{"id":"W2261129725","doi":"10.1053/j.semtcvs.2016.01.004","title":"The Use of Robotic-Assisted Thoracic Surgery for Lung Resection: A Comprehensive Systematic Review","year":2016,"lang":"en","type":"review","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Medicine; Thoracotomy; Perioperative; Cardiothoracic surgery; Robotic surgery; Surgery; Meta-analysis; Prospective cohort study; 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":[0.0043213,0.0007241236,0.009859764,0.0004196495,0.0001942794,0.00006661432,0.0001469621,0.0003858086,0.000007029422],"category_scores_gemma":[0.001757003,0.0003934483,0.007085624,0.0008210824,0.000221193,0.0001239488,0.0001030312,0.0003112024,0.000004517558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004558824,"about_ca_system_score_gemma":0.0006194907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001917977,"about_ca_topic_score_gemma":0.000004658688,"domain_scores_codex":[0.9938168,0.001856467,0.002136376,0.0008389702,0.0007879533,0.0005634333],"domain_scores_gemma":[0.9827213,0.01385667,0.0009139665,0.001893523,0.0004342401,0.0001802538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00005069593,0.00004749059,0.00008682402,0.5518012,0.005382814,0.0001351785,0.000007277905,7.459734e-7,1.303524e-8,0.000003094264,0.004872192,0.4376124],"study_design_scores_gemma":[0.00007685109,0.0000292385,0.00002136549,0.701725,0.02220698,0.0007594704,0.00001960619,0.000004620026,0.000001683317,0.000002963778,0.2748604,0.0002918834],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001458707,0.9921865,0.0002295579,0.0001113825,0.0007301393,0.006602588,0.00007015189,0.00003692698,0.00001811208],"genre_scores_gemma":[0.00003646541,0.9950068,0.0001184609,0.00006871214,0.000173816,0.004032144,0.0001467919,0.0001179218,0.0002988776],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4373206,"threshold_uncertainty_score":0.9998518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09636039878351317,"score_gpt":0.3676797136692387,"score_spread":0.2713193148857256,"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."}}