{"id":"W4366351945","doi":"10.1007/s41669-023-00407-0","title":"Healthcare Resource Utilization and Costs in Patients with EGFR-Mutated Advanced Non-Small Cell Lung Cancer Receiving First-Line Treatment in the United States: An Insurance Claims-Based Descriptive Analysis","year":2023,"lang":"en","type":"article","venue":"PharmacoEconomics - Open","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis","funders":"Janssen Scientific Affairs","keywords":"Osimertinib; Medicine; Lung cancer; Health care; Population; Oncology; Disease; Internal medicine; Chemotherapy; Cancer; Intensive care medicine; Epidermal growth factor receptor; Erlotinib; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.0002162534,0.0002250671,0.0003883217,0.0004792244,0.0001544403,0.00008392028,0.0001586484,0.00004266504,0.00002320492],"category_scores_gemma":[0.000005799835,0.0001671505,0.00003359868,0.001427633,0.00003098513,0.0002508307,0.00003504695,0.0001269125,0.00000183735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001481434,"about_ca_system_score_gemma":0.0002667782,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01934001,"about_ca_topic_score_gemma":0.03413394,"domain_scores_codex":[0.9986684,0.0001425833,0.0003534024,0.0004531905,0.00008896483,0.000293492],"domain_scores_gemma":[0.9992077,0.000128247,0.0001802523,0.0002462289,0.0001069248,0.0001306082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001239442,0.0004470969,0.8289229,0.00005957716,0.0002899544,0.00001920463,0.008741718,0.1514164,0.000006100652,0.000001493157,0.00004842103,0.008807746],"study_design_scores_gemma":[0.01701519,0.0005737666,0.7739607,0.0001884887,0.0006082999,3.152757e-7,0.002416008,0.2039628,0.0002249534,0.000004267454,0.0008430051,0.0002021343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942242,0.0002026571,0.00004641763,0.001785689,0.00003713007,0.003131394,0.0004520225,0.00002889723,0.00009159307],"genre_scores_gemma":[0.9923158,0.001229983,0.0001522159,0.001187952,0.00001316726,0.0008379715,0.004162602,0.00003634302,0.00006399913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05496213,"threshold_uncertainty_score":0.9871903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04130728605065252,"score_gpt":0.3808028667329686,"score_spread":0.3394955806823161,"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."}}