{"id":"W4415464888","doi":"10.52358/mm.vi21.453","title":"Rapport au numérique et personnalisation des environnements numériques d’apprentissage : vers une formation à distance plus accessible et plus inclusive","year":2025,"lang":"fr","type":"article","venue":"Médiations et médiatisations","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History of sociology; Political correctness; Sociology of the family","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006220747,0.0005749878,0.0004892922,0.001716906,0.004504624,0.0117155,0.00123262,0.001594854,0.01321373],"category_scores_gemma":[0.0144575,0.000339323,0.0005596573,0.002049169,0.01174816,0.01186434,0.009649721,0.002227925,0.001533824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005123838,"about_ca_system_score_gemma":0.005070627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007688397,"about_ca_topic_score_gemma":0.008611989,"domain_scores_codex":[0.9918623,0.004462324,0.0003258686,0.00120529,0.001615663,0.0005285604],"domain_scores_gemma":[0.991536,0.00401261,0.001156591,0.001153267,0.001365444,0.0007760171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001136973,0.00009028731,0.01338161,0.0003014544,0.00003232374,0.0002693935,0.3456025,0.0007419962,0.001710284,0.5413384,0.001714181,0.09470387],"study_design_scores_gemma":[0.00004020048,0.0002569848,0.02509855,0.0008972508,0.00007168241,0.0007467566,0.2697373,0.002349465,0.003042871,0.2654636,0.4321517,0.0001435698],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5096563,0.003658556,0.108619,0.01024278,0.0003883771,0.0001487146,0.000158307,0.0002027122,0.3669253],"genre_scores_gemma":[0.9440666,0.001036985,0.02288954,0.0003466225,0.00005832411,0.0001554687,0.00006741934,0.000108634,0.03127033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01321373,"threshold_uncertainty_score":0.04420429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03329682589273632,"score_gpt":0.3460020407858106,"score_spread":0.3127052148930743,"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."}}