{"id":"W2946062710","doi":"10.2217/cer-2018-0148","title":"Is routine baseline brain imaging needed for all newly diagnosed non-small-cell lung cancer patients?","year":2019,"lang":"en","type":"article","venue":"Journal of Comparative Effectiveness Research","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Brain metastasis; Oncology; Lung cancer; Internal medicine; Stage (stratigraphy); Metastasis; Adenocarcinoma; Cohort; Cancer; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003229289,0.0002795156,0.0006800143,0.0008630587,0.0004209075,0.0008543049,0.0006819486,0.0009566777,0.001272357],"category_scores_gemma":[0.02560108,0.0002061678,0.0004978224,0.001306837,0.0005186464,0.00158539,0.0004157222,0.0009850994,0.0005640741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006780616,"about_ca_system_score_gemma":0.002028374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003858194,"about_ca_topic_score_gemma":0.008267793,"domain_scores_codex":[0.9966639,0.001112703,0.0007939971,0.0004555202,0.0006980774,0.0002758382],"domain_scores_gemma":[0.9825963,0.00530657,0.008327384,0.0008112845,0.001948358,0.001010243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001961856,0.00004039803,0.9720514,0.0002788703,0.00005875447,0.0002031377,0.00008831782,0.0001293307,0.0002745037,0.0000597712,0.002423417,0.0241959],"study_design_scores_gemma":[0.00002750074,0.0004098022,0.9919524,0.0003984134,0.0001465938,0.001704112,0.0005890527,0.0007535666,0.0005106782,0.0002804639,0.00320726,0.00002017846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9535574,0.01683105,0.002037493,0.0167294,0.0005012628,0.0001577515,0.004832474,0.0001048581,0.00524836],"genre_scores_gemma":[0.991653,0.002577285,0.00165481,0.001619394,0.0003389834,0.00007076844,0.001923137,0.00001314485,0.0001494476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003858194,"threshold_uncertainty_score":0.01707834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05032851838770644,"score_gpt":0.4331460358121984,"score_spread":0.382817517424492,"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."}}