{"id":"W4405350135","doi":"10.1681/asn.0000000584","title":"Autopsy of a Hemodialysis Machine","year":2024,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Hemodialysis; Autopsy; Medicine; Intensive care medicine; Internal medicine","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":[0.0003799931,0.0001009882,0.0005119998,0.00005226342,0.00001616846,0.000005395488,0.0003629345,0.00004973032,0.0001023616],"category_scores_gemma":[0.00001794977,0.00006868019,0.0007432027,0.0004426554,0.0002629355,0.00006071219,0.00004879222,0.0003112551,0.000002920044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004166204,"about_ca_system_score_gemma":0.00005191666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002209446,"about_ca_topic_score_gemma":0.000002409588,"domain_scores_codex":[0.9989775,0.00006432755,0.000509505,0.00007432538,0.0002299716,0.0001444172],"domain_scores_gemma":[0.9991763,0.0001651247,0.0003300265,0.0002136241,0.00006301256,0.00005196162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007386047,0.0001024642,0.005610136,0.0006750121,0.004416807,0.00002594953,0.002181473,0.01511237,0.8737595,0.0005933284,0.06752725,0.02992182],"study_design_scores_gemma":[0.001602995,0.00163105,0.1237549,0.0003974966,0.002547224,0.001494616,0.001935756,0.4846902,0.04661216,0.007819131,0.3266739,0.0008406118],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917127,0.002025188,0.004101595,0.001681547,0.0002698536,0.00004381278,0.00001106963,0.0000298101,0.0001244528],"genre_scores_gemma":[0.9957367,0.0001165591,0.003146237,0.0008292514,0.0001320263,6.83728e-7,3.173633e-7,0.0000188316,0.00001938421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8271474,"threshold_uncertainty_score":0.2800697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01066169700726566,"score_gpt":0.2429585395182996,"score_spread":0.232296842511034,"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."}}