{"id":"W7162320667","doi":"10.5281/zenodo.15640198","title":"DÉVELOPPEMENT PROFESSIONNEL ET ACCOMPAGNEMENT EN CONTEXTE DE STAGE : POINTS DE VUE DE FUTURS ENSEIGNANTS","year":2025,"lang":"fr","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Université du Québec à Montréal; Université du Québec à Trois-Rivières","funders":"","keywords":"Context (archaeology); Professional development; Occupational training; Continuing education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01226136,0.0004658401,0.0004741744,0.002604637,0.009334599,0.008201047,0.001627882,0.001530568,0.01048547],"category_scores_gemma":[0.02773002,0.0005021352,0.0006165043,0.001946118,0.007218798,0.003970352,0.006522236,0.00231384,0.001092106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0210303,"about_ca_system_score_gemma":0.02884573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1313042,"about_ca_topic_score_gemma":0.2399765,"domain_scores_codex":[0.9859557,0.006570251,0.0005548113,0.0009951313,0.003276387,0.002647771],"domain_scores_gemma":[0.9592243,0.01075891,0.005459155,0.001423887,0.009908915,0.01322485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002734282,0.0002037966,0.2151873,0.0003877894,0.00005479845,0.0009003966,0.6849312,0.0002508463,0.002571374,0.0124151,0.002880816,0.07994313],"study_design_scores_gemma":[0.00001782279,0.0003945009,0.3106984,0.0005267359,0.00003758812,0.0004434687,0.6086347,0.0003859432,0.001165368,0.00265998,0.07492703,0.0001084791],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652416,0.001221959,0.002850066,0.004459815,0.0001114241,0.0001563131,0.00009310057,0.00004371925,0.02582207],"genre_scores_gemma":[0.984543,0.0004462558,0.001158308,0.0002758749,0.00001994376,0.00007788702,0.00005611853,0.0000210512,0.01340149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1313042,"threshold_uncertainty_score":0.2610798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1628606576725781,"score_gpt":0.4038290711602502,"score_spread":0.2409684134876721,"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."}}