{"id":"W4402540216","doi":"10.1007/978-3-031-62419-3_4","title":"An Expert Vignette from the American Perspective: John R. Washbish, President and CEO","year":2024,"lang":"en","type":"book-chapter","venue":"Management for professionals","topic":"Leadership and Management in Organizations","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Vignette; Perspective (graphical); Management; Political science; Psychology; Economics; Social psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004383013,0.0006163316,0.0004819166,0.0003890462,0.0006542533,0.0009121268,0.0008417476,0.0001386267,0.001166876],"category_scores_gemma":[0.0000321512,0.0004529141,0.00019459,0.0001999937,0.0002473272,0.0006964632,0.001014795,0.0003412131,0.0005376216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001113599,"about_ca_system_score_gemma":0.00001943008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004044765,"about_ca_topic_score_gemma":0.0001658821,"domain_scores_codex":[0.9973072,0.00001682518,0.0005166418,0.001084963,0.0006311773,0.0004431296],"domain_scores_gemma":[0.9982478,0.000157419,0.0005238201,0.000814652,0.0002199347,0.00003637599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003462599,0.00005369373,0.00003422916,0.000240967,0.0004397708,0.00001478542,0.0002505534,0.000003714352,0.000006075167,0.613088,0.3829223,0.00291134],"study_design_scores_gemma":[0.0003043726,0.00002246968,0.0003939299,0.0003864206,0.0006271518,3.318327e-7,0.004752379,0.0002460082,0.000002730527,0.2305604,0.7621798,0.0005240011],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002985071,0.004494537,0.002045686,0.1217181,0.003110524,0.006167806,0.0002222744,0.0009568474,0.8609857],"genre_scores_gemma":[0.008186654,0.0008707747,0.0009382732,0.06015567,0.006473207,0.0006715156,0.001162205,0.0004219195,0.9211197],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3825276,"threshold_uncertainty_score":0.9997923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02553058374921465,"score_gpt":0.2910881718660129,"score_spread":0.2655575881167982,"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."}}