{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00214688,0.0001734862,0.0002699328,0.0005777422,0.0002910228,0.0009065316,0.0003131435,0.0002706778,0.001256261],"category_scores_gemma":[0.004234812,0.0001063546,0.0004899664,0.0006796602,0.0003062521,0.0005086384,0.0005895942,0.0005922379,0.0001602442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002602045,"about_ca_system_score_gemma":0.0003707075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001468267,"about_ca_topic_score_gemma":0.001503039,"domain_scores_codex":[0.9986551,0.0004345868,0.0001416265,0.0003282301,0.000213479,0.0002269267],"domain_scores_gemma":[0.9961783,0.001003843,0.00180097,0.000360144,0.0002842316,0.0003725757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001728644,0.000007886436,0.9966563,0.00001139872,0.00002900459,0.00008989315,0.00002967903,0.00006119304,0.0001669475,0.00003715796,0.0000842735,0.002653467],"study_design_scores_gemma":[0.000003361893,0.00007987899,0.9985877,0.00001246428,0.00002740559,0.0004261235,0.00006105244,0.0003342475,0.0001233717,0.00008140997,0.0002595624,0.000003383785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954139,0.001371994,0.0009407487,0.00012158,0.00002069639,0.00001730449,0.000700347,0.00001542821,0.001398021],"genre_scores_gemma":[0.9993622,0.0001008392,0.0001076441,0.00001988336,0.00001084387,0.000007136586,0.0002926501,0.000003666729,0.00009520513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00214688,"threshold_uncertainty_score":0.01135397,"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."}}