{"id":"W7161664707","doi":"","title":"Contexte technologique pour la formation des maîtres par l'étude de cas et le travail collaboratif.","year":2001,"lang":"fr","type":"article","venue":"Open Repository and Bibliography (University of Luxembourg)","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Context (archaeology); Field (mathematics); Work (physics); Government (linguistics); Identity (music)","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002528388,0.0001853088,0.0003389436,0.002577191,0.001378544,0.0003577122,0.0006775958,0.000425361,0.00009870512],"category_scores_gemma":[0.0000226073,0.0002249999,0.0001543573,0.01071873,0.002178912,0.001989027,0.0002152289,0.000352364,0.000003636273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004264178,"about_ca_system_score_gemma":0.0002707081,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03563761,"about_ca_topic_score_gemma":0.009470719,"domain_scores_codex":[0.9964342,0.002458942,0.0001929216,0.0003176977,0.0002344762,0.0003618304],"domain_scores_gemma":[0.9985976,0.0003882796,0.0003454416,0.0002241342,0.0002601983,0.0001843868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004537738,0.001070976,0.6476321,0.0004927425,0.0006175794,0.001805715,0.06307444,0.0001173075,0.01864357,0.03518809,0.02938441,0.2015194],"study_design_scores_gemma":[0.002458202,0.0005725091,0.5412865,0.0007801871,0.0003630122,0.0004764906,0.1680498,0.0002647765,0.004442961,0.006300751,0.2741871,0.0008177135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8662946,0.01760557,0.01713626,0.00335411,0.0001417506,0.0005454497,0.00002058841,0.00009765952,0.09480406],"genre_scores_gemma":[0.9270281,0.02179095,0.04023856,0.00007779146,0.00004816069,0.000002715052,0.000004357119,0.00001229852,0.01079703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2448027,"threshold_uncertainty_score":0.9999215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02129680467530685,"score_gpt":0.2828395601373503,"score_spread":0.2615427554620434,"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."}}