{"id":"W2981662390","doi":"10.1016/j.jtho.2019.08.259","title":"IBS30.03 Risk Assessment to Establish Screening Programs: The Canadian Point of View","year":2019,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Lung cancer screening; Lung cancer; Population; Risk assessment; Task force; Prospective cohort study; Smoking cessation; Physical therapy; Family medicine; Demography; Environmental health; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01161116,0.0008300854,0.001419991,0.003473104,0.003390338,0.004813125,0.002972722,0.003005887,0.01360526],"category_scores_gemma":[0.02637542,0.0004035891,0.00176276,0.002449215,0.002384165,0.001350215,0.002367398,0.005401441,0.002302528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02460043,"about_ca_system_score_gemma":0.1278107,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8939089,"about_ca_topic_score_gemma":0.910049,"domain_scores_codex":[0.9925814,0.001799002,0.000475762,0.0005558318,0.003349127,0.001238892],"domain_scores_gemma":[0.9663199,0.002696351,0.0007316175,0.0007277213,0.0235274,0.005997118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009798842,0.0004495578,0.1287511,0.001426577,0.0005929954,0.0008942239,0.001742097,0.002094608,0.001606464,0.05453127,0.4458036,0.3611276],"study_design_scores_gemma":[0.0005325514,0.0005066778,0.2041876,0.00941794,0.001381773,0.001555273,0.003794548,0.004474295,0.001350448,0.02573515,0.7466539,0.0004097907],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02363702,0.04118551,0.01258863,0.6390634,0.006883219,0.0004454883,0.006895558,0.0005781431,0.268723],"genre_scores_gemma":[0.6426859,0.0536014,0.08055501,0.1546949,0.007951751,0.0005779072,0.007771843,0.0008633882,0.05129801],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1060911,"threshold_uncertainty_score":0.2134318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02589377728079782,"score_gpt":0.4240312212142234,"score_spread":0.3981374439334256,"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."}}