{"id":"W2765335987","doi":"10.1016/s1470-2045(17)30597-1","title":"Participant selection for lung cancer screening by risk modelling (the Pan-Canadian Early Detection of Lung Cancer [PanCan] study): a single-arm, prospective study","year":2017,"lang":"en","type":"article","venue":"The Lancet Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":219,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; Queen's University; Vancouver General Hospital; University of Calgary; Ottawa Hospital; University Health Network; Dalhousie University; St. Joseph’s Healthcare Hamilton; Institut universitaire de cardiologie et de pneumologie de Québec; Juravinski Cancer Centre; Memorial University of Newfoundland; BC Cancer Agency; Brock University","funders":"Partenariat Canadien Contre Le Cancer; Terry Fox Research Institute; Pancreatic Cancer Action Network","keywords":"Medicine; Lung cancer; National Lung Screening Trial; Lung cancer screening; Cancer; Internal medicine; Body mass index; Family history; Prospective cohort study; Incidence (geometry); 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009204989,0.0002288736,0.0007224819,0.00006786468,0.001160752,0.00006347121,0.0002595101,0.00009908005,0.00002808636],"category_scores_gemma":[0.00009177659,0.0001404353,0.0001083925,0.000148268,0.0001261819,0.0001077869,0.00005093836,0.0003561277,7.934787e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001805426,"about_ca_system_score_gemma":0.0004418165,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4798771,"about_ca_topic_score_gemma":0.5870478,"domain_scores_codex":[0.9981135,0.0002547347,0.0003669279,0.0004411485,0.0002390134,0.0005847],"domain_scores_gemma":[0.9982185,0.0002391023,0.000557442,0.0005770096,0.0002870962,0.0001207866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001591104,0.001507537,0.9643438,0.00005848658,0.002359313,0.000005697484,0.01023231,0.003964754,0.000389098,0.00001454101,0.0007033375,0.01483002],"study_design_scores_gemma":[0.01657432,0.01167263,0.8222533,0.0002930299,0.009008341,0.000009028189,0.003605553,0.1302535,0.003687759,0.00008394452,0.002183727,0.0003747956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872271,0.001535861,0.002021684,0.002836297,0.0004571449,0.005658168,0.00009613931,0.00003683893,0.0001307796],"genre_scores_gemma":[0.9923594,0.0003787679,0.0001347042,0.0001532574,0.0008315236,0.005969462,0.000003022745,0.0000407249,0.0001291437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1420904,"threshold_uncertainty_score":0.8927683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09311705415612477,"score_gpt":0.3962157338154152,"score_spread":0.3030986796592905,"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."}}