{"id":"W7127390392","doi":"10.5281/zenodo.18054393","title":"OPTIMISER L'APPORT DES STAGES EM MILIEU DE PRATIQUE AU DÉVELOPPEMENT PROFESSIONNEL DES FUTUR(E)S ENSEIGNANT(E)S","year":2025,"lang":"fr","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Chemistry Education and Research","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":"Work (physics); Context (archaeology); Data collection; Perspective (graphical)","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002998245,0.0002572849,0.0002307913,0.0002357277,0.00913295,0.001001415,0.001319367,0.0002508592,0.03142425],"category_scores_gemma":[0.001679347,0.0002675214,0.0001060702,0.001557904,0.001759996,0.0003781884,0.001123819,0.0006087212,0.002170325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002137679,"about_ca_system_score_gemma":0.0004526214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004032903,"about_ca_topic_score_gemma":0.00004417586,"domain_scores_codex":[0.9957214,0.00147531,0.0004480693,0.0006078951,0.0006561264,0.001091198],"domain_scores_gemma":[0.9974239,0.00008986724,0.0001456305,0.0004816627,0.001310638,0.0005482619],"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":[0.0001140579,0.00111682,0.0003362681,0.001195746,0.0001786031,0.00003699429,0.1316915,0.00007470472,0.008308878,0.01485137,0.4914381,0.350657],"study_design_scores_gemma":[0.0005201077,0.0001109263,0.004316926,0.0004843307,0.00003525976,0.00002770647,0.07260131,0.0001249338,0.00559806,0.001918861,0.9139631,0.0002984206],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5507724,0.003480378,0.005981731,0.04877966,0.001209203,0.001857715,0.0002321024,0.0008845059,0.3868023],"genre_scores_gemma":[0.6570044,0.006137227,0.004017603,0.0006517441,0.0008590181,0.000001147425,0.0007406,0.001031294,0.3295569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4225251,"threshold_uncertainty_score":0.9999777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08843659555027816,"score_gpt":0.3428767440343227,"score_spread":0.2544401484840446,"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."}}