{"id":"W3092464753","doi":"10.1016/j.athoracsur.2020.07.051","title":"Organized Lung Cancer Screening Pilot: Informing a Province-Wide Program in Ontario, Canada","year":2020,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario; Toronto General Hospital; University of Toronto; University Health Network; Women's College Hospital; Cancer Care Ontario; Princess Margaret Cancer Centre; Brock University","funders":"Government of Ontario; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Lung cancer screening; Lung cancer; Smoking cessation; Referral; Cancer; Interim; Stage (stratigraphy); Family medicine; Physical therapy; Internal medicine; Pathology","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":[0.0003926983,0.0001792155,0.0005431233,0.00006517039,0.00005949134,0.0000185587,0.000114747,0.00003467072,0.0003164394],"category_scores_gemma":[0.0002711974,0.0001212115,0.000113147,0.0003842852,0.00004056284,0.0001057802,0.00006786187,0.0002353037,0.000001596545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002926837,"about_ca_system_score_gemma":0.003672196,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9417816,"about_ca_topic_score_gemma":0.9609251,"domain_scores_codex":[0.9985214,0.00005507092,0.0004538364,0.0002164235,0.0003901678,0.0003630249],"domain_scores_gemma":[0.9987724,0.0004506345,0.0002144468,0.0002553486,0.0001308566,0.0001763389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001145196,0.0001653059,0.8856664,0.0003748548,0.0003010481,0.000166695,0.0006385621,0.00006306153,0.00003060661,0.000003939503,0.03626337,0.07518096],"study_design_scores_gemma":[0.001150684,0.0006039314,0.8664544,0.004492053,0.0005516831,0.00001891259,0.0006122928,0.001105095,0.04111528,0.00002112117,0.08326435,0.0006101619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9605173,0.001888649,0.000006632316,0.03603007,0.0001109591,0.0008730557,0.00001102135,0.00004512885,0.0005171794],"genre_scores_gemma":[0.9932663,0.0002997924,0.000142059,0.005773276,0.00009233402,0.0001862861,0.00002313202,0.00002568882,0.000191092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0745708,"threshold_uncertainty_score":0.6514317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1029705542447145,"score_gpt":0.3644185063299001,"score_spread":0.2614479520851856,"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."}}