{"id":"W3197260452","doi":"","title":"Introduction. Mobilités, médiations, transformations en didactique des langues","year":2020,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Humanities; Philosophy","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":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01342065,0.0005126026,0.0005961795,0.0002252596,0.00149445,0.0005840326,0.001608665,0.0006373488,0.002533628],"category_scores_gemma":[0.01354036,0.00059514,0.0004168508,0.001378844,0.001345439,0.0006699865,0.0005168847,0.001639964,0.0004750584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006520366,"about_ca_system_score_gemma":0.0007584131,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01290006,"about_ca_topic_score_gemma":0.009316818,"domain_scores_codex":[0.9642271,0.03237003,0.0009203032,0.001082036,0.000749878,0.0006506841],"domain_scores_gemma":[0.9900649,0.00489873,0.0006587686,0.001662186,0.002257472,0.0004578973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008670797,0.0005066047,0.001241842,0.0002930051,0.0001622774,0.000004641855,0.2859803,0.0005594977,0.002617339,0.5342683,0.004651343,0.1697061],"study_design_scores_gemma":[0.0005168298,0.00000169449,0.01474744,0.001103204,0.0002240607,0.000016404,0.007039269,0.007303087,0.01530472,0.02816794,0.9245678,0.001007524],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05549155,0.007227559,0.5264721,0.2428742,0.001237863,0.001218831,0.0001721885,0.000861813,0.1644439],"genre_scores_gemma":[0.3159283,0.007757302,0.5506381,0.0004453574,0.001204101,0.0004174091,0.001568362,0.0001541129,0.1218869],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9199165,"threshold_uncertainty_score":0.9998055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02133947619057914,"score_gpt":0.2814010452007668,"score_spread":0.2600615690101877,"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."}}