{"id":"W4376638096","doi":"10.1161/circheartfailure.122.009994","title":"Rethinking Donor and Recipient Risk Matching in Europe and North America: Using Heart Transplant Predictors of Donor and Recipient Risk","year":2023,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ted Rogers Centre for Heart Research","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health; Abiomed; CareDx; Cytokinetics","keywords":"Medicine; Lung transplantation; Hazard ratio; Transplantation; Proportional hazards model; Internal medicine; Heart transplantation; Propensity score matching; Heart failure; Cohort; Surgery; Cardiology; Confidence interval","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02408712,0.0005877382,0.001204109,0.002672991,0.0004174327,0.001845708,0.0009737989,0.000784232,0.001576636],"category_scores_gemma":[0.02540595,0.0003086169,0.003253691,0.003732821,0.0004878555,0.001575284,0.001556982,0.0009065485,0.0001784053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004301013,"about_ca_system_score_gemma":0.00119147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005883668,"about_ca_topic_score_gemma":0.008672206,"domain_scores_codex":[0.9904688,0.006506089,0.0009205776,0.001188738,0.0006390621,0.0002767369],"domain_scores_gemma":[0.9869246,0.007308467,0.003013069,0.001541106,0.0008651261,0.0003476643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007651936,0.00004369091,0.9545122,0.0003122337,0.008107516,0.00008797739,0.0003635218,0.001424134,0.0001982563,0.0008730293,0.00122549,0.03208676],"study_design_scores_gemma":[0.0002759586,0.0003481949,0.9481014,0.0009891056,0.01368559,0.0005040533,0.001387142,0.01808325,0.0006406324,0.005721265,0.01019154,0.00007178667],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389066,0.03250332,0.01889988,0.003506814,0.0004306811,0.0001214554,0.001628687,0.00007665411,0.003926015],"genre_scores_gemma":[0.9945717,0.00129405,0.002835514,0.0004769611,0.000122962,0.00004100487,0.0004642353,0.0000251684,0.000168356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02408712,"threshold_uncertainty_score":0.1273864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03224716881948209,"score_gpt":0.2828881285146782,"score_spread":0.2506409596951961,"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."}}