{"id":"W4411428335","doi":"10.1111/ctr.70205","title":"Relationships Between Nutrition Risk and Frailty in Candidates for Lung Transplant","year":2025,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University Health Network","funders":"","keywords":"Medicine; Gerontology; Psychological intervention; Body mass index; Risk factor; Risk assessment; Physical therapy; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001399502,0.0001496445,0.0004447152,0.0002198217,0.0001547855,0.000019773,0.00004923379,0.0002860664,0.000008525491],"category_scores_gemma":[0.0002090142,0.0001360346,0.0001410437,0.0002440763,0.00009152399,0.0001237765,0.000001973585,0.0004679869,0.000001695067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002782516,"about_ca_system_score_gemma":0.00007017858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000596933,"about_ca_topic_score_gemma":0.0002792198,"domain_scores_codex":[0.9981965,0.0003345908,0.0008065123,0.0003561328,0.0001137139,0.0001925098],"domain_scores_gemma":[0.9959282,0.00368751,0.00009361305,0.0001290818,0.00005382947,0.0001077945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00117392,0.0001132754,0.9853925,0.001287651,0.00007571105,0.00001066656,0.0004592574,0.000006221144,0.0001080192,0.00142242,0.00004402208,0.009906309],"study_design_scores_gemma":[0.008139473,0.0001464241,0.9835764,0.0008979142,0.001054561,0.000009501177,0.00008311539,0.001055037,0.0007496265,0.003727889,0.0004263682,0.0001337034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7362945,0.0004274186,0.2600044,0.001149463,0.0001770604,0.001070312,0.0004871564,0.00005669556,0.0003329337],"genre_scores_gemma":[0.9628813,0.006320554,0.02925443,0.0001545381,0.0001257692,0.000118262,0.001019454,0.00001360872,0.0001121039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.23075,"threshold_uncertainty_score":0.5547329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1152141867322063,"score_gpt":0.4511183551144415,"score_spread":0.3359041683822352,"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."}}