{"id":"W4223487735","doi":"10.1109/mias.2022.3148628","title":"Simulation Versus Experimental Verification [Society News]","year":2022,"lang":"en","type":"article","venue":"IEEE Industry Applications Magazine","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Opal-Rt Technologies (Canada); University of Calgary","funders":"","keywords":"Computer science; Reliability engineering; Systems engineering; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007907201,0.0001279799,0.00008766729,0.00005678186,0.0001995177,0.00002206464,0.0001812204,0.0001417465,0.0005109655],"category_scores_gemma":[0.000005395925,0.0001570137,0.00005312193,0.000569247,0.00003322536,0.0001027196,0.00002643923,0.0005233997,0.0001517312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003096107,"about_ca_system_score_gemma":0.00002645151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004974376,"about_ca_topic_score_gemma":4.051608e-7,"domain_scores_codex":[0.9991897,0.00001222789,0.0002021304,0.00019895,0.0002139978,0.0001829512],"domain_scores_gemma":[0.9994791,0.00005658645,0.00003222426,0.0003112043,0.00002526795,0.00009566654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001121888,0.0001499078,0.00003070838,0.0000322744,0.00003066743,2.550767e-7,0.0001847798,0.9318327,0.03161254,0.0002576325,0.02540871,0.0104486],"study_design_scores_gemma":[0.0006146308,0.00005325275,0.0006974567,0.000004009621,0.00001992238,0.000003459474,0.0004211409,0.4258547,0.005438499,0.00005058699,0.5665455,0.0002968084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6998578,0.001253389,0.2686688,0.001887892,0.006629142,0.002029283,0.0002289493,0.003723992,0.01572072],"genre_scores_gemma":[0.9963544,0.000008224783,0.001109848,0.00006216874,0.0004735286,0.001297884,0.0001977148,0.0000335067,0.000462753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5411368,"threshold_uncertainty_score":0.6402832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0260686892867397,"score_gpt":0.2724030886310214,"score_spread":0.2463343993442817,"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."}}