{"id":"W7104282518","doi":"10.71781/5960","title":"Le développement professionnel lié à l’intégration pédagogique du numérique dans l'enseignement supérieur québécois : un survol des pratiques en place dans les cégeps","year":2025,"lang":"fr","type":"dissertation","venue":"Open MIND","topic":"Psychodrama and Leishmaniasis Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional development; Context (archaeology); Discipline; Action (physics); Higher education; Plan (archaeology); Process (computing); Function (biology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003621044,0.0003795904,0.0004747484,0.002471095,0.01003739,0.007699402,0.001449539,0.002269882,0.01055105],"category_scores_gemma":[0.006616656,0.000343867,0.0003756815,0.003601207,0.007375775,0.00555561,0.002520658,0.004160756,0.0006152276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07838729,"about_ca_system_score_gemma":0.1082955,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9804155,"about_ca_topic_score_gemma":0.9823875,"domain_scores_codex":[0.9976625,0.0005009483,0.00005760628,0.0002945713,0.0007924718,0.0006919584],"domain_scores_gemma":[0.9925418,0.001978752,0.0005122758,0.0001804715,0.002502988,0.002283677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001688011,0.0002403889,0.1027663,0.0007184625,0.00005607852,0.00190794,0.3494763,0.0006872634,0.001813756,0.1400114,0.06437438,0.337779],"study_design_scores_gemma":[0.00002045698,0.00007771192,0.1872306,0.001551806,0.00002627297,0.0006170779,0.1407484,0.0009962919,0.0005827285,0.005930087,0.6620893,0.0001292567],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5230861,0.06464733,0.005420251,0.2541646,0.001737575,0.00007875406,0.0007344079,0.0001683354,0.1499626],"genre_scores_gemma":[0.9223343,0.01552075,0.002156596,0.004558677,0.0001979594,0.00004744121,0.0001812488,0.00005993969,0.05494312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07838729,"threshold_uncertainty_score":0.5687423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05756577808580412,"score_gpt":0.3362408873184635,"score_spread":0.2786751092326594,"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."}}