{"id":"W4396234550","doi":"10.18162/fp.2023.840","title":"Introduction au dossier - L’accompagnement étudiant dans l’enseignement supérieur : quand objectifs pédagogiques et de réussite s’entremêlent","year":2023,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Humanities; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.009380072,0.0002832607,0.0002684373,0.0002464845,0.001683776,0.0001266248,0.000227704,0.0003240577,0.000679931],"category_scores_gemma":[0.0005246766,0.0002736576,0.000133224,0.0009776114,0.0004172975,0.001610712,0.0001038608,0.0004802673,0.0004246896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001738815,"about_ca_system_score_gemma":0.001525129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001114996,"about_ca_topic_score_gemma":0.002212436,"domain_scores_codex":[0.9941637,0.003248078,0.0007373824,0.0004219561,0.0006586073,0.000770309],"domain_scores_gemma":[0.9982249,0.000521506,0.0004918568,0.0002704203,0.0002855618,0.0002057875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002055887,0.0003145759,0.003311598,0.0002084454,0.00004685158,0.000001296791,0.7643241,0.0004434461,0.0003853131,0.1260174,0.09953134,0.005395105],"study_design_scores_gemma":[0.0005883362,0.0001540756,0.08935243,0.0004128348,0.00006402688,0.000006373079,0.6952906,0.001427386,0.000409156,0.00378853,0.208149,0.0003572254],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6913004,0.0005338056,0.005156917,0.2764229,0.01252901,0.00100561,0.00004484103,0.0003262982,0.01268024],"genre_scores_gemma":[0.969827,0.004417612,0.001211252,0.001271134,0.006366316,0.0002790446,0.0009614456,0.00003279321,0.01563339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2785266,"threshold_uncertainty_score":0.9999716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1334342197726161,"score_gpt":0.442736773357072,"score_spread":0.3093025535844559,"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."}}