{"id":"W2605083884","doi":"10.1097/tp.0000000000001754","title":"Evaluation of Skeletal Muscle Function in Lung Transplant Candidates","year":2017,"lang":"en","type":"article","venue":"Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Skeletal muscle; Lung function; Function (biology); Lung; Medicine; Chemistry; Computational biology; Internal medicine; Biology; Cell biology","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":[0.001345369,0.000137057,0.0002680831,0.0001783119,0.0001217292,0.00002209102,0.00008672856,0.0001005476,0.0001499823],"category_scores_gemma":[0.00003669397,0.0001241541,0.00009220435,0.00007814014,0.00006337446,0.0003086958,0.000001862117,0.0001256496,0.000007177288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006086025,"about_ca_system_score_gemma":0.0001293465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005375289,"about_ca_topic_score_gemma":0.001204109,"domain_scores_codex":[0.998427,0.0001480574,0.00037903,0.000225153,0.0006485177,0.0001722563],"domain_scores_gemma":[0.9992571,0.00007485913,0.0001637428,0.000274645,0.0001721561,0.00005746708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001546089,0.0002821004,0.8137193,0.001709671,0.000195935,0.00007417748,0.005188016,0.0004572077,0.07301068,0.001252343,0.00001600185,0.1025485],"study_design_scores_gemma":[0.005784953,0.0001187276,0.9760587,0.0003499032,0.001481704,0.00003397662,0.00006466582,0.005541027,0.01002805,0.0003945947,0.00002177702,0.0001219768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985393,0.0002259995,0.0100973,0.0002289934,0.0002640629,0.0005598661,0.00007233304,0.00003008352,0.003128362],"genre_scores_gemma":[0.9977921,0.0005163503,0.001221279,0.0000337686,0.00005722054,0.0000374367,0.0002861892,0.00001573614,0.00003997357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1623394,"threshold_uncertainty_score":0.5062858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04666007431367671,"score_gpt":0.3642326933908591,"score_spread":0.3175726190771824,"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."}}