{"id":"W4206846760","doi":"","title":"Le numérique en éducation et formation. Approches critiques","year":2022,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Sociology; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007140751,0.001428125,0.001912465,0.005377593,0.003235794,0.009517436,0.002850234,0.005909374,0.01280268],"category_scores_gemma":[0.01897067,0.00044426,0.001205768,0.006741004,0.0203141,0.009839254,0.004744202,0.006954196,0.00195531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008957414,"about_ca_system_score_gemma":0.005042162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01377825,"about_ca_topic_score_gemma":0.008486892,"domain_scores_codex":[0.9920741,0.005277283,0.0001759143,0.000678531,0.001347633,0.000446542],"domain_scores_gemma":[0.9814787,0.01524248,0.0007102907,0.0008409158,0.001466356,0.0002612545],"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":[0.00001042224,0.00000835825,0.0001278776,0.0001006017,0.000008771884,0.00002005658,0.000470012,0.0005366664,0.0000116284,0.9895346,0.00281833,0.006352624],"study_design_scores_gemma":[0.00001590492,0.00001063212,0.0004684909,0.0004141297,0.00001220306,0.0000712449,0.000862897,0.001380108,0.00007362727,0.9220287,0.07465218,0.000009914565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.01422001,0.1229333,0.06215417,0.1949843,0.003797026,0.00006115908,0.0002555339,0.000135138,0.6014594],"genre_scores_gemma":[0.8001675,0.07977013,0.01736133,0.01143238,0.01014076,0.0004275852,0.0002821837,0.0002220568,0.08019608],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01377825,"threshold_uncertainty_score":0.06499088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08598935809090846,"score_gpt":0.3711187612364135,"score_spread":0.2851294031455051,"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."}}