{"id":"W2059244130","doi":"10.5465/ambpp.2013.17227abstract","title":"Creative Problem Solving Style and Individuals' Advice Network Formation and Creative Performance","year":2013,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Healthcare Education and Workforce Issues","field":"Nursing","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Advice (programming); Style (visual arts); Creative problem-solving; Psychology; Life style; Social psychology; Computer science; Applied psychology; Creativity; Visual arts; Art","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":[0.0004799418,0.0001751175,0.0002157727,0.0001497279,0.0002725095,0.0001122946,0.0001236025,0.0001077143,0.00007647677],"category_scores_gemma":[0.00002732243,0.0001655988,0.00001792225,0.0002962491,0.0001012571,0.001655384,0.0001204962,0.0002167061,0.0000151915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000048064,"about_ca_system_score_gemma":0.000003438811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006925512,"about_ca_topic_score_gemma":4.629122e-7,"domain_scores_codex":[0.9987311,0.00001985728,0.0003823654,0.0002765509,0.0002432256,0.0003468949],"domain_scores_gemma":[0.9993956,0.00004807456,0.000307282,0.00003717555,0.00009904351,0.0001128181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001224026,0.0001230814,0.1119326,0.00527303,0.0001871154,1.427518e-7,0.07673446,0.00002204778,0.0002050418,0.01197921,0.1616214,0.6317994],"study_design_scores_gemma":[0.001249763,0.0004607177,0.8687417,0.002295806,0.0001796269,0.000009213743,0.03825241,0.00339623,0.002932846,0.007314376,0.07458712,0.0005801776],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520577,0.0004859214,0.00002291061,0.008899184,0.00004787587,0.001232394,0.000001050881,0.0001095309,0.03714343],"genre_scores_gemma":[0.9856291,0.0006550209,0.01059631,0.001227743,0.0001327952,0.0001311945,0.000004750667,0.00001956694,0.001603525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7568091,"threshold_uncertainty_score":0.6752924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01862515318686598,"score_gpt":0.2884730887412291,"score_spread":0.2698479355543631,"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."}}