{"id":"W2806051356","doi":"10.1016/j.cognition.2018.05.015","title":"Is infant-directed speech interesting because it is surprising? – Linking properties of IDS to statistical learning and attention at the prosodic level","year":2018,"lang":"en","type":"article","venue":"Cognition","topic":"Language Development and Disorders","field":"Psychology","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada; Academy of Finland","keywords":"Psychology; Statistical learning; Cognitive psychology; Linguistics; Language acquisition; Cognitive science; Developmental psychology; Artificial intelligence; Mathematics education","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002732309,0.0001014788,0.0001109519,0.00008065583,0.0002142138,0.0000438225,0.00005410632,0.00006937994,0.001036634],"category_scores_gemma":[0.000309324,0.0000754225,0.00001928719,0.0001570317,0.0001567993,0.0000676175,0.00008870932,0.0001169259,0.0001776247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001846639,"about_ca_system_score_gemma":0.00001837389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001113786,"about_ca_topic_score_gemma":0.0002707029,"domain_scores_codex":[0.9991159,0.00009991339,0.0002244604,0.0002309757,0.0001483842,0.0001803908],"domain_scores_gemma":[0.9995076,0.00007656818,0.00009416613,0.00008403476,0.0002013322,0.0000363072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001137767,0.0002194847,0.3113385,0.000365549,0.0003219841,0.00003060719,0.1928412,2.342702e-7,0.1790757,0.00009313138,0.02708213,0.2874936],"study_design_scores_gemma":[0.005702902,0.0015871,0.673948,0.004154644,0.000577682,0.000208683,0.0410971,0.00103384,0.2582448,0.001814903,0.01002081,0.001609422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927307,0.0001174266,0.001577636,0.0004723538,0.0001702272,0.000285268,0.00001696432,0.00006153901,0.004567908],"genre_scores_gemma":[0.9961088,0.0000059507,0.0007320804,0.0007073785,0.00006938156,0.00002172966,0.00005541005,0.00001517811,0.002284095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3626095,"threshold_uncertainty_score":0.9998766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07251749566172214,"score_gpt":0.3393089685907357,"score_spread":0.2667914729290135,"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."}}