{"id":"W3135871435","doi":"10.1016/j.chest.2021.02.050","title":"Risk Perception Among a Lung Cancer Screening Population","year":2021,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; Brock University; Princess Margaret Cancer Centre; Université Laval; Memorial University of Newfoundland; Institut universitaire de cardiologie et de pneumologie de Québec; University of Ottawa; University Health Network; Dalhousie University; University of Calgary; McMaster University","funders":"Takeda Canada; Partenariat Canadien Contre Le Cancer; Terry Fox Research Institute; Merck; Eisai; AstraZeneca; Bristol-Myers Squibb; Eisai Canada; Amgen","keywords":"Worry; Lung cancer; Medicine; Risk perception; Logistic regression; Lung cancer screening; Cancer; Population; Cohort study; Cohort; Internal medicine; Oncology; Perception; Environmental health; Psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003074095,0.00009941364,0.0001799744,0.00006177201,0.0002639788,0.00008448821,0.00004845151,0.00007945747,0.0009756384],"category_scores_gemma":[0.0001794911,0.00008915357,0.0001306475,0.0002004337,0.00002385483,0.0002894023,0.00002298157,0.0005124761,0.00000684316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002593654,"about_ca_system_score_gemma":0.0001247157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006575102,"about_ca_topic_score_gemma":0.0001948435,"domain_scores_codex":[0.9989461,0.0000563598,0.000245719,0.0001597323,0.0003650133,0.0002270947],"domain_scores_gemma":[0.999254,0.00001662591,0.0001627472,0.0001188411,0.0002463033,0.0002014966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005010676,0.0000126152,0.959752,0.00002818945,0.00005203725,0.0001832243,0.0003004431,0.0003590552,0.001376629,0.000004707982,0.00137062,0.03651037],"study_design_scores_gemma":[0.0006431356,0.0000341701,0.9915273,0.0004993848,0.0002075618,0.0007565069,0.0007710585,0.004293253,0.000242853,0.0000474259,0.0008800488,0.00009731974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866028,0.001797427,0.009664755,0.0006912737,0.0002715063,0.00006341471,0.000003300075,0.00002775816,0.0008777723],"genre_scores_gemma":[0.9903449,0.0007969218,0.006798175,0.0003516844,0.001234073,0.000004457471,0.00001789219,0.00001452484,0.0004373825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03641304,"threshold_uncertainty_score":0.9999376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05402828367402976,"score_gpt":0.3603764808834202,"score_spread":0.3063481972093904,"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."}}