{"id":"W1992810850","doi":"10.1177/154193120004401803","title":"HF Verification and Validation Activities: Simulator Based Operational Trials","year":2000,"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":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Power Generation; Atomic Energy (Canada)","funders":"","keywords":"Shutdown; Operability; Maintainability; Systems engineering; Verification and validation; Reliability engineering; Nuclear power; Nuclear power plant; Plan (archaeology); Engineering; Computer science; Operations management; Nuclear engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.00377845,0.000148554,0.0003995629,0.00004897391,0.0008007712,0.0003378374,0.0002828231,0.0001035254,0.0001167112],"category_scores_gemma":[0.0008250135,0.00009573047,0.0002809473,0.0001936699,0.0001816519,0.0006766898,0.00006454313,0.000118722,0.000001513342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003665725,"about_ca_system_score_gemma":0.00003205216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005496658,"about_ca_topic_score_gemma":0.000002668948,"domain_scores_codex":[0.9983199,0.00005364494,0.0007288872,0.0003465208,0.0004065711,0.0001445175],"domain_scores_gemma":[0.9982595,0.0008438408,0.0005209075,0.000108529,0.0002040265,0.00006315684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007248193,0.0003924317,0.7136776,0.0001903269,0.0006568566,7.14746e-8,0.0872228,0.03237293,0.09481052,0.01030673,0.01032611,0.04931874],"study_design_scores_gemma":[0.003867271,0.0003586306,0.5083621,0.0002830039,0.0007136527,0.000002921803,0.110138,0.1841846,0.137848,0.03171758,0.02087058,0.001653653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988526,0.00005485604,0.00003940285,0.0004222708,0.00004321094,0.0001493802,0.00005345183,0.00001413381,0.0003707057],"genre_scores_gemma":[0.9987265,0.00012135,0.000631772,0.00008325442,0.00008973444,0.000004606979,0.000006268209,0.000008784294,0.0003277404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2053155,"threshold_uncertainty_score":0.6158966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07032704174626231,"score_gpt":0.332517890867261,"score_spread":0.2621908491209987,"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."}}