{"id":"W7081261971","doi":"10.5281/zenodo.17091911","title":"ZFORGE OMNI+ — Un cerveau IA polymorphe pour la conformité, la prédiction et l'adaptation dynamique dans le BTP et le nucléaire (White Paper académique, Version Intègre v3.2)","year":2025,"lang":"fr","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lafora disease; Congenital disease; General practice; Rollback","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":[0.003335196,0.001485072,0.0006833617,0.001612894,0.0007086668,0.003197196,0.001669647,0.001423937,0.1017461],"category_scores_gemma":[0.006420149,0.001003819,0.0007199603,0.001291098,0.000559624,0.003516125,0.001813322,0.002002602,0.04293498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001661517,"about_ca_system_score_gemma":0.003163468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01635344,"about_ca_topic_score_gemma":0.01669741,"domain_scores_codex":[0.9974583,0.0002370851,0.0001095442,0.0001894969,0.001852336,0.0001533526],"domain_scores_gemma":[0.9970338,0.0006164283,0.0001709369,0.0005541945,0.001428738,0.000195856],"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":[0.001484279,0.0002115085,0.001852653,0.0007113368,0.00004902606,0.0003734936,0.000471566,0.00876912,0.04572585,0.03695748,0.6487631,0.2546307],"study_design_scores_gemma":[0.0001038791,0.0001615107,0.001409694,0.0001592711,0.00002266257,0.0001873975,0.0000668662,0.0105017,0.01840397,0.004077929,0.9648359,0.00006932321],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0157838,0.001790345,0.2466981,0.005757334,0.002211543,0.001473362,0.0351776,0.07326803,0.6178398],"genre_scores_gemma":[0.07293765,0.003406398,0.2217194,0.001577725,0.0005695418,0.001288729,0.06168682,0.02481394,0.6119998],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1017461,"threshold_uncertainty_score":0.3403746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01554405366486017,"score_gpt":0.2252961588107972,"score_spread":0.209752105145937,"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."}}