{"id":"W4321105941","doi":"10.3390/curroncol30020180","title":"Cost Savings of Expedited Care with Upfront Next-Generation Sequencing Testing versus Single-Gene Testing among Patients with Metastatic Non-Small Cell Lung Cancer Based on Current Canadian Practices","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis; William Osler Health System","funders":"","keywords":"Medicine; Oncology; Internal medicine; Guideline; Cancer; Lung cancer; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001537834,0.0002799166,0.0002799872,0.0001932821,0.000179901,0.00005291224,0.000174917,0.00009352842,0.00000510401],"category_scores_gemma":[0.0006568464,0.0002546526,0.00004039157,0.0004198921,0.00008812785,0.00001646042,0.00006052295,0.0002074869,0.000001513866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008491428,"about_ca_system_score_gemma":0.002472901,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01063675,"about_ca_topic_score_gemma":0.09513386,"domain_scores_codex":[0.9983612,0.00008267821,0.000328548,0.0005370213,0.0002071577,0.0004834497],"domain_scores_gemma":[0.9977143,0.0003029316,0.0007027048,0.0002815565,0.0007672887,0.0002312461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006327064,0.0004561949,0.7381838,0.0007520286,0.0001050499,0.00003323063,0.001242739,0.1053663,0.08032557,0.000001551504,0.001346284,0.07155455],"study_design_scores_gemma":[0.03828162,0.02916902,0.1623341,0.003614941,0.003539582,0.00001118301,0.006530669,0.4750597,0.2435383,0.000003782936,0.03349091,0.004426268],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956385,0.001116872,0.0005312116,0.00002919247,0.001314557,0.0008178469,0.0002817298,0.00001944752,0.0002505677],"genre_scores_gemma":[0.9950449,0.00007716078,0.002337055,0.00004976662,0.0003967465,0.0002338075,0.001805895,0.00005082089,0.000003844454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5758498,"threshold_uncertainty_score":0.9999906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.185970799103126,"score_gpt":0.3483047884285997,"score_spread":0.1623339893254737,"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."}}