{"id":"W3022226207","doi":"10.2196/16733","title":"Prediction Model for Timing of Death in Potential Donors After Circulatory Death (DCD III): Protocol for a Multicenter Prospective Observational Cohort Study","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Medicine; Protocol (science); Prospective cohort study; Cohort study; Cohort; Emergency medicine; Medical emergency; Internal medicine; Pathology; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04963851,0.002406179,0.002397339,0.001032748,0.001304898,0.001353098,0.003888844,0.001655559,0.01121187],"category_scores_gemma":[0.0486855,0.001281874,0.005043552,0.001288738,0.001010572,0.0007548573,0.002204341,0.002498758,0.001930898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002342022,"about_ca_system_score_gemma":0.008872072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005351435,"about_ca_topic_score_gemma":0.003161954,"domain_scores_codex":[0.9831848,0.0120759,0.001577911,0.001583223,0.0009826592,0.0005954999],"domain_scores_gemma":[0.9766136,0.00859665,0.003158917,0.005280608,0.005186691,0.001163623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.2889902,0.02414362,0.2489977,0.01170236,0.01133625,0.002171685,0.0019714,0.1830603,0.004541238,0.01252657,0.06889121,0.1416675],"study_design_scores_gemma":[0.1947142,0.08542165,0.2240562,0.005172953,0.009902537,0.001192988,0.001777348,0.3667907,0.007093342,0.01153515,0.09140362,0.0009392358],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.08628819,0.0005054257,0.09896616,0.0007609018,0.0003529268,0.7617751,0.0486743,0.0005826211,0.002094359],"genre_scores_gemma":[0.06880445,0.0001844025,0.03671052,0.0001367847,0.00003903457,0.8795604,0.01412127,0.00003377132,0.0004093027],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04963851,"threshold_uncertainty_score":0.2625167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3430582321438063,"score_gpt":0.5246001229632785,"score_spread":0.1815418908194723,"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."}}