{"id":"W3212497370","doi":"10.1111/tri.14157","title":"Significance of phenotype change after chronic lung allograft dysfunction onset","year":2021,"lang":"en","type":"article","venue":"Transplant International","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Phenotype; Proportional hazards model; Cohort; Internal medicine; Retrospective cohort study; Lung; Clinical phenotype; Lung transplantation; Survival analysis; Genetics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001157174,0.0001213197,0.0002103961,0.00009066537,0.0000220847,0.000009517186,0.00007248767,0.00007183276,0.00201418],"category_scores_gemma":[0.00001009945,0.0001098678,0.0001321253,0.000114031,0.00004289549,0.0001011927,0.000005372141,0.0001331843,0.00001962554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006690845,"about_ca_system_score_gemma":0.0001156431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006145675,"about_ca_topic_score_gemma":0.0001507744,"domain_scores_codex":[0.9989915,0.00004528476,0.0002712551,0.0002217852,0.0003234639,0.0001466347],"domain_scores_gemma":[0.9994924,0.00009496169,0.00005874332,0.0001400098,0.0001523844,0.00006146773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004777138,0.0006987892,0.8550182,0.001800525,0.001268255,0.001494777,0.003437901,0.00005549486,0.1003872,0.004784435,0.0004201148,0.02585719],"study_design_scores_gemma":[0.002274463,0.0001152581,0.9597361,0.0005246239,0.0003472301,0.0003078677,0.00003801132,0.0009431888,0.02964637,0.0001283711,0.005755666,0.000182841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.905635,0.003033228,0.07619879,0.005506455,0.002703309,0.0006531243,0.001348888,0.0001343859,0.004786826],"genre_scores_gemma":[0.9924481,0.0007662012,0.004326097,0.0005345096,0.000354442,0.00006683857,0.000670444,0.00001572306,0.0008176288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1047179,"threshold_uncertainty_score":0.9988981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03030684280224075,"score_gpt":0.3120452631712327,"score_spread":0.2817384203689919,"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."}}