{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001776512,0.0006880558,0.000455305,0.001538877,0.001978134,0.005058608,0.001735793,0.002005883,0.5459788],"category_scores_gemma":[0.006441501,0.0002252024,0.0006416594,0.001271126,0.0009005432,0.002158697,0.00360802,0.001844129,0.3736694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001872325,"about_ca_system_score_gemma":0.004132682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004232477,"about_ca_topic_score_gemma":0.004396453,"domain_scores_codex":[0.9982266,0.0002783887,0.00006858937,0.000352096,0.0008249966,0.00024933],"domain_scores_gemma":[0.9973349,0.0003800951,0.0000973585,0.000379225,0.001215951,0.0005925163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000993858,0.00006729014,0.0006074044,0.0002794171,0.000006286817,0.000124074,0.0003899245,0.00009469975,0.0004365617,0.05343587,0.7518237,0.1926354],"study_design_scores_gemma":[0.000005101067,0.00001017074,0.0002408638,0.00007611611,0.000001658973,0.00004699316,0.000106466,0.00001600624,0.00008707044,0.003007364,0.9963988,0.000003388613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001672503,0.001963677,0.005497753,0.009861901,0.007952188,0.0003112294,0.006509814,0.001196613,0.9650344],"genre_scores_gemma":[0.0108136,0.001749683,0.003980265,0.005654321,0.001441738,0.0003806448,0.006699918,0.0005274441,0.9687524],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4540212,"threshold_uncertainty_score":0.6476061,"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."}}