{"id":"W3197630020","doi":"10.1097/txd.0000000000001209","title":"Lung Transplantation in Systemic Sclerosis: a Practice Survey of United States Lung Transplant Centers","year":2021,"lang":"en","type":"article","venue":"Transplantation Direct","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Gastroparesis; Lung; Lung transplantation; Internal medicine; Transplantation; Disease; Body mass index; Intensive care medicine; Surgery; Stomach","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001329897,0.0003601905,0.0007974845,0.0005907615,0.00008136527,0.00003727067,0.000123984,0.0001931445,0.00008726621],"category_scores_gemma":[0.000112495,0.0003526198,0.0001836828,0.001553498,0.00007463486,0.0003955331,0.000003042379,0.0003229638,0.000006094108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001208153,"about_ca_system_score_gemma":0.0002690263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003442194,"about_ca_topic_score_gemma":0.001798143,"domain_scores_codex":[0.995954,0.001296129,0.001141152,0.0005546953,0.0006216257,0.0004324151],"domain_scores_gemma":[0.9969233,0.001825824,0.0002713212,0.0003035433,0.0005030031,0.0001730696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01278537,0.001010685,0.8646852,0.0143661,0.0008991795,0.002844524,0.03110246,0.005713578,0.0644888,0.0003130936,0.00008347083,0.001707467],"study_design_scores_gemma":[0.008078933,0.0001285658,0.9203781,0.005193146,0.001727792,0.001405294,0.000970995,0.003491616,0.05816692,0.000006694974,0.00003350482,0.0004183804],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676539,0.002771966,0.02473164,0.0005282285,0.0003442348,0.0008373547,0.001898452,0.0001523721,0.001081881],"genre_scores_gemma":[0.9442018,0.04265012,0.003742458,0.0004697368,0.00002461199,0.00005334253,0.008723443,0.00005435562,0.00008018417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0556929,"threshold_uncertainty_score":0.9998926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04115269894211498,"score_gpt":0.3279763479701485,"score_spread":0.2868236490280335,"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."}}