{"id":"W3210857121","doi":"10.1016/j.thorsurg.2021.07.002","title":"Delays in Managing Lung Cancer","year":2021,"lang":"en","type":"review","venue":"Thoracic surgery clinics/Thorac. surg. clin.","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Hôpital Maisonneuve-Rosemont; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Mediastinoscopy; Radiology; Lung cancer; Thoracotomy; Biopsy; Chest radiograph; Thoracentesis; Bronchoscopy; Radiography; Surgery; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001239863,0.000947764,0.001523304,0.002313812,0.0003879666,0.00114906,0.001221865,0.001097089,0.00494466],"category_scores_gemma":[0.003404707,0.0003409375,0.0009126472,0.002474124,0.0005547868,0.001927,0.001135948,0.002483754,0.001303887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001562171,"about_ca_system_score_gemma":0.002613002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003848702,"about_ca_topic_score_gemma":0.008885969,"domain_scores_codex":[0.9993979,0.0001390813,0.00009908602,0.0001064761,0.0001925018,0.00006487012],"domain_scores_gemma":[0.9978821,0.001217603,0.0004223128,0.00003144359,0.0003235738,0.0001229468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008014724,0.00003121757,0.0003753389,0.03411632,0.0001389151,0.0001199109,0.00006301216,0.0002813826,0.0001784978,0.001857439,0.03943248,0.9233254],"study_design_scores_gemma":[0.00007747347,0.0001489063,0.00497797,0.07656085,0.0008119206,0.002965943,0.0003323094,0.0001813364,0.0002458622,0.003051033,0.9106036,0.00004274959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002993995,0.9993616,0.00001536379,0.0002273678,0.0001238439,9.199395e-7,0.000004683535,0.000001475771,0.0002348436],"genre_scores_gemma":[0.0004295093,0.9990768,0.0000352449,0.0002126598,0.0001629414,0.000001859143,0.00001039364,4.983361e-7,0.00006998059],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00494466,"threshold_uncertainty_score":0.01654148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.130267572943644,"score_gpt":0.4882910419950701,"score_spread":0.3580234690514261,"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."}}