{"id":"W4362587634","doi":"10.3389/ti.2023.11166","title":"Assessment of Acute Rejection in a Lung Transplant Recipient Using a Sentinel Skin Flap","year":2023,"lang":"en","type":"article","venue":"Transplant International","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Muscular Dystrophy Canada; University Health Network","funders":"","keywords":"Medicine; Graft rejection; Lung; Intensive care medicine; Surgery; Dermatology; Internal medicine; General surgery; Transplantation","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":[0.0004852146,0.0001753305,0.0003483269,0.0006191588,0.00003912118,0.00001359154,0.0001229987,0.00009812506,0.000185176],"category_scores_gemma":[0.000005046525,0.0001593092,0.000190387,0.0004465741,0.00003562216,0.0001174142,0.000007133279,0.0002284267,0.000006768471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001296388,"about_ca_system_score_gemma":0.0001148579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001921079,"about_ca_topic_score_gemma":0.00005330695,"domain_scores_codex":[0.9982275,0.00007422981,0.0005893633,0.0002983654,0.0005604996,0.0002500761],"domain_scores_gemma":[0.9994678,0.000130153,0.0001072629,0.00014066,0.00008058759,0.00007356988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007586998,0.0002840178,0.8698143,0.0004300796,0.0006996182,0.0007719096,0.002833072,0.001228213,0.1203276,0.002170506,0.00005329837,0.000628644],"study_design_scores_gemma":[0.00300397,0.00005549581,0.9186621,0.0008094652,0.0003804461,0.0004192517,0.00007800193,0.06995802,0.006321751,0.00007077112,0.00007960529,0.0001611481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968321,0.0000154384,0.02760118,0.0006165624,0.000727007,0.0003196499,0.0003766556,0.00008748336,0.001935026],"genre_scores_gemma":[0.9897584,0.0005953755,0.0083259,0.0001005918,0.0001133463,0.00002511944,0.0007422804,0.00002360782,0.0003153756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1140059,"threshold_uncertainty_score":0.6496442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04031722643828832,"score_gpt":0.3920884384533819,"score_spread":0.3517712120150936,"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."}}