{"id":"W2940214511","doi":"10.55016/ojs/jet.v31i1.52459","title":"Schemas in Problem Solving","year":2018,"lang":"en","type":"article","venue":"Journal of educational thought.","topic":"Emotional Intelligence and Performance","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Psychology; Mathematics education; Cognitive psychology; Epistemology; Social psychology; Computer science; Philosophy","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":[0.00158783,0.000762602,0.0004311668,0.001155632,0.001181409,0.005866075,0.001135223,0.001691283,0.008100482],"category_scores_gemma":[0.003910594,0.0003304623,0.0005639188,0.001638359,0.01014846,0.007449282,0.00185217,0.003925075,0.002104482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002768514,"about_ca_system_score_gemma":0.001966628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001991946,"about_ca_topic_score_gemma":0.001696893,"domain_scores_codex":[0.9984186,0.0008639828,0.0000838796,0.0001793096,0.0003371771,0.0001169949],"domain_scores_gemma":[0.998638,0.0008466487,0.0001105315,0.0001390897,0.0001590431,0.0001067263],"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":[0.000007026764,0.00001635446,0.0002205337,0.0001219176,0.000007761631,0.00003997634,0.004687007,0.0004277452,0.00008215358,0.9494188,0.0170146,0.02795608],"study_design_scores_gemma":[0.00001024933,0.0000190122,0.0005123453,0.0003316142,0.000005053716,0.0001868055,0.002985011,0.0007594746,0.0001191949,0.7207472,0.2743135,0.00001046217],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01451984,0.08820397,0.07195129,0.04774529,0.001646264,0.0001810882,0.0002936132,0.0004486621,0.7750099],"genre_scores_gemma":[0.552068,0.09432545,0.1241495,0.01393667,0.001703258,0.0008158968,0.001259982,0.0004348386,0.2113064],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008100482,"threshold_uncertainty_score":0.02709877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05484104960704805,"score_gpt":0.4039638879004186,"score_spread":0.3491228382933705,"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."}}