{"id":"W2766363986","doi":"","title":"The role of Expertise in Design Fixation: Managerial Implications for Creative Leadership","year":2017,"lang":"en","type":"article","venue":"RePEc: Research Papers in Economics","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Creativity; Ideation; Process (computing); Scope (computer science); Psychology; Task (project management); Fixation (population genetics); Multinational corporation; Cognition; Engineering ethics; Cognitive psychology; Social psychology; Computer science; Cognitive science; Engineering; Sociology; Political science; Management; Population; Economics","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":[0.00132892,0.00006936045,0.0001230132,0.0001281929,0.0004713952,0.00009456578,0.0005907629,0.00006371353,0.00005674379],"category_scores_gemma":[0.001433834,0.00006262946,0.00004126443,0.0000697187,0.0006064088,0.0001196954,0.00005702239,0.0001529959,0.000005350639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001465228,"about_ca_system_score_gemma":0.0001290065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009582636,"about_ca_topic_score_gemma":0.0003436026,"domain_scores_codex":[0.9988349,0.0002272155,0.0002445305,0.0002946868,0.00006153678,0.0003371199],"domain_scores_gemma":[0.9975537,0.001427552,0.0001431004,0.0007696743,0.00005467727,0.00005127446],"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":[0.0004672673,0.0003922757,0.04458931,0.0000097963,0.00001785732,9.311631e-7,0.009125177,0.0001454228,0.00517388,0.04196309,0.000330092,0.8977849],"study_design_scores_gemma":[0.00172044,0.0003123018,0.9152743,0.00004575446,0.000004344703,0.000005839309,0.031076,0.002360589,0.006097496,0.01242532,0.03042544,0.0002522084],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.700247,0.0002934724,0.0002363429,0.01409366,0.0009515183,0.00288692,0.00004854184,0.00002386528,0.2812186],"genre_scores_gemma":[0.9944919,0.0002837377,0.0001515474,0.00003331571,0.00007112361,0.0007764449,0.000002118403,0.00001067611,0.004179121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8975327,"threshold_uncertainty_score":0.3625639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2063309904187648,"score_gpt":0.4433290677710132,"score_spread":0.2369980773522484,"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."}}