{"id":"W2059925030","doi":"10.1002/jocb.40","title":"Productive and Re‐productive Thinking in Solving Insight Problems","year":2013,"lang":"en","type":"article","venue":"The Journal of Creative Behavior","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Problem solver; Perspective (graphical); Divergent thinking; Psychology; Convergent thinking; Transformational leadership; Vertical thinking; Productive forces; Creative thinking; Social psychology; Computer science; Creativity; Artificial intelligence; Economics; Economic system","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001050734,0.0001413412,0.0002334122,0.0002118477,0.0001893438,0.00006112694,0.0002817496,0.00004567743,0.0004948805],"category_scores_gemma":[0.0003241635,0.0000892082,0.0000389777,0.0003550447,0.0004021644,0.0005649765,0.00005741299,0.0004783111,0.00002191552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000733293,"about_ca_system_score_gemma":0.00006842198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002971384,"about_ca_topic_score_gemma":0.00002901963,"domain_scores_codex":[0.9984523,0.0004889732,0.0003718972,0.000206346,0.0002619798,0.0002184988],"domain_scores_gemma":[0.9986398,0.0002807798,0.0004351229,0.0002368559,0.0003360806,0.0000714043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002860853,0.002301661,0.1965201,0.00001970319,0.00007074925,0.00003826934,0.6320997,0.00003079514,0.1304474,0.002548564,0.003493273,0.03214368],"study_design_scores_gemma":[0.0004725724,0.0004065937,0.9602232,0.00008441672,0.00007605677,0.0003133169,0.02935683,0.000003585254,0.006935037,0.001563818,0.0004277694,0.0001368057],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907523,0.0004640447,0.00006779737,0.002326949,0.0005421661,0.000656402,0.000001476266,0.000008980603,0.005179883],"genre_scores_gemma":[0.9971495,0.00007129064,0.0002208266,0.0001303704,0.0001572211,0.0000569577,2.699748e-7,0.00001337823,0.002200239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7637032,"threshold_uncertainty_score":0.5418594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05234731996742484,"score_gpt":0.3507598619802142,"score_spread":0.2984125420127894,"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."}}