{"id":"W3150572067","doi":"","title":"La pédagogique avant l’outil : oui, mais comment choisir l’outil ? <br>","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":"University of Ottawa","funders":"","keywords":"Computer science; Philosophy; Humanities","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","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity","insufficient_payload"],"category_scores_codex":[0.03103048,0.001140194,0.001385881,0.0003124893,0.001625565,0.001211761,0.004562098,0.001489329,0.003139179],"category_scores_gemma":[0.01320153,0.001283267,0.0008841602,0.00129946,0.002358551,0.0003635467,0.003593529,0.00369904,0.0009588242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001074622,"about_ca_system_score_gemma":0.001415137,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.010646,"about_ca_topic_score_gemma":0.01630782,"domain_scores_codex":[0.9256124,0.06736236,0.001550991,0.002217834,0.001786925,0.001469414],"domain_scores_gemma":[0.9809452,0.009978243,0.001658857,0.003754765,0.002500098,0.001162887],"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":[0.00003405528,0.00128579,0.002147366,0.0003939189,0.0003478906,0.0001022424,0.1801276,0.0001968014,0.004124556,0.4375068,0.01261845,0.3611145],"study_design_scores_gemma":[0.0009759112,0.000002803276,0.004686886,0.002686311,0.0002118892,0.00002403901,0.003049585,0.007355364,0.007163557,0.0084487,0.9640556,0.001339344],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02345694,0.007593308,0.2339978,0.2409556,0.002135962,0.001642925,0.0002221548,0.001057667,0.4889376],"genre_scores_gemma":[0.4863694,0.006438782,0.3200139,0.003196541,0.0004583933,0.0003649501,0.0008968979,0.0003059022,0.1819553],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9514372,"threshold_uncertainty_score":0.9998251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03134330777709998,"score_gpt":0.292992220217722,"score_spread":0.2616489124406221,"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."}}