{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01021325,0.0005256156,0.0006017548,0.002478862,0.0190154,0.01389973,0.002249823,0.002627474,0.006996759],"category_scores_gemma":[0.01461145,0.0005518892,0.000504516,0.002196695,0.02493607,0.006592307,0.01111119,0.004368629,0.0008234853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02916534,"about_ca_system_score_gemma":0.03038741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3943824,"about_ca_topic_score_gemma":0.490393,"domain_scores_codex":[0.9893799,0.005440427,0.0003391259,0.0007740082,0.001871684,0.002194881],"domain_scores_gemma":[0.9901119,0.003413606,0.001078634,0.0003629285,0.002120221,0.0029127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002476735,0.00002615652,0.0114245,0.00008974852,0.000006303354,0.0003068561,0.9659773,0.00004510197,0.0003099859,0.01425357,0.0006863392,0.006849327],"study_design_scores_gemma":[0.000003077841,0.00002092712,0.0140399,0.0002091745,0.000005521668,0.00009665553,0.9660634,0.0001169894,0.0001085682,0.002298118,0.01701409,0.00002352861],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9226374,0.001707207,0.003626329,0.01014772,0.0001427377,0.000147275,0.0001084918,0.00003226048,0.06145061],"genre_scores_gemma":[0.9907833,0.0004516975,0.0007453841,0.0005153297,0.000008009504,0.00006760201,0.00003787175,0.00001815102,0.007372445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3943824,"threshold_uncertainty_score":0.7841736,"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."}}