{"id":"W7105919108","doi":"10.71895/prsm/revue-rise.n6.108","title":"Préface","year":2025,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General interest; Context (archaeology); Volume (thermodynamics)","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":[0.001248329,0.0008272128,0.0006037243,0.002797976,0.002812675,0.004284978,0.001172116,0.0013912,0.3867614],"category_scores_gemma":[0.008430961,0.0003121756,0.0005429312,0.002211287,0.0008081275,0.003194914,0.002153636,0.003080158,0.2331547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00247651,"about_ca_system_score_gemma":0.002573446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004810134,"about_ca_topic_score_gemma":0.006074749,"domain_scores_codex":[0.9990497,0.0001346289,0.0000724668,0.0001763963,0.0004772626,0.00008959531],"domain_scores_gemma":[0.9959395,0.0007028199,0.0001735992,0.0004116237,0.002246451,0.0005260902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002326071,0.00001293393,0.00008944356,0.0001274656,0.000002054199,0.00005303906,0.0001539537,0.00005320411,0.0001506909,0.007543325,0.9592546,0.03253613],"study_design_scores_gemma":[0.000001919621,0.000006157732,0.000202194,0.0000988141,8.090724e-7,0.0000375661,0.00008979168,0.00001411585,0.00004575071,0.001360882,0.998139,0.000002983466],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001427403,0.01282077,0.003999415,0.02630828,0.1764284,0.000342778,0.008591504,0.0008358219,0.7692456],"genre_scores_gemma":[0.006820263,0.006820311,0.001811061,0.005081747,0.02375885,0.0002109808,0.006645189,0.0006919132,0.9481595],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3867614,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6946897167510963,"score_gpt":0.575553579128394,"score_spread":0.1191361376227023,"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."}}