{"id":"W2339024860","doi":"10.1016/j.healun.2018.06.005","title":"Frailty and clinical benefits with lung transplantation","year":2018,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Internal medicine; Cohort; Retrospective cohort study; Lung transplantation; Transplantation; Physical therapy; Gerontology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001075398,0.0001336734,0.000309046,0.00009723618,0.0001794454,0.00002405913,0.00004599581,0.00008333648,0.00002468375],"category_scores_gemma":[0.00001059986,0.00007580286,0.00006383885,0.0001091316,0.0001979988,0.0002183371,0.000001777221,0.0002635437,0.000001286177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009779198,"about_ca_system_score_gemma":0.00006192245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002900877,"about_ca_topic_score_gemma":0.000101406,"domain_scores_codex":[0.9987975,0.0001903557,0.0004749353,0.0001183028,0.0002721116,0.0001467885],"domain_scores_gemma":[0.9990119,0.0004566023,0.0001507498,0.00008757535,0.0001619823,0.0001312117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01893823,0.0001529239,0.9386219,0.001341155,0.0005997699,0.0001290506,0.01342147,0.00002742732,0.009768778,0.0006756254,0.0003057145,0.01601792],"study_design_scores_gemma":[0.004235625,0.001333415,0.9810475,0.0005807414,0.002345111,0.006340429,0.0002011411,0.0003894404,0.003175905,0.00006052874,0.0001779382,0.0001122585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778819,0.001146651,0.01841371,0.001986082,0.0001710189,0.0002184544,0.00001620208,0.00001440187,0.0001515851],"genre_scores_gemma":[0.978402,0.01063575,0.01005197,0.0005024758,0.0003408741,0.000001048085,0.00001445771,0.000014927,0.0000365688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04242552,"threshold_uncertainty_score":0.3091151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03736163049782362,"score_gpt":0.3694647867153475,"score_spread":0.3321031562175238,"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."}}