{"id":"W2906066359","doi":"10.1002/cam4.1896","title":"Lung cancer costs by treatment strategy and phase of care among patients enrolled in Medicare","year":2018,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Cancer; Lung cancer; Phase (matter); Intensive care medicine; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0000716484,0.000273881,0.0007633541,0.0001362811,0.00005418477,0.000004085047,0.00006315386,0.0001052761,0.0009543015],"category_scores_gemma":[0.00003259757,0.0001802589,0.00005069838,0.0002575403,0.0004404516,0.00005729567,0.00002369857,0.00009739876,9.13051e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001670853,"about_ca_system_score_gemma":0.0002916541,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0118903,"about_ca_topic_score_gemma":0.005252173,"domain_scores_codex":[0.9983861,0.00003819607,0.0004281584,0.0004265864,0.0003818187,0.0003391719],"domain_scores_gemma":[0.9988986,0.00006201116,0.0001692903,0.0002681579,0.0002987463,0.0003031515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007132881,0.0005435824,0.8662952,0.0003505915,0.0003293786,0.0000284777,0.004367693,0.000001091967,0.0002676893,0.00001016056,0.01213604,0.1149568],"study_design_scores_gemma":[0.1372511,0.01999997,0.7967919,0.009132105,0.00236266,0.000004272921,0.003917817,0.0003565401,0.01458387,0.000008137942,0.01508938,0.0005022757],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9396039,0.05484782,0.000002208286,0.001313565,0.0003848473,0.001125001,0.000216579,0.0000206343,0.002485499],"genre_scores_gemma":[0.985841,0.01224282,0.000007946481,0.0003669038,0.0004183638,0.0006179344,0.0001884603,0.00002959569,0.0002869531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1365378,"threshold_uncertainty_score":0.9999589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01337335935266383,"score_gpt":0.3607895046383623,"score_spread":0.3474161452856985,"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."}}