{"id":"W4410014235","doi":"10.1016/j.jacadv.2025.101712","title":"Moving Beyond the Perfect Donor","year":2025,"lang":"en","type":"article","venue":"JACC Advances","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; Institut universitaire de cardiologie et de pneumologie de Québec; Ted Rogers Centre for Heart Research; University Health Network","funders":"","keywords":"Computer science","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":[0.0147744,0.0003906184,0.0005729423,0.0006459552,0.001541553,0.00516062,0.001669125,0.001370641,0.01218068],"category_scores_gemma":[0.02061127,0.0002444133,0.0005576778,0.000644175,0.002843467,0.006632261,0.00589311,0.004751536,0.003599118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001626961,"about_ca_system_score_gemma":0.00429348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008568414,"about_ca_topic_score_gemma":0.001753949,"domain_scores_codex":[0.9930906,0.003494509,0.0003320904,0.0008740792,0.001453767,0.0007548883],"domain_scores_gemma":[0.9842432,0.004752567,0.001561793,0.002066999,0.002355985,0.005019472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005137254,0.0007206539,0.05184446,0.0007410204,0.00006888062,0.0004167187,0.001973862,0.0006246269,0.0007456129,0.0399345,0.1735121,0.7289038],"study_design_scores_gemma":[0.0001744365,0.00262551,0.04940058,0.004616409,0.0001216027,0.004596215,0.01053861,0.001881027,0.00259032,0.1101959,0.8131036,0.0001558957],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2532546,0.0739745,0.05078613,0.5228705,0.01877003,0.0002344507,0.001116163,0.0008413633,0.07815219],"genre_scores_gemma":[0.8071582,0.03487755,0.03100307,0.1029363,0.007138405,0.0002900889,0.000714599,0.0003924004,0.01548943],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0147744,"threshold_uncertainty_score":0.07813543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01114479445718175,"score_gpt":0.34509638944004,"score_spread":0.3339515949828582,"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."}}