{"id":"W2942618154","doi":"10.1177/1556984519837027","title":"Optimal Approach to Lobectomy for Non-Small Cell Lung Cancer: Systemic Review and Meta-Analysis","year":2019,"lang":"en","type":"review","venue":"Innovations Technology and Techniques in Cardiothoracic and Vascular Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; University of Ottawa; Western University","funders":"","keywords":"Medicine; Lung cancer; Pneumonectomy; Meta-analysis; Oncology; Internal medicine; Intensive care medicine; General surgery","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":[0.001343522,0.000588085,0.007124028,0.003157477,0.0001021974,0.00003434382,0.0001258761,0.000805071,0.000005453508],"category_scores_gemma":[0.00006831486,0.0004407883,0.001448389,0.004063027,0.0001027198,0.00005788586,0.000162285,0.0004777262,5.703572e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002217091,"about_ca_system_score_gemma":0.0003208062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004148321,"about_ca_topic_score_gemma":0.000003192495,"domain_scores_codex":[0.9973664,0.00009851027,0.001000748,0.001033622,0.0001488855,0.000351825],"domain_scores_gemma":[0.9981545,0.0002705414,0.0003611764,0.0008744519,0.0002600858,0.00007925733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00001176635,0.00029084,0.007373181,0.4135153,0.190456,0.00003062554,0.00003681564,0.000002951181,9.602256e-7,0.001122452,0.002927286,0.3842317],"study_design_scores_gemma":[0.0001489939,0.00005851852,0.00003272635,0.007375488,0.6643803,0.0001673158,0.00001394577,0.00001196347,0.00002258051,0.0000110342,0.3272592,0.0005179146],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001162241,0.9833605,0.008852672,0.0003721709,0.0000341548,0.006780093,0.0001780158,0.0001625614,0.0001435686],"genre_scores_gemma":[0.0008802756,0.9695318,0.01299518,0.000252918,0.00003221622,0.01592333,0.0002028166,0.00006322878,0.0001181981],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4739243,"threshold_uncertainty_score":0.9998044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06185181389133679,"score_gpt":0.3766832116417533,"score_spread":0.3148313977504165,"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."}}