{"id":"W2123137549","doi":"10.7202/013911ar","title":"Le développement professionnel au travers de l’évolution des pratiques enseignantes","year":2006,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Sociology; Art","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.006306755,0.0001876132,0.0001789088,0.000156274,0.004385376,0.0001554641,0.0003774985,0.0002372031,0.00007205633],"category_scores_gemma":[0.001129237,0.0002118215,0.00009522606,0.0009982745,0.008156396,0.0008691353,0.00002364799,0.0001834138,0.00003319891],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002896889,"about_ca_system_score_gemma":0.007565991,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02013182,"about_ca_topic_score_gemma":0.01447676,"domain_scores_codex":[0.996662,0.001411084,0.0004217953,0.0004471114,0.0002665402,0.0007914543],"domain_scores_gemma":[0.9983078,0.0007458911,0.0003268732,0.0001429132,0.000328059,0.0001485221],"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":[0.000002147752,0.0003430644,0.05175851,0.0001787979,0.00001071713,5.085748e-7,0.3908519,0.0004960859,0.0007683592,0.5496101,0.001165888,0.004813998],"study_design_scores_gemma":[0.0001570153,0.0001303374,0.2491802,0.0006420013,0.00004316892,0.00002929899,0.5030293,0.001783847,0.0004800049,0.2413908,0.002822661,0.0003112607],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9227377,0.001921145,0.01128384,0.02821913,0.003063192,0.0003504876,0.000006971506,0.00007303998,0.03234451],"genre_scores_gemma":[0.9403703,0.001287589,0.04837663,0.0002100668,0.003181914,0.0001026192,0.00003605028,0.00001379627,0.006420986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3082193,"threshold_uncertainty_score":0.9980602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.643855564618325,"score_gpt":0.4997937470470312,"score_spread":0.1440618175712939,"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."}}