{"id":"W4312372674","doi":"10.7202/1090352ar","title":"Introduction","year":2022,"lang":"fr","type":"article","venue":"˜La œRevue de l'AQEFLS/Revue de l'AQEFLS","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Université du Québec à Montréal","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004076893,0.00114311,0.001283302,0.0007560833,0.004229389,0.001222214,0.001358916,0.0005824048,0.02243141],"category_scores_gemma":[0.0007116584,0.001476746,0.0008869689,0.0005448804,0.0007480743,0.0008575329,0.000722346,0.005126176,0.001446679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001739945,"about_ca_system_score_gemma":0.0004487847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003121589,"about_ca_topic_score_gemma":0.001151912,"domain_scores_codex":[0.9908509,0.002884514,0.001479809,0.001766851,0.0006366959,0.002381212],"domain_scores_gemma":[0.9956306,0.0009039661,0.0009040651,0.001607941,0.000288996,0.0006643895],"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":[0.000339882,0.001351508,0.004197652,0.001764881,0.0005290437,0.001277415,0.1088559,0.02126329,0.001726687,0.5844189,0.2372559,0.03701898],"study_design_scores_gemma":[0.001298645,0.0007380104,0.001251667,0.0003515941,0.000545077,0.001864164,0.01543748,0.005501488,0.0001828617,0.00611692,0.9651418,0.001570294],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4825531,0.03015801,0.003022011,0.1869784,0.03399263,0.002440562,0.001420475,0.002397372,0.2570374],"genre_scores_gemma":[0.6264192,0.0003792098,0.001434437,0.002239551,0.03617106,0.0003957374,0.0004548912,0.0004102904,0.3320956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.727886,"threshold_uncertainty_score":0.9998146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02069476782521189,"score_gpt":0.2265548644798173,"score_spread":0.2058600966546054,"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."}}