{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002856845,0.0004673714,0.0006423187,0.0004854825,0.001799285,0.0002051788,0.0008118119,0.001653951,0.06265604],"category_scores_gemma":[0.0007446606,0.0004738984,0.0003240615,0.0003098882,0.001177704,0.0004556692,0.0002546282,0.001906715,0.001993579],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004522701,"about_ca_system_score_gemma":0.006024898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001420968,"about_ca_topic_score_gemma":0.0004356978,"domain_scores_codex":[0.9968106,0.0004018093,0.001063649,0.0004404244,0.0005636492,0.000719827],"domain_scores_gemma":[0.9977275,0.0006262558,0.0006629457,0.0004108743,0.0004014205,0.0001710356],"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":[0.000008553669,0.0000227769,0.000005867123,0.00006663988,0.0001391159,0.000007634495,0.01578418,0.000002369435,7.570174e-7,0.7295945,0.1917952,0.06257235],"study_design_scores_gemma":[0.0004046356,0.00009966744,0.00003151871,0.0002918867,0.00007934108,0.000001573257,0.03890477,0.0001098544,0.00002787063,0.05029836,0.9092714,0.0004791844],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003124076,0.0002721733,0.003755339,0.01263504,0.001220921,0.0007695074,0.00003541177,0.0004398632,0.9808405],"genre_scores_gemma":[0.01819228,0.0009755728,0.0004678956,0.01746843,0.0001246485,0.00004925978,0.0002326685,0.00001497934,0.9624743],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7174761,"threshold_uncertainty_score":0.9997713,"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."}}