{"id":"W2320136259","doi":"10.1097/md.0000000000001975","title":"Comparative Short-Term Clinical Outcomes of Mediastinum Tumor Excision Performed by Conventional VATS and Single-Port VATS","year":2015,"lang":"en","type":"article","venue":"Medicine","topic":"Myasthenia Gravis and Thymoma","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wildlife Habitat Canada (Canada)","funders":"","keywords":"Medicine; Thoracotomy; Mediastinum; Port (circuit theory); Surgery; Cohort; Video-assisted thoracoscopic surgery; VATS lobectomy; Cohort study; Pneumonectomy; Internal medicine; Lung","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":[0.001190055,0.0002408216,0.001217142,0.00012321,0.00004360239,0.000005462354,0.0001065282,0.0001011757,0.000396987],"category_scores_gemma":[0.00067326,0.0001546785,0.0001053382,0.000151889,0.0007057037,0.00006951133,0.00006959968,0.0002709723,0.00001674706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003823756,"about_ca_system_score_gemma":0.0001256249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002659785,"about_ca_topic_score_gemma":0.000009534235,"domain_scores_codex":[0.9974641,0.00008330101,0.001005601,0.0003600302,0.0008282764,0.0002586723],"domain_scores_gemma":[0.9981812,0.0003839735,0.0002313828,0.0002871124,0.0003509429,0.0005653348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000671417,0.0005370271,0.9587925,0.00006922297,0.0001666431,0.0001001333,0.0009765856,8.917702e-8,0.002636173,0.000105138,0.03229629,0.003648745],"study_design_scores_gemma":[0.007879717,0.003636379,0.9767453,0.000429183,0.0002723919,0.0002576168,0.0008606838,0.0001942819,0.001077885,0.0002287657,0.008236787,0.000180991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935579,0.0007835876,0.0001716611,0.002026389,0.0006156335,0.0004002228,0.00002091427,0.00003350315,0.002390156],"genre_scores_gemma":[0.9975694,0.00003611314,0.0003826242,0.0005375716,0.0004241097,0.00001162462,0.0001864556,0.00001946845,0.000832655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02405951,"threshold_uncertainty_score":0.6307604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1660321037271524,"score_gpt":0.4079144532037928,"score_spread":0.2418823494766405,"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."}}