{"id":"W1985697768","doi":"10.1016/j.dr.2011.07.003","title":"The complexity of developmental predictions from dual process models","year":2011,"lang":"en","type":"article","venue":"Developmental Review","topic":"Child and Animal Learning Development","field":"Psychology","cited_by":183,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; University of Toronto","funders":"","keywords":"Normative; Psychology; Heuristics; USable; Cognitive psychology; Terminology; Process (computing); Cognition; Task (project management); Dual (grammatical number); Cognitive science; Cognitive development; Normative model of decision-making; Developmental psychology; Computer science; Neuroscience; Epistemology","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":[0.004664751,0.001154927,0.00123349,0.001683115,0.0006007614,0.002325329,0.003695555,0.002469402,0.003984498],"category_scores_gemma":[0.01159719,0.0006503394,0.0008012734,0.0008397327,0.004745089,0.006332194,0.00154092,0.004807729,0.001210247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001920645,"about_ca_system_score_gemma":0.001254172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002359627,"about_ca_topic_score_gemma":0.001504332,"domain_scores_codex":[0.9990076,0.0003088991,0.00007787671,0.0002138237,0.0003183704,0.00007344375],"domain_scores_gemma":[0.9915317,0.006990395,0.0002941113,0.0004083292,0.0006405677,0.0001349354],"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":[0.00004189691,0.00001637878,0.0007323698,0.0005468816,0.00007922141,0.0003557989,0.000276647,0.01019627,0.0004208639,0.9158873,0.003592944,0.06785345],"study_design_scores_gemma":[0.000006292315,0.00001139472,0.0003973867,0.00009233543,0.00002128452,0.0001575223,0.00007683804,0.007515221,0.0002142204,0.9828487,0.008641177,0.00001763773],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06089892,0.300145,0.4285461,0.107705,0.003218513,0.00008163426,0.0007635038,0.0005922212,0.09804906],"genre_scores_gemma":[0.7075264,0.2133573,0.06360621,0.005050865,0.002400341,0.0002105554,0.0006917003,0.0002010954,0.006955469],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004664751,"threshold_uncertainty_score":0.02466983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1577843024595841,"score_gpt":0.3230323448760961,"score_spread":0.165248042416512,"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."}}