{"id":"W7133435285","doi":"","title":"Approches et visions de la professionnalisation des enseignants : une analyse lexicométrique des prescrits qui encadrent la formation initiale en Fédération Wallonie-Bruxelles","year":2024,"lang":"fr","type":"article","venue":"ORBi UMONS","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Vision; Perspective (graphical); Qualitative research; Context (archaeology)","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"],"consensus_categories":[],"category_scores_codex":[0.006698163,0.0003042876,0.0002962131,0.0003348966,0.001015323,0.0006059494,0.0003090204,0.0005459889,0.0002960851],"category_scores_gemma":[0.002724541,0.0002889365,0.0001873238,0.001547455,0.001245175,0.001792948,0.0001142347,0.0007927139,0.00006426321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006367051,"about_ca_system_score_gemma":0.0009492188,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009674992,"about_ca_topic_score_gemma":0.01047684,"domain_scores_codex":[0.9884597,0.009479155,0.000525107,0.0004330074,0.0005311063,0.0005718892],"domain_scores_gemma":[0.9962954,0.002879575,0.0001840883,0.0002428097,0.0001720345,0.000226096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002637773,0.0004007455,0.00267037,0.0007434888,0.0001311282,0.0001115621,0.6557554,0.002277499,0.02298614,0.0450126,0.002907034,0.2669776],"study_design_scores_gemma":[0.001412482,0.0006377892,0.07452794,0.01328316,0.001287258,0.0003141094,0.2969207,0.0868708,0.0453102,0.2261603,0.2509511,0.00232419],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7668991,0.01510524,0.1827125,0.007306498,0.0007331502,0.000699485,0.00004688266,0.0004192523,0.02607783],"genre_scores_gemma":[0.9506929,0.003977666,0.03727919,0.0000868802,0.0003774129,0.0001347363,0.00009865098,0.00004616298,0.007306403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3588347,"threshold_uncertainty_score":0.9999563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06054510268356351,"score_gpt":0.3856220996404267,"score_spread":0.3250769969568632,"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."}}