{"id":"W3048795869","doi":"10.1017/s0140525x20000175","title":"A cognitive developmental approach is essential to understanding cumulative technological culture","year":2020,"lang":"en","type":"letter","venue":"Behavioral and Brain Sciences","topic":"Child and Animal Learning Development","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Cognition; Psychology; Cognitive development; Cognitive science; Cognitive psychology; Work (physics); Computer science; Neuroscience; Engineering","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":[0.004795317,0.0004408186,0.0005799571,0.001166991,0.001735003,0.003793675,0.00216429,0.007470239,0.003477758],"category_scores_gemma":[0.01312056,0.0001749257,0.0004206827,0.000642016,0.0140729,0.009457123,0.002968922,0.01503271,0.001792222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002388312,"about_ca_system_score_gemma":0.002629095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003820086,"about_ca_topic_score_gemma":0.007404794,"domain_scores_codex":[0.9980659,0.0006184871,0.0001435059,0.0002572954,0.0007753424,0.0001394144],"domain_scores_gemma":[0.9827006,0.01240134,0.001091836,0.001066762,0.002087415,0.0006520094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005383838,0.0001552493,0.007127269,0.0008347129,0.00003217812,0.003293996,0.006983892,0.0004532494,0.001571766,0.5688301,0.1368768,0.273787],"study_design_scores_gemma":[0.00001281155,0.0001036319,0.005598419,0.0004579446,0.00001181472,0.003495855,0.005395327,0.0005938805,0.0009373504,0.6041821,0.3791509,0.00006009306],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005028045,0.0149641,0.01979802,0.9169223,0.006652412,0.00004713078,0.0000846706,0.0001568731,0.03634654],"genre_scores_gemma":[0.3050652,0.0452258,0.07820328,0.5184203,0.02074101,0.0007601996,0.0001513462,0.0001642298,0.03126861],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.007470239,"threshold_uncertainty_score":0.02536035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1744102492257349,"score_gpt":0.3754568221644974,"score_spread":0.2010465729387626,"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."}}