{"id":"W2785444478","doi":"10.21037/jtd.2018.01.132","title":"Lung surgery in elderly patients: are we doing enough?","year":2018,"lang":"en","type":"letter","venue":"Journal of Thoracic Disease","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Lung; Surgery; General surgery; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003141597,0.0003698088,0.00105286,0.0006369167,0.0000459463,0.00006904448,0.0001680745,0.0002758015,0.0003112021],"category_scores_gemma":[0.0002074783,0.0002729748,0.0007210294,0.0002326114,0.00005821385,0.0002125201,0.00004353029,0.001077922,0.00003186753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009804752,"about_ca_system_score_gemma":0.0007365042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000115718,"about_ca_topic_score_gemma":0.000004484024,"domain_scores_codex":[0.9972357,0.0001620282,0.000933042,0.0003131519,0.0009371273,0.0004190072],"domain_scores_gemma":[0.9971834,0.0003038532,0.001235157,0.0004227814,0.0004593876,0.000395447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005259367,0.0006032221,0.2276834,0.002872877,0.0003204933,0.01079565,0.00007412932,0.000001958447,1.160953e-7,1.517278e-7,0.7490163,0.008105841],"study_design_scores_gemma":[0.001537669,0.0004974097,0.1197221,0.039852,0.002917516,0.0000745007,0.00005380873,0.000007679675,0.0000192165,0.00006582687,0.8347878,0.0004643944],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1178109,0.01582802,0.00001450606,0.8627815,0.002512806,0.0005802753,0.0001537536,0.00002278432,0.0002953981],"genre_scores_gemma":[0.4926048,0.01082382,0.0006146426,0.4664397,0.02675059,0.0001052666,0.0004803741,0.0003045959,0.00187618],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3963418,"threshold_uncertainty_score":0.9999722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02134133184622513,"score_gpt":0.3285034519285689,"score_spread":0.3071621200823438,"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."}}