{"id":"W4285400662","doi":"10.1016/j.heliyon.2022.e09933","title":"Language level predicts perceptual categorization of complex reversible events in children","year":2022,"lang":"en","type":"article","venue":"Heliyon","topic":"Child and Animal Learning Development","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Agencia Estatal de Investigación; Generalitat de Catalunya; Agència de Gestió d'Ajuts Universitaris i de Recerca; Ministerio de Ciencia, Innovación y Universidades","keywords":"Categorization; Neurotypical; Perception; Transitive relation; Psychology; Perspective (graphical); Language development; Object (grammar); Developmental psychology; Cognitive psychology; Generalization; Linguistics; Autism; Computer science; Artificial intelligence; Autism spectrum disorder; Mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001808513,0.00007605694,0.0001258606,0.0001242042,0.00007483276,0.000001989373,0.0001353358,0.00003105039,0.005145497],"category_scores_gemma":[0.00001512188,0.0000829737,0.00003222332,0.0002225911,0.00001560467,0.00002611313,0.0001015355,0.0001723726,0.0000864433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006835782,"about_ca_system_score_gemma":0.00003005868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002196246,"about_ca_topic_score_gemma":0.00002046085,"domain_scores_codex":[0.9991308,0.0001296392,0.0001849056,0.000203191,0.0001892959,0.000162182],"domain_scores_gemma":[0.9997385,0.00001592959,0.0000712324,0.0001335222,0.00001283612,0.00002803108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009525851,0.0003399152,0.9685434,0.00003189833,0.00003862429,0.000007184409,0.02052741,0.0001625619,0.004814503,0.001232201,0.001936286,0.002270747],"study_design_scores_gemma":[0.0007638779,0.0001159068,0.9951658,0.00002110562,0.000005295221,0.00001483644,0.002084484,0.00000906407,0.00005478831,0.00001210093,0.001666316,0.0000864422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939786,0.0002995019,0.0000421336,0.00009949957,0.0001629917,0.0001863089,0.00006085479,0.00003000985,0.005140114],"genre_scores_gemma":[0.9958981,0.0000147788,0.0001182855,0.0001478358,0.0000475343,0.00001689353,0.0002890305,0.00001326388,0.003454262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02662237,"threshold_uncertainty_score":0.995764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03278870640474586,"score_gpt":0.2852366016909431,"score_spread":0.2524478952861972,"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."}}