{"id":"W3012856514","doi":"10.1503/cjs.005519","title":"Addressing organ shortages: progress in donation after circulatory death for liver transplantation","year":2020,"lang":"en","type":"review","venue":"Canadian Journal of Surgery","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton; University of Alberta","funders":"","keywords":"Medicine; Economic shortage; Organ donation; Liver transplantation; Transplantation; Intensive care medicine; Circulatory system; Organ transplantation; Donation; Surgery; Internal medicine; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004160777,0.0002455491,0.001304452,0.001119068,0.00004191628,0.00004608792,0.00008343421,0.0002723759,0.0001363918],"category_scores_gemma":[0.00005573205,0.0002116194,0.0005869649,0.0002887313,0.00004259388,0.0001611721,0.000001301467,0.0003961302,0.000002392451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003851627,"about_ca_system_score_gemma":0.004034917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000728767,"about_ca_topic_score_gemma":0.0007086248,"domain_scores_codex":[0.9983432,0.00007417199,0.0009474539,0.0001807013,0.0001945496,0.0002598688],"domain_scores_gemma":[0.998601,0.0002415613,0.0004298677,0.0000970608,0.0001633345,0.0004671849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008323459,0.00002117223,0.04491851,0.07094572,0.0001803281,0.01171722,0.0005995995,1.628196e-7,2.851947e-7,0.00002235411,0.0004982127,0.8710132],"study_design_scores_gemma":[0.0006395035,0.00009016575,0.04725463,0.07466499,0.003454224,0.004530359,0.00004830907,0.00000495143,0.00002728939,0.00001831847,0.8687242,0.0005430924],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006552036,0.9977617,0.000334238,0.0001679755,0.0003027632,0.0005896313,0.0001512003,0.00001347232,0.00002378871],"genre_scores_gemma":[0.01426292,0.9843695,0.000526184,0.0001951905,0.0003215218,0.00003785811,0.000203619,0.00006868059,0.00001448387],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8704701,"threshold_uncertainty_score":0.8629589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1433305926656208,"score_gpt":0.3522372625486475,"score_spread":0.2089066698830266,"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."}}