{"id":"W4388099855","doi":"10.52358/mm.vi16.369","title":"Des conditions de l'innovation dans la formation des étudiants-professeurs","year":2023,"lang":"fr","type":"article","venue":"Médiations et médiatisations","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.005749066,0.0003140064,0.0002735198,0.0008923271,0.004548611,0.0002636118,0.0003496623,0.000451494,0.0006569595],"category_scores_gemma":[0.005052277,0.0004110718,0.0001605976,0.006703217,0.003582088,0.003307763,0.00005633891,0.0004576875,0.0009930353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001172915,"about_ca_system_score_gemma":0.002129495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007741835,"about_ca_topic_score_gemma":0.002468235,"domain_scores_codex":[0.9946828,0.002686067,0.0008639135,0.0004194657,0.0004796241,0.00086808],"domain_scores_gemma":[0.9933155,0.004688093,0.0004775774,0.0003418164,0.0009659624,0.000211111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000001133761,0.0002415567,0.03888895,0.00008075943,0.00008029896,0.000001636646,0.128724,0.002658,0.0002162269,0.80164,0.02469943,0.002767956],"study_design_scores_gemma":[0.0005032707,0.00004398348,0.5466914,0.0001665585,0.0001590204,0.00001634173,0.2385031,0.002563875,0.00004230885,0.166669,0.0441941,0.0004469443],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.785629,0.0007422516,0.03751063,0.05909612,0.003390806,0.001038401,0.00126239,0.0008836117,0.1104468],"genre_scores_gemma":[0.9617781,0.006024444,0.009438268,0.000701072,0.001555359,0.0008652709,0.003093159,0.00007025232,0.01647408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.634971,"threshold_uncertainty_score":0.9998341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2953136728958257,"score_gpt":0.4786652130096584,"score_spread":0.1833515401138328,"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."}}