{"id":"W4387337687","doi":"10.1016/j.cjca.2023.06.306","title":"EXTERNAL VALIDATION OF AI PRIMARY GRAFT DYSFUNCTION PREDICTION CALCULATOR","year":2023,"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; Calculator; Incidence (geometry); Multicenter study; Population; Internal medicine; Transplantation; Intensive care medicine; Environmental health","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":[0.04692997,0.001265513,0.001139988,0.001854346,0.001378191,0.003482062,0.002425747,0.001818199,0.004866041],"category_scores_gemma":[0.09822186,0.0006258493,0.001332986,0.001634982,0.002210146,0.001111382,0.002518319,0.001827274,0.003639263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001217495,"about_ca_system_score_gemma":0.003200412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004139757,"about_ca_topic_score_gemma":0.003096086,"domain_scores_codex":[0.9754303,0.01163223,0.00221235,0.00444805,0.005306484,0.0009705993],"domain_scores_gemma":[0.8821949,0.05610913,0.008186488,0.02205866,0.02905054,0.002400233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.008293682,0.001693751,0.9000858,0.0004717546,0.001443991,0.0002713944,0.001777423,0.004150613,0.004388153,0.003299611,0.01525642,0.05886732],"study_design_scores_gemma":[0.00260833,0.003383666,0.8783639,0.0005366251,0.002217543,0.001460097,0.0006872929,0.03703503,0.01741451,0.003758007,0.05235693,0.000177942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9271381,0.0009416741,0.03807163,0.0009291415,0.0007886728,0.00267525,0.0121687,0.00107139,0.01621533],"genre_scores_gemma":[0.9648073,0.0001768817,0.0167028,0.0007464826,0.000425885,0.002437115,0.01045222,0.0003493197,0.00390192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04692997,"threshold_uncertainty_score":0.2481924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02363073498313703,"score_gpt":0.2856930318569784,"score_spread":0.2620622968738414,"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."}}