{"id":"W2993014770","doi":"10.1093/nop/npz063","title":"Management evaluation of metastasis in the brain (MEMBRAIN)—a United Kingdom and Ireland prospective, multicenter observational study","year":2019,"lang":"en","type":"article","venue":"Neuro-Oncology Practice","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"King's College London; Medical Research Council; National Institute for Health and Care Research; Royal College of Surgeons of England; Cancer Research UK","keywords":"Medicine; Referral; Brain metastasis; Internal medicine; Logistic regression; Univariate analysis; Prospective cohort study; Observational study; Lung cancer; Cohort; Metastasis; Pediatrics; Cancer; Multivariate analysis; Family 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001388696,0.0004449087,0.0006023745,0.001409557,0.00066076,0.001189919,0.00105835,0.0007236459,0.001709077],"category_scores_gemma":[0.004789152,0.0004922462,0.0007356082,0.002419501,0.0005066258,0.0009365745,0.001412797,0.0007914972,0.0004137606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001603105,"about_ca_system_score_gemma":0.001367953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03274281,"about_ca_topic_score_gemma":0.0396417,"domain_scores_codex":[0.9982656,0.0005380117,0.0003286874,0.0003802931,0.0002181529,0.0002693816],"domain_scores_gemma":[0.9960646,0.0004363703,0.002232266,0.0002102822,0.0004257263,0.0006308007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006104094,0.0000294282,0.9988568,0.0000385803,0.0000357656,0.0001462132,0.0000778758,0.00001243354,0.00004581646,0.000008583818,0.0002527456,0.0004346567],"study_design_scores_gemma":[0.00002492305,0.0001070792,0.9980343,0.00005245865,0.00004085231,0.0006994834,0.0005675908,0.00008949545,0.00002200759,0.00001080425,0.0003445788,0.000006414922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970767,0.0007467883,0.00006804673,0.0001404072,0.00001173275,0.00007421814,0.001351107,0.000004044415,0.0005267341],"genre_scores_gemma":[0.9980121,0.0003710878,0.0001384565,0.0001408193,0.00002468322,0.00008446567,0.001130598,0.000003498638,0.00009433078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03274281,"threshold_uncertainty_score":0.06510442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1295242573516144,"score_gpt":0.4123231522011401,"score_spread":0.2827988948495257,"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."}}