{"id":"W3164830456","doi":"10.1016/j.jtho.2020.11.020","title":"Lung Cancer in Singapore","year":2021,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Takeda Canada; Medtronic; GlaxoSmithKline; Stryker; Pfizer; Celgene; AstraZeneca; Takeda Pharmaceutical Company; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; Lung cancer; Demography; Southeast asia; Population; Cancer; Gerontology; Traditional medicine; Socioeconomics; Environmental health; Ancient history; Oncology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002469167,0.0001881198,0.0002050917,0.0008566742,0.0008633996,0.0006768219,0.0002881893,0.0006730888,0.007959585],"category_scores_gemma":[0.000469558,0.0002143334,0.0004456277,0.001287892,0.0003260933,0.0004880585,0.001309803,0.0007523165,0.001555411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00113988,"about_ca_system_score_gemma":0.00275043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03863696,"about_ca_topic_score_gemma":0.06915225,"domain_scores_codex":[0.999639,0.00005775207,0.00005452791,0.00005124944,0.00005980101,0.0001375381],"domain_scores_gemma":[0.9995139,0.00002503285,0.0001078174,0.00001745869,0.00005072815,0.0002850773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001745034,0.0001249356,0.9728029,0.000146728,0.00005022548,0.008254062,0.001034423,0.0001033142,0.0007357625,0.0004927444,0.004529729,0.01155072],"study_design_scores_gemma":[0.00001906592,0.0002066771,0.9828766,0.00006119125,0.00002746706,0.00446585,0.002585798,0.000121522,0.00008379084,0.0001414516,0.009397842,0.00001279674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9691747,0.002203426,0.0001207486,0.003925492,0.0001879199,0.00006554487,0.002248586,0.0000281848,0.02204532],"genre_scores_gemma":[0.9883142,0.001416782,0.00007187669,0.000859031,0.0001318939,0.000039116,0.001385032,0.000006752638,0.007775382],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03863696,"threshold_uncertainty_score":0.07682413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02396637893162681,"score_gpt":0.4635257148319949,"score_spread":0.4395593359003681,"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."}}