{"id":"W2020297058","doi":"10.1097/jto.0000000000000283","title":"Resource Utilization and Costs during the Initial Years of Lung Cancer Screening with Computed Tomography in Canada","year":2014,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Memorial University of Newfoundland; Foothills Medical Centre; Université Laval; Queen Elizabeth II Health Sciences Centre; Institut universitaire de cardiologie et de pneumologie de Québec; Beatrice Hunter Cancer Research Institute; Juravinski Cancer Centre; St. Joseph’s Healthcare Hamilton; University of British Columbia; Dalhousie University; Ottawa Hospital; University Health Network; Cancer Care Ontario; Vancouver General Hospital; Princess Margaret Cancer Centre; BC Cancer Agency; McMaster University; Brock University; Canadian Centre for Applied Research in Cancer Control","funders":"Canadian Cancer Society Research Institute; Terry Fox Research Institute; Pfizer; Princess Margaret Cancer Foundation; Partenariat Canadien Contre Le Cancer; Canadian Centre for Applied Research in Cancer Control; AstraZeneca; Eli Lilly and Company","keywords":"Medicine; Computed tomography; Lung cancer; Resource (disambiguation); Resource use; Lung cancer screening; Tomography; Radiology; Intensive care medicine; Medical physics; Environmental resource management; Oncology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.000625229,0.0004073793,0.0004698988,0.002118433,0.002561846,0.002456931,0.001456503,0.0005158753,0.002711595],"category_scores_gemma":[0.004553232,0.0003302692,0.0009749797,0.005467288,0.0005881343,0.0004945784,0.001151288,0.0009739372,0.0001683504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1187593,"about_ca_system_score_gemma":0.08907074,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9973587,"about_ca_topic_score_gemma":0.9976321,"domain_scores_codex":[0.9979098,0.0001826032,0.0001482729,0.00016556,0.000772789,0.0008210315],"domain_scores_gemma":[0.9962583,0.0002725763,0.0006833505,0.00005949711,0.001550211,0.001176113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000286491,0.0001330314,0.9521408,0.0002639697,0.000392995,0.0004744859,0.0005434022,0.004272606,0.0001602363,0.001294689,0.01149994,0.02853734],"study_design_scores_gemma":[0.00004096828,0.00005201541,0.9889137,0.0002101439,0.0001299352,0.0002268465,0.001304706,0.004143644,0.0001104059,0.0002956515,0.004518914,0.00005315095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9535664,0.006953835,0.0002812261,0.004626357,0.00007821486,0.0001472778,0.0227234,0.00004475924,0.01157861],"genre_scores_gemma":[0.9918594,0.002298664,0.0002769741,0.0003011019,0.00001619521,0.00002916264,0.004164654,0.000008260997,0.001045625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1187593,"threshold_uncertainty_score":0.8616631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821951918217701,"score_gpt":0.3698026707782277,"score_spread":0.3515831515960507,"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."}}