{"id":"W4312583286","doi":"10.3917/dbu.rauce.2021.01.0109","title":"Accompagner les étudiants","year":2021,"lang":"fr","type":"book-chapter","venue":"Pédagogies en développement. Problématiques et recherches","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadians Living with HIV","funders":"","keywords":"Sociology","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01111545,0.001027599,0.001163548,0.0002791529,0.001057259,0.0003282471,0.001155137,0.001987902,0.003504306],"category_scores_gemma":[0.004160021,0.001087188,0.0004926963,0.0003148441,0.002848905,0.0007821409,0.0004270837,0.002017965,0.0002693886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00161086,"about_ca_system_score_gemma":0.002526315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004630982,"about_ca_topic_score_gemma":0.001365461,"domain_scores_codex":[0.990902,0.004568732,0.001373053,0.001238566,0.0009027892,0.001014879],"domain_scores_gemma":[0.9886494,0.008543028,0.0009089205,0.0006663864,0.0009502015,0.0002820557],"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":[0.000006458891,0.0001901991,0.003486374,0.0004552065,0.0005826142,0.000006736371,0.1221856,0.00001801775,0.0001161616,0.8309239,0.00333619,0.03869257],"study_design_scores_gemma":[0.0005712331,0.0001688824,0.006602501,0.002431598,0.0003553496,0.00001586978,0.2046256,0.00001801222,0.0006330929,0.2099039,0.5726,0.002073888],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0151731,0.006874033,0.001143866,0.2069942,0.003035531,0.001459422,0.00009857286,0.000565654,0.7646556],"genre_scores_gemma":[0.03381328,0.1415376,0.2235937,0.001864108,0.004211739,0.0005900696,0.0009272338,0.0002884214,0.5931739],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6210199,"threshold_uncertainty_score":0.9998648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.638176446025391,"score_gpt":0.5283715461848421,"score_spread":0.109804899840549,"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."}}