{"id":"W4392288020","doi":"10.1111/petr.14704","title":"Review on clinician bias and its impact on racial and socioeconomic disparities in pediatric heart transplantation","year":2024,"lang":"en","type":"article","venue":"Pediatric Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Socioeconomic status; Transplantation; Ethnic group; Affect (linguistics); Heart transplantation; Intensive care medicine; Environmental health; Surgery; Psychology; Population","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007441113,0.0003211089,0.0005280456,0.0005948084,0.00008697012,0.00006183823,0.00004654933,0.0001707009,0.00005022974],"category_scores_gemma":[0.00003139192,0.0002625639,0.0001615094,0.0003138777,0.0000272679,0.0002795611,0.000002432684,0.0004120826,0.00006028672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006618472,"about_ca_system_score_gemma":0.0001327975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006465469,"about_ca_topic_score_gemma":0.00007055047,"domain_scores_codex":[0.9981075,0.0002027086,0.0006393782,0.000514803,0.0002322996,0.000303289],"domain_scores_gemma":[0.9984977,0.001123568,0.00008109087,0.0001065939,0.00002807109,0.0001630017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002020431,0.0001803864,0.9373559,0.04823558,0.0000628564,0.0003322225,0.002838209,0.00007946538,0.00005924437,0.001236973,0.0003913312,0.007207452],"study_design_scores_gemma":[0.001903777,0.0005491612,0.9938525,0.001125378,0.001503259,0.0001730551,0.00001166431,0.0002618626,0.00007699056,0.0001738611,0.00008506756,0.0002834429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9517043,0.04444465,0.0001731225,0.001938855,0.0003736346,0.000779881,0.000286111,0.0001155254,0.0001839407],"genre_scores_gemma":[0.5691957,0.429132,0.0001802056,0.0008168305,0.0004029321,0.00003303806,0.0001934119,0.00002470681,0.00002115988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3846873,"threshold_uncertainty_score":0.9999827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04180639414116558,"score_gpt":0.3824055793318909,"score_spread":0.3405991851907253,"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."}}