Council; Agence Nationale de la Recherche; European Commission; Canadian Institute for Advanced Research","keywords":"Attunement; Perception; Language acquisition; Psychology; Cognitive psychology; Speech perception; Focus (optics); Language development; Perceptual system; Speech recognition; Computer science; Cognitive science; Developmental psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007972274,0.0004788903,0.000370868,0.0007400354,0.0001726916,0.0007915968,0.0005931926,0.0007010648,0.001727154],"category_scores_gemma":[0.004837961,0.0005920956,0.0005835804,0.0004601574,0.0003560868,0.0008319609,0.0005266796,0.001069016,0.0005823455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007174519,"about_ca_system_score_gemma":0.0009799765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02545181,"about_ca_topic_score_gemma":0.03434619,"domain_scores_codex":[0.9998267,0.00005306682,0.000007024431,0.00004903429,0.00003443341,0.00002975941],"domain_scores_gemma":[0.9975931,0.001947944,0.0001236875,0.00009870845,0.0001708717,0.00006562502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003617928,0.0002012596,0.06094715,0.0001637905,0.0002348067,0.0007811651,0.0006461062,0.8181648,0.02450068,0.01017916,0.00105651,0.08276286],"study_design_scores_gemma":[0.000009215164,0.00004577197,0.01410438,0.00001133867,0.00002908564,0.0000901022,0.00006395164,0.9796765,0.002759248,0.00282054,0.0003724822,0.00001742274],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8045557,0.0004436608,0.1902788,0.0002494231,0.00003440409,0.00004047029,0.0010269,0.0007072466,0.002663475],"genre_scores_gemma":[0.9800929,0.0002095759,0.01750382,0.00001981265,0.000009291086,0.00003558093,0.0005168559,0.00008261162,0.001529542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02545181,"threshold_uncertainty_score":0.05060732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05202157819401895,"score_gpt":0.3146431797237747,"score_spread":0.2626216015297558,"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."}}