{"id":"W4238519740","doi":"10.1522/rhe.v4i5.1271","title":"Introduction","year":2021,"lang":"fr","type":"article","venue":"Revue hybride de l éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski; Université de Sherbrooke","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002636047,0.0001299966,0.0001684571,0.0000620574,0.0004943205,0.00008396545,0.0001357556,0.000172465,0.001702217],"category_scores_gemma":[0.003283307,0.0001865363,0.0001077981,0.0006229987,0.0004697691,0.0003846367,0.000016998,0.0002618736,0.0005720302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009461343,"about_ca_system_score_gemma":0.001691975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003920736,"about_ca_topic_score_gemma":0.0002384039,"domain_scores_codex":[0.9974789,0.001245907,0.0003152716,0.0004102022,0.0001647666,0.0003849675],"domain_scores_gemma":[0.9982207,0.0006418775,0.000184739,0.0002816818,0.0005311593,0.000139887],"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":[0.000001780126,0.0003137625,0.002030285,0.0001625644,0.00005580362,0.000003765973,0.1239474,0.0001082127,0.0004791767,0.6872438,0.1540924,0.03156102],"study_design_scores_gemma":[0.00009032429,0.00001392717,0.0074154,0.00008077204,0.00007284938,0.00009892946,0.1251616,0.0001031173,0.0003700821,0.01496761,0.8514352,0.0001902074],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3128952,0.009721258,0.002175114,0.5910794,0.04532687,0.0001903198,0.00001578292,0.0000885687,0.03850749],"genre_scores_gemma":[0.6482059,0.009335806,0.01062978,0.001778367,0.09923758,0.00007910299,0.0005046959,0.00004077376,0.230188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6973428,"threshold_uncertainty_score":0.9992104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2807589303268103,"score_gpt":0.4604449258685253,"score_spread":0.179685995541715,"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."}}