{"id":"W1781125363","doi":"10.1097/tp.0000000000000947","title":"Estimation of Potential Deceased Organ Donors in Canada","year":2015,"lang":"en","type":"article","venue":"Transplantation","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Centre for Advancing Health Outcomes","funders":"","keywords":"Organ donation; Medicine; Donation; Audit; Retrospective cohort study; Emergency medicine; Intensive care medicine; Surgery; Transplantation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009372994,0.00006650778,0.0001261175,0.0001231843,0.00001099726,0.000003410923,0.00002785529,0.00003418927,0.00004649599],"category_scores_gemma":[0.00001483683,0.0000697898,0.00001735394,0.0002131321,0.00001247204,0.0001034687,7.269558e-7,0.00005838157,0.000006899689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001789463,"about_ca_system_score_gemma":0.0009282062,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3631361,"about_ca_topic_score_gemma":0.5827043,"domain_scores_codex":[0.9992394,0.00002814526,0.0002545319,0.0001010299,0.0002868171,0.00009010278],"domain_scores_gemma":[0.9997023,0.00002452494,0.00005655283,0.00006516575,0.0000688986,0.00008260239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008748135,0.0006964616,0.7022294,0.002791845,0.0001719511,0.001056215,0.01303073,0.1186173,0.05345473,0.002063276,0.0005192009,0.09662078],"study_design_scores_gemma":[0.00905834,0.0001218675,0.8663427,0.000160985,0.0001897037,0.0001324107,0.0004800158,0.02946813,0.09369534,0.0001796632,0.00001871095,0.0001521371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887384,0.00001971538,0.01002111,0.00031001,0.0001147064,0.0001941747,0.00002866238,0.00001801819,0.0005552067],"genre_scores_gemma":[0.9983264,0.0000568598,0.0009473125,0.00009302377,0.00001661163,0.000003964396,0.0005264788,0.000009037047,0.00002033686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2195682,"threshold_uncertainty_score":0.6411048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01164694554404942,"score_gpt":0.2353254925915597,"score_spread":0.2236785470475103,"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."}}