{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.267844,0.002632081,0.002936004,0.007184422,0.006963607,0.02298841,0.01281018,0.04252332,0.02241928],"category_scores_gemma":[0.3012715,0.002815557,0.006990318,0.006481373,0.004572052,0.01555729,0.01634467,0.03785159,0.01733899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01741744,"about_ca_system_score_gemma":0.1587579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04853835,"about_ca_topic_score_gemma":0.03269209,"domain_scores_codex":[0.8234358,0.03377397,0.04039564,0.0110159,0.07070162,0.0206771],"domain_scores_gemma":[0.460556,0.1354771,0.0767133,0.03600837,0.2224587,0.06878639],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006963049,0.0001808936,0.003117689,0.0002383257,0.00003997216,0.0001969936,0.0004207205,0.0005086128,0.0004054957,0.009904955,0.9589722,0.02594462],"study_design_scores_gemma":[0.0002183322,0.0001733868,0.007893744,0.001602279,0.00004190431,0.0001877437,0.00073523,0.001498255,0.0005929185,0.004921168,0.9819452,0.0001897913],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003453328,0.00231507,0.008452931,0.935998,0.02588218,0.001860199,0.003650079,0.001793746,0.01659442],"genre_scores_gemma":[0.01752863,0.002861605,0.04262013,0.8485079,0.01643558,0.005512646,0.01359045,0.001515754,0.05142736],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.732156,"threshold_uncertainty_score":0.9028788,"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."}}