{"id":"W2979736214","doi":"10.1016/j.cjca.2019.07.477","title":"VALIDATION OF THE INTERNATIONAL SOCIETY FOR HEART AND LUNG TRANSPLANTATION STANDARDIZED CARDIAC BIOPSY GRADING FOR ACUTE CELLULAR REJECTION IN HEART TRANSPLANTATION","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Lung transplantation; Cohort; Transplantation; Biopsy; Heart transplantation; Proportional hazards model; Grading scale; Internal medicine; Grading (engineering); Cardiac allograft vasculopathy; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02174634,0.000647298,0.0007707099,0.002344937,0.0007603191,0.002745216,0.001140955,0.00119491,0.001119431],"category_scores_gemma":[0.02249146,0.0003015774,0.001092045,0.001262348,0.001121001,0.0009523769,0.001245576,0.0009785766,0.0004399669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001340715,"about_ca_system_score_gemma":0.002320496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004568121,"about_ca_topic_score_gemma":0.01055706,"domain_scores_codex":[0.9883333,0.004393327,0.001774336,0.001157927,0.003582114,0.0007589692],"domain_scores_gemma":[0.980186,0.00429768,0.003699223,0.00195282,0.009127405,0.0007368471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005354866,0.0002258327,0.9752961,0.0001135507,0.0003661623,0.0000407017,0.0003475468,0.000522174,0.001962559,0.0005062853,0.001838115,0.01824549],"study_design_scores_gemma":[0.0001209051,0.0007548053,0.9846525,0.0001648089,0.0003406382,0.0003097712,0.0006825885,0.004858969,0.002848295,0.0005120675,0.004707622,0.00004702894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729996,0.001937063,0.0107869,0.0005652878,0.0005729924,0.0007582179,0.001817746,0.0001211869,0.01044099],"genre_scores_gemma":[0.9893579,0.0002510818,0.006905536,0.000264629,0.00008922584,0.0003087784,0.002066556,0.00003099466,0.0007252091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02174634,"threshold_uncertainty_score":0.115007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01560736703270937,"score_gpt":0.298190359295902,"score_spread":0.2825829922631926,"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."}}