{"id":"W2005359123","doi":"10.1136/bmj.g2253","title":"Screening for lung cancer using low dose computed tomography","year":2014,"lang":"en","type":"review","venue":"BMJ","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency; Brock University","funders":"","keywords":"Lung cancer screening; Overdiagnosis; Medicine; Lung cancer; Computed tomography; Population; Cancer; Risk assessment; Medical physics; Radiology; Intensive care medicine; Computer science; Internal medicine; Environmental health","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":[0.0009451642,0.0007512849,0.002146267,0.003711821,0.0002283109,0.0008811624,0.0009667226,0.001128213,0.004861688],"category_scores_gemma":[0.003065439,0.0003147622,0.001552882,0.003083311,0.0004548327,0.00100541,0.0005100223,0.001050617,0.001570182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006537112,"about_ca_system_score_gemma":0.001458774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002573307,"about_ca_topic_score_gemma":0.004084683,"domain_scores_codex":[0.9993677,0.0001378998,0.0001374276,0.00006136384,0.0002655089,0.000030011],"domain_scores_gemma":[0.9985012,0.001058849,0.0002021765,0.00002836699,0.0001716085,0.00003776612],"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":[0.00006668273,0.00003435972,0.0003414098,0.1326298,0.0003996439,0.0001165773,0.00004994691,0.0001833194,0.0004780609,0.001046529,0.02179956,0.842854],"study_design_scores_gemma":[0.00006750329,0.0001651053,0.006340265,0.1069695,0.001615977,0.00300419,0.0001725071,0.0001331599,0.0005432187,0.002044172,0.878904,0.00004048581],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006015027,0.9992207,0.00004234918,0.0001337485,0.000071002,0.00000617343,0.0000201067,0.000004335803,0.000441377],"genre_scores_gemma":[0.0005131936,0.9991405,0.00007817148,0.00008630098,0.00003395681,0.000006006373,0.00002298358,8.526536e-7,0.0001180119],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004861688,"threshold_uncertainty_score":0.01626396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08148350834671024,"score_gpt":0.4392919740665115,"score_spread":0.3578084657198013,"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."}}