{"id":"W4211242546","doi":"10.3917/spir.069.0129","title":"Soutenir le développement professionnel pédagogique des enseignants du supérieur","year":2022,"lang":"fr","type":"article","venue":"Spirale - Revue de recherches en éducation","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Humanities; Philosophy","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":[0.01046072,0.0003685967,0.0003741555,0.002179545,0.006616847,0.008905039,0.0007693974,0.001624818,0.01501636],"category_scores_gemma":[0.01433261,0.000246998,0.000301411,0.003355789,0.008946753,0.007523637,0.00589413,0.003216688,0.002238313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01437295,"about_ca_system_score_gemma":0.03671942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05734327,"about_ca_topic_score_gemma":0.1148768,"domain_scores_codex":[0.9920226,0.004205167,0.0002996097,0.0007005801,0.001761396,0.001010643],"domain_scores_gemma":[0.9839314,0.006609128,0.001007249,0.001169032,0.00453453,0.002748701],"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":[0.00005253034,0.00008543202,0.01582931,0.0007063258,0.00001762087,0.0005215103,0.5012223,0.0003553766,0.00183546,0.3134162,0.01499957,0.1509583],"study_design_scores_gemma":[0.000007134003,0.00006851515,0.02297732,0.001686676,0.0000145291,0.0002901312,0.30196,0.0002613172,0.001169543,0.02631814,0.6452125,0.00003428632],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3342492,0.02106681,0.01725459,0.06568901,0.0007695779,0.0001913396,0.000245483,0.0001575484,0.5603765],"genre_scores_gemma":[0.8988776,0.009331527,0.007445254,0.002533835,0.0001304672,0.0001141235,0.000158466,0.0001401213,0.08126864],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05734327,"threshold_uncertainty_score":0.114019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.574548321347128,"score_gpt":0.4587693059729471,"score_spread":0.1157790153741808,"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."}}