{"id":"W2790557172","doi":"10.1002/clc.22854","title":"Variation in practice patterns and outcomes across United Network for Organ Sharing allocation regions","year":2018,"lang":"en","type":"article","venue":"Clinical Cardiology","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes","funders":"","keywords":"Medicine; Variation (astronomy); United Network for Organ Sharing; Demography; Internal medicine","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":[0.002047345,0.00009137132,0.0004257498,0.0000446966,0.00008533438,0.00001136394,0.00005537886,0.0002193336,0.000004100326],"category_scores_gemma":[0.002801175,0.00007541407,0.00008836715,0.0001481108,0.0001117679,0.00006993958,0.0000282382,0.0001918985,0.000004364001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002098218,"about_ca_system_score_gemma":0.00003104895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009125208,"about_ca_topic_score_gemma":0.0001701043,"domain_scores_codex":[0.9986584,0.0002816215,0.0004761878,0.0003038146,0.00005813175,0.0002218449],"domain_scores_gemma":[0.9962487,0.003146932,0.0001212754,0.0002216696,0.0001860153,0.0000753632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003207851,0.00002243481,0.9938499,0.00002590065,0.0001209994,0.00001043361,0.0004018487,0.00001972373,0.00001531558,0.00304699,0.00007465562,0.002090981],"study_design_scores_gemma":[0.002108604,0.0003397916,0.9897746,0.00003313939,0.0002128526,0.0000584857,0.000173572,0.0003987247,0.000002625635,0.0009852484,0.005835524,0.00007687209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8037181,0.00003719796,0.1885758,0.006244292,0.0007589502,0.0004236077,0.00001677314,0.00004231829,0.000182989],"genre_scores_gemma":[0.9703769,0.0002256504,0.02407875,0.003925603,0.001136379,0.00003202574,0.0001140098,0.00001501188,0.00009569355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1666588,"threshold_uncertainty_score":0.3353471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1286438364531744,"score_gpt":0.4904587459005211,"score_spread":0.3618149094473467,"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."}}