{"id":"W7119547161","doi":"10.65522/upwaybooks.9781917916820","title":"Enseignement secondaire: Contraintes et opportunités","year":2025,"lang":"","type":"book","venue":"","topic":"Information Technology and Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data collection; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00915237,0.001190217,0.0007657091,0.001817566,0.003707068,0.0108239,0.00218591,0.003842449,0.02837356],"category_scores_gemma":[0.03766617,0.0009797338,0.0009454681,0.003663856,0.003795438,0.01145076,0.006214371,0.004163855,0.007467536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003711648,"about_ca_system_score_gemma":0.004965425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01181744,"about_ca_topic_score_gemma":0.0147526,"domain_scores_codex":[0.9842217,0.005650454,0.001078717,0.002015298,0.005821032,0.001212846],"domain_scores_gemma":[0.9647517,0.02339026,0.001964229,0.004000662,0.004639717,0.00125338],"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":[0.0003612354,0.0001048666,0.005810849,0.0006032533,0.00003190894,0.001371999,0.009595535,0.004716428,0.00280628,0.6380017,0.05284615,0.2837499],"study_design_scores_gemma":[0.00003637856,0.0001616218,0.00406468,0.0009489336,0.00004351254,0.004464427,0.006383279,0.02160319,0.004699948,0.1334992,0.8239759,0.0001188709],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0680944,0.01505775,0.4789619,0.01577189,0.002204152,0.0004975565,0.0007151256,0.001584181,0.4171132],"genre_scores_gemma":[0.3853455,0.009409666,0.2336653,0.001461142,0.0007848519,0.001195417,0.001562883,0.001490835,0.3650845],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02837356,"threshold_uncertainty_score":0.09491903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02676800314237465,"score_gpt":0.3049326042092224,"score_spread":0.2781646010668478,"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."}}