{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02242739,0.0007708641,0.0006351446,0.002562313,0.002249592,0.008541371,0.002744238,0.003631716,0.009128371],"category_scores_gemma":[0.05255847,0.0003538219,0.0006056343,0.003840429,0.01264686,0.009921447,0.005611784,0.00457644,0.001742156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02045267,"about_ca_system_score_gemma":0.02472742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1031243,"about_ca_topic_score_gemma":0.07955265,"domain_scores_codex":[0.9894851,0.005137033,0.000253983,0.001127928,0.003231036,0.0007649221],"domain_scores_gemma":[0.9283434,0.0452602,0.001403303,0.009691246,0.0122107,0.003091262],"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":[0.0001256355,0.00014664,0.005333079,0.0009388797,0.00004200019,0.0001621006,0.00442766,0.008654019,0.001288317,0.5591149,0.03376943,0.3859973],"study_design_scores_gemma":[0.00003895169,0.0001349628,0.0045587,0.003015867,0.00002967264,0.0001578692,0.004744014,0.0201078,0.004145822,0.4533611,0.5095961,0.0001091284],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.06450167,0.07558804,0.3842697,0.2751272,0.001453825,0.0003231693,0.001344388,0.002533772,0.1948582],"genre_scores_gemma":[0.7552628,0.0604852,0.1418938,0.01077096,0.000933338,0.0003686676,0.001458599,0.001053599,0.02777309],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1031243,"threshold_uncertainty_score":0.2050481,"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."}}