{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0119365,0.0008263257,0.000684442,0.001184497,0.0009513302,0.004794471,0.002080784,0.005267427,0.04300613],"category_scores_gemma":[0.03559795,0.0006016965,0.0008951554,0.0009566023,0.002417735,0.005133756,0.001522211,0.005174393,0.01466893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001397114,"about_ca_system_score_gemma":0.002213933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002726055,"about_ca_topic_score_gemma":0.003124265,"domain_scores_codex":[0.9920009,0.001871309,0.0004494735,0.0005188364,0.00479267,0.0003667558],"domain_scores_gemma":[0.9741127,0.01240413,0.0006777172,0.003872691,0.008263343,0.0006693762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007140904,0.0001713372,0.0006517045,0.0008266428,0.0000843845,0.0003187697,0.0001106591,0.003377056,0.005902437,0.1118577,0.62603,0.2499551],"study_design_scores_gemma":[0.0001346221,0.0002369879,0.0007714833,0.0006005975,0.0000499863,0.0003383654,0.00009562894,0.005807163,0.008136455,0.03019735,0.9535839,0.00004737485],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.007398454,0.07920764,0.1327363,0.2136712,0.1615544,0.0003534742,0.002592441,0.006731444,0.3957548],"genre_scores_gemma":[0.2429274,0.09284797,0.1177485,0.1200413,0.04520325,0.0009515389,0.007461186,0.006225802,0.3665931],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.04300613,"threshold_uncertainty_score":0.1438698,"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."}}