{"id":"W2319185857","doi":"10.1177/1541931213571454","title":"Verification and Validation","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Computer science; Systems engineering; Risk analysis (engineering); Model validation; Data science; Engineering; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.1486281,0.003214601,0.003032071,0.005165491,0.003628099,0.01173988,0.00777157,0.004749198,0.02135853],"category_scores_gemma":[0.3354068,0.001825608,0.007309453,0.002473435,0.01019161,0.01699606,0.01252024,0.007056097,0.01426223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004335776,"about_ca_system_score_gemma":0.02105092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00557883,"about_ca_topic_score_gemma":0.00225093,"domain_scores_codex":[0.8071343,0.08087701,0.01971359,0.02000998,0.06662348,0.005641581],"domain_scores_gemma":[0.5934249,0.173474,0.01184164,0.1207795,0.0977549,0.002725042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009495323,0.0006209596,0.005986441,0.00394013,0.0007768656,0.001433652,0.002303747,0.0198885,0.009545936,0.5086358,0.04544364,0.4004748],"study_design_scores_gemma":[0.0006637475,0.0007593269,0.00246825,0.005636887,0.0006665474,0.001601281,0.001504179,0.09461802,0.03889956,0.5350349,0.3177754,0.0003718765],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005234314,0.001310052,0.9576904,0.005397699,0.00160659,0.002353522,0.001324526,0.004544698,0.02053817],"genre_scores_gemma":[0.1360912,0.002680821,0.8315981,0.004043677,0.001174186,0.00434181,0.006057088,0.002209591,0.01180353],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1486281,"threshold_uncertainty_score":0.7860301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04074348161208205,"score_gpt":0.2888466071456006,"score_spread":0.2481031255335186,"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."}}