{"id":"W4394959937","doi":"10.33423/jlae.v21i1.6912","title":"The Ethics of Institutional Analysis: Paternalism and Proprietary Access to Canadian U15 Faculty","year":2024,"lang":"en","type":"article","venue":"Journal of Leadership Accountability and Ethics","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Paternalism; Bureaucracy; Workload; Public relations; Political science; Affect (linguistics); Psychology; Management; Economics; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00789346,0.000100795,0.0002569724,0.0003895625,0.0002965096,0.0001712934,0.0001748231,0.0003715089,0.00002632904],"category_scores_gemma":[0.005655175,0.00006414152,0.00008476851,0.0009526439,0.0006878662,0.0003449272,0.00003270461,0.002984084,0.000001148815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002305427,"about_ca_system_score_gemma":0.003328227,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00915477,"about_ca_topic_score_gemma":0.03295332,"domain_scores_codex":[0.9981327,0.000151741,0.0005826441,0.0001529284,0.0007995941,0.0001803885],"domain_scores_gemma":[0.9974225,0.0006684961,0.0001325691,0.0001682812,0.001420637,0.0001875399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001018988,0.0004314154,0.4743954,0.01051206,0.004691197,0.000131031,0.3286851,0.0005047468,0.0004958417,0.02442603,0.01611545,0.1385928],"study_design_scores_gemma":[0.0005856938,0.0003348358,0.8689023,0.001524157,0.00190945,0.0004723269,0.03262625,0.001354914,0.0003064761,0.006812374,0.08490252,0.0002686832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6349809,0.001135432,0.0007086321,0.3625208,0.0004373847,0.0001373017,0.00001385449,0.00000528803,0.00006051541],"genre_scores_gemma":[0.9878989,0.0002474815,0.0007006765,0.01082911,0.0002575832,0.000003553306,0.00001255906,0.000005951362,0.00004421431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.394507,"threshold_uncertainty_score":0.9993161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2681852653592138,"score_gpt":0.4544596474760626,"score_spread":0.1862743821168488,"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."}}