{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008076529,0.0004801881,0.0001884861,0.0009335721,0.0001966859,0.001499821,0.0002591975,0.000485544,0.004800005],"category_scores_gemma":[0.006180568,0.0002369265,0.00040335,0.000281934,0.0006195466,0.0006871573,0.0007709276,0.0005133648,0.0007352929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002932467,"about_ca_system_score_gemma":0.0003145297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00314326,"about_ca_topic_score_gemma":0.004106578,"domain_scores_codex":[0.9996804,0.00006026195,0.00003808489,0.00007682714,0.00008079059,0.00006354111],"domain_scores_gemma":[0.9952438,0.001827659,0.002030871,0.0002534596,0.0002594556,0.0003846057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001439612,0.0001290706,0.9792169,0.00005230359,0.00003482154,0.0005817865,0.001996031,0.0003738297,0.009773713,0.0003192055,0.0002204692,0.007157908],"study_design_scores_gemma":[0.000005161333,0.0001639348,0.9956709,0.00001901596,0.00001011556,0.0005446917,0.0006756653,0.0008640519,0.001455962,0.000350449,0.0002320705,0.000008030981],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989935,0.00003146987,0.00006423565,0.00001535654,0.000001223571,0.000002584052,0.00006158464,0.000007151548,0.0008228536],"genre_scores_gemma":[0.9993662,0.00003170385,0.0001772908,0.000005161453,0.000001086932,0.000005674805,0.00008879827,0.00000382446,0.0003202005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004800005,"threshold_uncertainty_score":0.01605755,"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."}}