{"id":"W3146570164","doi":"","title":"Software certification experience in the Canadian nuclear industry: Lessons for the future","year":2011,"lang":"en","type":"article","venue":"Embedded Software","topic":"Nuclear and radioactivity studies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Certification; Software; Software engineering; Computer science; Nuclear industry; Engineering management; Business; Engineering; Operating system; Political science; Nuclear engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.000146847,0.0001394062,0.0001138005,0.00005884345,0.0005157043,0.00005100957,0.0003861462,0.0001925404,0.00006949942],"category_scores_gemma":[0.000117735,0.00008970517,0.0000565224,0.0002187032,0.00008007008,0.0001248051,0.00001739703,0.0004345059,0.00001433025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001066633,"about_ca_system_score_gemma":0.0000351601,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003760895,"about_ca_topic_score_gemma":0.09453465,"domain_scores_codex":[0.999258,0.00002805201,0.0001180748,0.0001605726,0.0001194129,0.0003159061],"domain_scores_gemma":[0.9993719,0.000148036,0.00002077767,0.0003615723,0.000033349,0.00006437441],"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":[0.00007523598,0.0001575651,0.01582025,0.0001971254,0.0003058643,0.00004539825,0.5233777,0.001386301,0.00008951333,0.01169628,0.2393379,0.2075109],"study_design_scores_gemma":[0.0006212868,0.00007702094,0.3798676,0.0000702594,0.00008248609,0.00003806278,0.0808531,0.001585219,0.0002419333,0.003020094,0.5326847,0.0008581764],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9207119,0.006698662,0.01365139,0.03194314,0.008772149,0.006082288,0.0005874136,0.00337361,0.008179463],"genre_scores_gemma":[0.9968451,0.00003903891,0.002333897,0.0003098184,0.0002273496,0.0001319078,0.000004591312,0.00004047148,0.00006780463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4425246,"threshold_uncertainty_score":0.9219877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06516204114520034,"score_gpt":0.2715436057089502,"score_spread":0.2063815645637498,"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."}}