{"id":"W3188494441","doi":"10.11575/prism/38940","title":"The Role of the Business Dean in Comprehensive Community Colleges in Alberta","year":2021,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Management; Political science; Engineering; Sociology; Engineering management; Library science; Computer science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007267513,0.0001699447,0.0002556774,0.0001470456,0.0003013853,0.0004676878,0.001163776,0.00009447472,0.0002959333],"category_scores_gemma":[0.0004150831,0.0001211177,0.00004818023,0.001020772,0.00003882476,0.0003029571,0.0005166378,0.0003382494,0.00002675786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003781575,"about_ca_system_score_gemma":0.000118362,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04588423,"about_ca_topic_score_gemma":0.4325061,"domain_scores_codex":[0.998958,0.0001402083,0.0003661302,0.0001839276,0.0001815232,0.0001702065],"domain_scores_gemma":[0.9984263,0.0003447622,0.0004582451,0.0004954304,0.0002714379,0.000003849195],"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":[0.001325254,0.002243432,0.3640757,0.002864917,0.0003144293,0.00001152898,0.01419625,0.0002716212,0.00130804,0.01211222,0.01905218,0.5822244],"study_design_scores_gemma":[0.000385048,0.000001778592,0.5685361,0.0007814969,0.0000545807,1.467216e-7,0.03932388,0.0001477962,0.0001357111,0.0008495506,0.3895899,0.0001940043],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7505336,0.0001464865,4.202412e-8,0.0006187197,0.0005458928,0.0006556018,0.000001403983,6.308033e-7,0.2474976],"genre_scores_gemma":[0.9688466,0.0000451695,0.00002378837,0.0001065349,0.0001112368,0.0000630685,0.0005887061,0.00002304163,0.03019182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5820304,"threshold_uncertainty_score":0.9604693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0214314289226077,"score_gpt":0.2727784722897538,"score_spread":0.2513470433671461,"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."}}