{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0111617,0.0005910261,0.0005818063,0.008710108,0.002450433,0.009911218,0.001101186,0.001465108,0.008299515],"category_scores_gemma":[0.02826576,0.0004597367,0.0006541275,0.009865624,0.002207673,0.00498005,0.001932993,0.001205615,0.001896053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007561881,"about_ca_system_score_gemma":0.0120785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0589603,"about_ca_topic_score_gemma":0.06266148,"domain_scores_codex":[0.9861001,0.007054722,0.0008325736,0.001196128,0.004244837,0.0005715619],"domain_scores_gemma":[0.9778701,0.01269655,0.001454116,0.0009474763,0.006311496,0.0007202313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008090308,0.0003330774,0.1713383,0.001579118,0.0001174039,0.0004179691,0.08587585,0.008146293,0.007365319,0.08337334,0.006253155,0.6343911],"study_design_scores_gemma":[0.0002024349,0.0007489853,0.3519136,0.002746967,0.0002375651,0.001146287,0.2920338,0.04836281,0.01297351,0.06067225,0.2286955,0.0002662834],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7525506,0.0061008,0.141635,0.00640176,0.0001948497,0.0004699109,0.002676447,0.0007539153,0.08921663],"genre_scores_gemma":[0.8687881,0.001847906,0.1048164,0.0001624829,0.00005769554,0.0002669275,0.001929146,0.0001766361,0.02195482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0589603,"threshold_uncertainty_score":0.1172343,"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."}}