{"id":"W7048661235","doi":"","title":"L'initiation à l'apprentissage coopératif et son impact sur la coopération entre pairs, l'engagement par rapport à la matière et le développement de la compétence langagière en français langue étrangère (FLE) chez des étudiants de première année en études médicales à l'Université des sciences de la santé (USS) du Cambodge","year":2005,"lang":"fr","type":"other","venue":"Library and Archives Canada (Government of Canada)","topic":"Pulsed Power Technology Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human science; Research methodology; Prejudice (legal term)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005408304,0.0006419744,0.0005773065,0.0001954657,0.0006888369,0.0001665147,0.0007538091,0.0004033908,0.03638479],"category_scores_gemma":[0.00007199839,0.0006957692,0.0001033952,0.0003569715,0.001169884,0.0007226195,0.0002571976,0.0008359749,2.244156e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002980313,"about_ca_system_score_gemma":0.004203109,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00685779,"about_ca_topic_score_gemma":0.06125134,"domain_scores_codex":[0.9954188,0.00159789,0.000536322,0.0005773311,0.001076627,0.000793049],"domain_scores_gemma":[0.9967197,0.002187843,0.0003543442,0.0003595095,0.000006938293,0.0003717173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001605171,0.0005581385,0.2237671,0.001610728,0.001130388,0.0005688765,0.01102241,0.01318497,0.01842368,0.05798045,0.6542901,0.01730262],"study_design_scores_gemma":[0.001135204,0.0001089279,0.9218229,0.001211444,0.0002205587,0.00005931224,0.008740379,0.008244518,0.01174762,0.0009524102,0.04488249,0.000874221],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1197066,0.00216889,0.009292608,0.004136704,0.00007452272,0.0008451245,0.001981106,0.0002181559,0.8615763],"genre_scores_gemma":[0.980895,0.003594605,0.01260321,0.0003392066,0.00008014593,0.0000873702,0.0002488909,0.0001280999,0.002023446],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8611884,"threshold_uncertainty_score":0.9997556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006708468142045174,"score_gpt":0.204106467848733,"score_spread":0.1973979997066878,"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."}}