{"id":"W4376598404","doi":"10.1007/s11748-023-01942-7","title":"Upfront surgery for N2 NSCLC: a large retrospective multicenter cohort study","year":2023,"lang":"en","type":"article","venue":"General Thoracic and Cardiovascular Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Medicine; Surgery; Perioperative; Radiation therapy; Retrospective cohort study; Internal medicine; Stage (stratigraphy); Propensity score matching; Chemotherapy; Oncology","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":[0.002866233,0.0003207555,0.001407656,0.0002544889,0.0002279175,0.00005360922,0.0000460496,0.0001123898,0.00004008451],"category_scores_gemma":[0.0001756674,0.0002606611,0.001821935,0.0004194198,0.00004324638,0.00009524052,0.0000776673,0.0001242975,0.00004083565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001971927,"about_ca_system_score_gemma":0.0001268219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001520573,"about_ca_topic_score_gemma":0.00002556649,"domain_scores_codex":[0.9972932,0.0001997041,0.0004112365,0.0008309727,0.0006342931,0.0006306407],"domain_scores_gemma":[0.9984701,0.0002931147,0.000072154,0.0007320056,0.0001980115,0.0002346713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002472114,0.0004103816,0.9515982,0.0001610418,0.006481324,0.0004035978,0.0001441869,0.00001273219,0.000007365316,0.000009993317,0.01744395,0.02308004],"study_design_scores_gemma":[0.001177507,0.00009988993,0.9804848,0.0001312287,0.002194503,0.00003434472,0.0003277541,0.0002257921,0.0001855867,0.00002362131,0.01481498,0.0002999692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865769,0.008967807,0.0004840332,0.0002356385,0.000994041,0.002203968,0.00009245703,0.0002161424,0.0002290797],"genre_scores_gemma":[0.9932196,0.003242872,0.00009905452,0.0001867366,0.0007498362,0.001500181,0.0002572942,0.00007055073,0.0006738322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02888666,"threshold_uncertainty_score":0.9999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02545058609614193,"score_gpt":0.3059258749844023,"score_spread":0.2804752888882603,"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."}}