{"id":"W2082762532","doi":"10.1159/000063773","title":"Gordon Murray: Heparin, Hemodialysis and Hubris","year":2002,"lang":"en","type":"article","venue":"American Journal of Nephrology","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Sepsis; Dialysis; Surgery; General surgery; Heparin; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000158693,0.00007474283,0.0002759169,0.0001597251,0.000153434,0.0000182311,0.00009941434,0.00002003823,0.004998085],"category_scores_gemma":[0.00004311513,0.00006018185,0.00006085124,0.0000718088,0.001175373,0.000123967,0.00001566719,0.0001986049,0.0000375086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001706591,"about_ca_system_score_gemma":0.00001194132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006680222,"about_ca_topic_score_gemma":0.00009679733,"domain_scores_codex":[0.9992769,0.00007744486,0.000315547,0.00007992623,0.000110237,0.0001399295],"domain_scores_gemma":[0.9993076,0.00009326794,0.0003042673,0.00008526388,0.0001199571,0.0000896729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001279812,0.0003017363,0.0009809369,0.00001184594,0.0003530796,0.0001072844,0.03571863,0.000009310319,0.0004331136,0.08878895,0.4439,0.4292671],"study_design_scores_gemma":[0.0002136498,0.0007657242,0.0005058838,0.000003761534,0.00004493688,0.0001080394,0.0008508025,0.0001407951,0.000003031291,0.000662428,0.9966342,0.00006673823],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.951215,0.0006035508,0.0002445363,0.008738345,0.0004094543,0.0000341495,0.000004715787,0.00001401025,0.03873627],"genre_scores_gemma":[0.988162,0.0001565343,0.0003003784,0.008712037,0.0008185285,0.000001308685,0.000001011958,0.000007322383,0.001840854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5527341,"threshold_uncertainty_score":0.9959115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0245746538620408,"score_gpt":0.2117686519113288,"score_spread":0.187193998049288,"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."}}