{"id":"W2941805218","doi":"10.1111/ajt.15394","title":"Time for reform in transplant program–specific reporting: AST/ASTS transplant metrics taskforce","year":2019,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Providence Health Care Research Institute","funders":"","keywords":"Medicine; Transplantation; Organ transplantation; Organ donation; Family medicine; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001923899,0.0001858091,0.000736779,0.0007818664,0.00004521966,0.00003733688,0.0002278774,0.00006517566,0.00004823122],"category_scores_gemma":[0.00002475146,0.0001858816,0.0002458017,0.0006238577,0.00005870887,0.0003151188,0.00000303698,0.0002349548,0.00005509049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002573083,"about_ca_system_score_gemma":0.00005053345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006166685,"about_ca_topic_score_gemma":0.00008276528,"domain_scores_codex":[0.9967794,0.00003652158,0.002353216,0.0002975357,0.0001190498,0.0004142066],"domain_scores_gemma":[0.9970585,0.0001154247,0.002440775,0.000184785,0.00006907317,0.0001315189],"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":[0.009221257,0.002516042,0.1630746,0.004104347,0.001188204,0.0009229358,0.04482108,0.006248154,0.00183748,0.1781083,0.0005542492,0.5874034],"study_design_scores_gemma":[0.03048677,0.02681256,0.4365411,0.003581297,0.0005579556,0.003195978,0.006544524,0.02452562,0.004541904,0.01692603,0.4415055,0.004780766],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691913,0.0004695325,0.02239136,0.002192995,0.0004644067,0.001042836,0.000343137,0.00003421543,0.003870263],"genre_scores_gemma":[0.9919857,0.00199992,0.005424067,0.0002164452,0.00009480718,0.00003316248,0.000082939,0.00003105072,0.000131951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5826226,"threshold_uncertainty_score":0.758003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03911133837352893,"score_gpt":0.2884539006186466,"score_spread":0.2493425622451176,"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."}}