{"id":"W7128497841","doi":"10.5281/zenodo.18601609","title":"La bienveillance en enseignement supérieur, c'est possible!","year":2025,"lang":"fr","type":"article","venue":"Open MIND","topic":"Health, Medicine and Society","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Lien; Subject (documents); Domain (mathematical analysis)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01418639,0.0007625101,0.0007129506,0.00160614,0.00816769,0.01630308,0.001282037,0.005512034,0.02197424],"category_scores_gemma":[0.02330352,0.0004370941,0.0008690042,0.001089067,0.02186762,0.01763494,0.01214435,0.009628458,0.007036704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005111134,"about_ca_system_score_gemma":0.0106421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009228944,"about_ca_topic_score_gemma":0.007235349,"domain_scores_codex":[0.9827596,0.009522106,0.0005057903,0.00154125,0.004273992,0.001397266],"domain_scores_gemma":[0.9798441,0.006408804,0.002210129,0.002947638,0.00449514,0.004094166],"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":[0.0001141652,0.000109549,0.003143911,0.0006314307,0.00005187169,0.0006348867,0.1563974,0.0001858086,0.00316194,0.6584129,0.068284,0.108872],"study_design_scores_gemma":[0.00001661315,0.00006368083,0.002574514,0.001227206,0.00002242637,0.0008502607,0.04605031,0.0001653637,0.0009902227,0.1214412,0.8265218,0.00007646766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.03551672,0.01632068,0.04952245,0.2607596,0.006560391,0.0001639362,0.0001539759,0.0005281126,0.6304743],"genre_scores_gemma":[0.787251,0.01164429,0.02444756,0.03501229,0.002310898,0.0003350479,0.0002097773,0.0005333757,0.1382558],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02197424,"threshold_uncertainty_score":0.07502574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04919393915221348,"score_gpt":0.4323594803501699,"score_spread":0.3831655411979564,"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."}}