{"id":"W4415142823","doi":"","title":"DEpendable and ExpLainable Learning: from Research to Industry","year":2025,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Polytechnique Montréal","funders":"Agence Nationale de la Recherche; Natural Sciences and Engineering Research Council of Canada; Consortium de Recherche et d’innovation en Aérospatiale au Québec","keywords":"Key (lock); Certification; Bridge (graph theory); Reliability (semiconductor)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02128733,0.0002271274,0.0003031045,0.0003462921,0.002117382,0.001413068,0.001443596,0.0007806526,0.000957903],"category_scores_gemma":[0.02146095,0.0002764293,0.00006989912,0.000991059,0.0004464071,0.0002904211,0.002069601,0.003475045,0.0001594343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003329073,"about_ca_system_score_gemma":0.002019432,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08214024,"about_ca_topic_score_gemma":0.01269991,"domain_scores_codex":[0.9727201,0.02445101,0.0003730492,0.0009618251,0.0009043865,0.0005896198],"domain_scores_gemma":[0.9861465,0.008429158,0.0003141596,0.00127227,0.003404416,0.0004335314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004094455,0.0008623407,0.07749623,0.0002243966,0.0001822513,0.00001357327,0.6219985,0.0008354001,0.0003744857,0.2004227,0.03092459,0.06662448],"study_design_scores_gemma":[0.0001627165,3.800399e-7,0.004411489,0.001208329,0.00002569381,4.850455e-7,0.01111931,0.0002948217,0.001753969,0.003832442,0.9768826,0.0003077781],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4157623,0.001467268,0.006217394,0.1236379,0.0005889422,0.0009052642,0.00003083556,0.0003879144,0.4510022],"genre_scores_gemma":[0.6621799,0.0005817401,0.02303383,0.0001317264,0.00009711874,0.0001709988,0.000122715,0.00002903351,0.3136529],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.945958,"threshold_uncertainty_score":0.9999688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0640115827738234,"score_gpt":0.374342760167408,"score_spread":0.3103311773935846,"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."}}