{"id":"W7117481261","doi":"10.3917/riges.504.0027","title":"Un leadership humain au service du CHUM","year":2025,"lang":"","type":"article","venue":"Gestion","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005061001,0.0002249379,0.0002590206,0.0003306327,0.00291437,0.0002411505,0.000583879,0.0005568768,0.001940354],"category_scores_gemma":[0.001308713,0.0002598648,0.00009025927,0.002289699,0.0005002308,0.0003778669,0.00005811554,0.0007616709,0.0007349552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001184163,"about_ca_system_score_gemma":0.004479937,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01820927,"about_ca_topic_score_gemma":0.03159221,"domain_scores_codex":[0.9953204,0.001623357,0.0004825753,0.0005724621,0.0007408846,0.001260281],"domain_scores_gemma":[0.9975923,0.0008837864,0.0001521522,0.0003810461,0.0006195254,0.0003712487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001538063,0.0007887431,0.1225715,0.003257873,0.00009301388,0.000004445174,0.356689,0.00005149666,0.0001208175,0.3446287,0.03569303,0.1359476],"study_design_scores_gemma":[0.0008004965,0.0001282421,0.4368599,0.0009720338,0.00009246285,0.000001250046,0.3051208,0.000405187,0.0001328471,0.01281223,0.242233,0.0004415029],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1046334,0.002030222,0.0002588506,0.842356,0.003790833,0.0007901717,0.000005279815,0.0001047515,0.04603054],"genre_scores_gemma":[0.9681504,0.001109603,0.0001216603,0.005768558,0.002571186,0.00006768451,0.00002666248,0.00001679414,0.02216749],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.863517,"threshold_uncertainty_score":0.9999853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2454865090308136,"score_gpt":0.4380910929144056,"score_spread":0.192604583883592,"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."}}