{"id":"W4250440661","doi":"10.1007/s40274-017-4035-3","title":"High-risk screening for lung cancer cost effective in Canada","year":2017,"lang":"en","type":"article","venue":"PharmacoEconomics & Outcomes News","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quality of Life Research; Lung cancer; Public health; Health economics; Business; Actuarial science; Medicine; Risk analysis (engineering); Environmental health; Oncology; Nursing","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":[0.001103995,0.0002854932,0.0004616136,0.001343316,0.001844678,0.002946244,0.001261839,0.001659788,0.009706116],"category_scores_gemma":[0.01237812,0.0004297524,0.0008592162,0.002393908,0.0008316926,0.0008011318,0.0008035149,0.002727805,0.0002383253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08600931,"about_ca_system_score_gemma":0.199674,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9957526,"about_ca_topic_score_gemma":0.9981233,"domain_scores_codex":[0.9974288,0.0002268381,0.0001277805,0.0001186805,0.001209359,0.0008884704],"domain_scores_gemma":[0.9853379,0.001965148,0.0008765284,0.0001526662,0.005502635,0.00616518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001275662,0.000544327,0.2804264,0.001031366,0.000665214,0.0009684429,0.0007115765,0.004699143,0.0006435296,0.01094927,0.5218639,0.1762211],"study_design_scores_gemma":[0.0008119592,0.0002483921,0.8668509,0.001026602,0.0008070908,0.0004341344,0.001931942,0.006993657,0.0004900956,0.001973664,0.1182965,0.0001350931],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3456271,0.02764526,0.0005966169,0.5039495,0.003205336,0.0002951417,0.01664249,0.0002994989,0.1017391],"genre_scores_gemma":[0.9186465,0.0160144,0.001288561,0.03779561,0.001351546,0.00006205684,0.004112475,0.00008724468,0.02064152],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08600931,"threshold_uncertainty_score":0.6240441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0202402612847341,"score_gpt":0.3765268415913038,"score_spread":0.3562865803065697,"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."}}