{"id":"W2071340558","doi":"10.1016/j.lungcan.2014.09.013","title":"A population-based study of the resource utilization and costs of managing resectable non-small cell lung cancer","year":2014,"lang":"en","type":"article","venue":"Lung Cancer","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Queen's University","funders":"Canadian Institutes of Health Research; Canada Research Chairs; Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Cohort; Lung cancer; Population; Chemotherapy; Retrospective cohort study; Cohort study; Emergency medicine; Cancer; Surgery; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.000147158,0.0001283799,0.0002895817,0.00007040475,0.00008252619,0.000009861086,0.00007776389,0.00004433403,0.00005583437],"category_scores_gemma":[0.00001764682,0.00008974654,0.00004876271,0.0002555299,0.00002102173,0.00003067165,0.00004036434,0.00008017445,1.20976e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004190776,"about_ca_system_score_gemma":0.0001101179,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01624963,"about_ca_topic_score_gemma":0.006027106,"domain_scores_codex":[0.9989994,0.00007085409,0.0002506605,0.0002537195,0.0002646575,0.000160772],"domain_scores_gemma":[0.9991821,0.00009224274,0.0002032837,0.0003594118,0.0001078227,0.00005514036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001192852,0.0002693138,0.9910313,0.0006553859,0.0001057359,7.576631e-7,0.0007840224,0.003433194,0.0001654139,0.0000280424,0.0008108568,0.002596688],"study_design_scores_gemma":[0.004334246,0.000234042,0.9499668,0.001715119,0.0008437487,3.113765e-7,0.0002581715,0.03748555,0.004624616,0.000005556378,0.0004180253,0.0001137473],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929755,0.00383194,0.00007975664,0.0005191085,0.0001513323,0.001186309,0.0000150563,0.00001385792,0.00122717],"genre_scores_gemma":[0.9988506,0.0001726606,0.00004237008,0.0002270579,0.00007849118,0.0002497847,0.000009027445,0.000024624,0.0003453747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04106444,"threshold_uncertainty_score":0.9903013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01433720083084779,"score_gpt":0.3034205436464504,"score_spread":0.2890833428156026,"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."}}