{"id":"W2140626896","doi":"10.1093/jncimonographs/lgt005","title":"Advancing Comparative Studies of Patterns of Care and Economic Outcomes in Cancer: Challenges and Opportunities","year":2013,"lang":"en","type":"article","venue":"JNCI Monographs","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Health care; Cancer; Productivity; Environmental health; Gerontology; Intensive care medicine; Economic growth","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001395937,0.0001586501,0.0009082847,0.0003198851,0.00002813846,0.00001234713,0.00008538416,0.00006155085,0.0000355084],"category_scores_gemma":[0.00001500886,0.0001677712,0.00006829425,0.0000267808,0.0001727213,0.0004095087,0.00006542521,0.00006975097,0.000002787282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000645332,"about_ca_system_score_gemma":0.0000210186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00259303,"about_ca_topic_score_gemma":0.003023804,"domain_scores_codex":[0.99891,0.000010257,0.000623784,0.0002404314,0.0000148902,0.0002006037],"domain_scores_gemma":[0.9992151,0.00009648358,0.0004374238,0.0001477373,0.00004206438,0.00006122671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001359112,0.00002665277,0.9217209,0.000353901,0.0001481248,4.906499e-7,0.01710439,0.00003615906,0.000005189368,0.04185686,0.00006427059,0.01866954],"study_design_scores_gemma":[0.0007874765,0.0002538483,0.9515141,0.0001483747,0.00001179833,6.900692e-7,0.03282166,0.0001020775,0.0001595142,0.01188949,0.002032323,0.0002786513],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8447921,0.1516883,0.000003610801,0.000352587,0.0001142439,0.0001979298,0.0002231772,0.000006122065,0.00262192],"genre_scores_gemma":[0.839381,0.1603491,0.0001059108,0.00004701652,0.00001384294,0.0000589575,0.000002103346,0.000009468561,0.0000325093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02996736,"threshold_uncertainty_score":0.6841513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1222589875660343,"score_gpt":0.3104057905078151,"score_spread":0.1881468029417808,"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."}}