{"id":"W126523768","doi":"10.1016/j.tsc.2008.02.002","title":"Is expertise a necessary precondition for creativity?","year":2008,"lang":"en","type":"article","venue":"Thinking Skills and Creativity","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Creativity; Psychology; Debriefing; Situated; Context (archaeology); Improvisation; Creativity technique; Divergent thinking; Social psychology; Pedagogy; Mathematics education; Computer science; Artificial intelligence","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":[0.001627107,0.0002969285,0.0005016893,0.0009635381,0.0007622692,0.00247141,0.000705947,0.00227906,0.01444933],"category_scores_gemma":[0.02093796,0.0003222408,0.0005771965,0.0005436292,0.003140773,0.005128009,0.001837513,0.002116559,0.00136069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004579055,"about_ca_system_score_gemma":0.001257078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004715363,"about_ca_topic_score_gemma":0.0002870283,"domain_scores_codex":[0.9988047,0.0002317935,0.00009447044,0.0002708877,0.0002911849,0.0003069834],"domain_scores_gemma":[0.9763257,0.01547174,0.002393495,0.002002878,0.001408642,0.002397582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.002564319,0.001663862,0.1174749,0.002766506,0.0004872748,0.009459203,0.004989869,0.003904603,0.06895614,0.4872277,0.00951563,0.2909901],"study_design_scores_gemma":[0.0002533261,0.0005826358,0.144305,0.0004093986,0.0001146703,0.005840524,0.002308775,0.00409158,0.01274633,0.8195951,0.009657944,0.00009483605],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8493183,0.004775064,0.0249994,0.0167667,0.000543576,0.00006546662,0.0003445607,0.000259153,0.1029278],"genre_scores_gemma":[0.9932585,0.0006854394,0.003755121,0.0005848357,0.0002094822,0.00003628414,0.0001074312,0.00002312642,0.001339848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01444933,"threshold_uncertainty_score":0.04833782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04536372536681654,"score_gpt":0.3578886930528467,"score_spread":0.3125249676860302,"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."}}