{"id":"W7104568508","doi":"10.18162/fp.2025.1049","title":"Introduction au dossier - Dynamiques professionnelles et politiques éducatives : regards transnationaux sur les enjeux pour les acteurs scolaires","year":2025,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Educational Practices and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Context (archaeology); Data collection; Work (physics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003202058,0.0003892397,0.0003552216,0.0004531765,0.0022324,0.0002843366,0.0003862578,0.0005413658,0.001463746],"category_scores_gemma":[0.001972104,0.0003496268,0.0001752315,0.0009057148,0.0005561352,0.006073286,0.0001071669,0.0009108604,0.00006244526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009745163,"about_ca_system_score_gemma":0.004394588,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01086874,"about_ca_topic_score_gemma":0.01116031,"domain_scores_codex":[0.9933303,0.004136158,0.0008502536,0.0004383203,0.0006605433,0.0005844309],"domain_scores_gemma":[0.9960794,0.001164301,0.0007691932,0.0003046258,0.001530663,0.0001517906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007847239,0.0005178206,0.002569374,0.0008674891,0.00005293566,2.623879e-7,0.197671,0.00004478333,0.0003099977,0.7223771,0.05883977,0.01667098],"study_design_scores_gemma":[0.0004785161,0.0000865555,0.096275,0.002792989,0.0001013297,0.000004187857,0.4254491,0.0005263857,0.001868417,0.0557362,0.4162173,0.0004640627],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3710422,0.002915735,0.001642942,0.6005689,0.004107993,0.0007040767,0.00005907896,0.0001438485,0.01881524],"genre_scores_gemma":[0.9196103,0.008089492,0.001007387,0.001415458,0.002343092,0.0002050016,0.0003909369,0.00003094077,0.06690735],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6666409,"threshold_uncertainty_score":0.9998956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06421476051467268,"score_gpt":0.4252672409600183,"score_spread":0.3610524804453457,"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."}}