{"id":"W7127352906","doi":"10.5281/zenodo.17531656","title":"LEVIERS, DÉFIS ET ENJEUX DE L'ENGAGEMENT PROFESSIONNEL EN CONTEXTE DE STAG: POINTS DE VUE DE FUTURES PERSONNES ENSEIGNANTES","year":2025,"lang":"fr","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Teacher Professional Development and Motivation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; Université du Québec à Montréal","funders":"","keywords":"Context (archaeology); Citizenship; Futures contract; Coronavirus disease 2019 (COVID-19)","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007816151,0.0002303825,0.0002148207,0.0002336088,0.005252455,0.0005294372,0.0009496145,0.0002368847,0.009255773],"category_scores_gemma":[0.004654301,0.0002423178,0.00009233915,0.000711568,0.0003434172,0.0004182776,0.0009365651,0.0007400294,0.0008198924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001578367,"about_ca_system_score_gemma":0.0002418291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003376607,"about_ca_topic_score_gemma":0.0000203206,"domain_scores_codex":[0.9911421,0.006767354,0.0003376578,0.0004415519,0.0004529286,0.0008583873],"domain_scores_gemma":[0.9985157,0.0003026723,0.0001683612,0.0002435077,0.0004963595,0.0002733993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001187186,0.000380867,0.0004927271,0.0003973908,0.0001569075,0.00002246564,0.3373435,0.00002881028,0.004594439,0.1055951,0.3720556,0.1788135],"study_design_scores_gemma":[0.0006529531,0.00008444324,0.01848619,0.0009027379,0.00004784489,0.00001289038,0.08679979,0.0002212654,0.0006575888,0.008696903,0.8831787,0.0002586789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5255227,0.008865036,0.06450626,0.2211415,0.001851379,0.002834358,0.0003392269,0.001683866,0.1732556],"genre_scores_gemma":[0.9387494,0.00401133,0.005077417,0.002974028,0.0004597887,8.276446e-7,0.0003700969,0.00059327,0.04776382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5111231,"threshold_uncertainty_score":0.9999581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07033821895350423,"score_gpt":0.332095835625694,"score_spread":0.2617576166721898,"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."}}