{"id":"W2767593252","doi":"10.1513/annalsats.201612-980oc","title":"Outcomes after Video-assisted Thoracoscopic Lobectomy versus Open Lobectomy for Early-Stage Lung Cancer in Older Adults","year":2017,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Cancer Institute; Agency for Healthcare Research and Quality","keywords":"Medicine; Lung cancer; Video-assisted thoracoscopic surgery; Stage (stratigraphy); VATS lobectomy; Pneumonectomy; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003524061,0.000312358,0.0008940492,0.00003698952,0.0002625969,0.0001177129,0.000796694,0.00007958933,0.0001111638],"category_scores_gemma":[0.0001469857,0.0002058582,0.0006983009,0.0002284804,0.0004229872,0.0002596253,0.0004419758,0.0002047445,0.000003393206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002211955,"about_ca_system_score_gemma":0.0002703474,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01235284,"about_ca_topic_score_gemma":0.001721062,"domain_scores_codex":[0.9981357,0.00008220639,0.0004007375,0.0005267253,0.000353001,0.000501665],"domain_scores_gemma":[0.9972039,0.0002504275,0.0008080387,0.001357334,0.0002358809,0.000144446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00313192,0.0004578893,0.9549081,0.000350202,0.0009446951,0.000008087382,0.00107049,0.000004069084,0.00002053772,0.000007405912,0.00555928,0.03353726],"study_design_scores_gemma":[0.004824403,0.0002807579,0.9882845,0.001189568,0.000408514,6.740559e-7,0.0004457534,0.0001081209,0.003245682,0.00001270378,0.0009793172,0.0002200287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814458,0.001134444,0.00001709394,0.0141703,0.0003950845,0.002275188,0.0002022632,0.00002537478,0.0003344851],"genre_scores_gemma":[0.9931172,0.000888293,0.0008635432,0.002407716,0.000105167,0.001496709,0.000007562082,0.00005215897,0.001061611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03337631,"threshold_uncertainty_score":0.994224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08040140730457385,"score_gpt":0.4696969087509449,"score_spread":0.389295501446371,"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."}}