{"id":"W3215364878","doi":"10.1093/neuonc/noab196.594","title":"NCOG-01. RADIATION THERAPY MANAGEMENT FOR METASTATIC DISEASE TO THE BRAIN IN NSCLC PATIENTS – SURVIVAL OUTCOMES OF THE BRITISH COLUMBIA POPULATION 1996-2016","year":2021,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Internal medicine; Radiosurgery; Lung cancer; Radiation therapy; Proportional hazards model; Oncology; Performance status; Brain metastasis; Cancer; Population; Surgery; Metastasis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004706485,0.0002019547,0.0002149142,0.001261287,0.0006060543,0.0007851757,0.0006160402,0.0002887036,0.00427117],"category_scores_gemma":[0.001767829,0.00015758,0.0002180339,0.004040013,0.0002606833,0.000258354,0.0004502149,0.0004399205,0.0008452788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005757341,"about_ca_system_score_gemma":0.006407563,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7921063,"about_ca_topic_score_gemma":0.8645031,"domain_scores_codex":[0.9996065,0.00003847106,0.00004521164,0.00006593763,0.0001348611,0.000108961],"domain_scores_gemma":[0.997856,0.0000925764,0.0007144999,0.00006041655,0.000755363,0.0005211206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000108373,0.00002129286,0.9822105,0.00007026211,0.00003450372,0.00008332199,0.00007553222,0.0001014639,0.0001114832,0.00003332201,0.008124759,0.009025251],"study_design_scores_gemma":[0.000007140669,0.00001050517,0.9969841,0.00003878738,0.00001098132,0.00006184413,0.0001154628,0.00005706935,0.00002692584,0.000009428443,0.002675343,0.000002481581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9072996,0.004107005,0.0001374813,0.001780152,0.0001100073,0.0001111246,0.06999537,0.00006973929,0.01638954],"genre_scores_gemma":[0.9450343,0.001835695,0.0002004285,0.0003610714,0.00004997631,0.00007533276,0.04535132,0.00002613246,0.007065751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2078937,"threshold_uncertainty_score":0.4182361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.021310284801281,"score_gpt":0.303587966725419,"score_spread":0.282277681924138,"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."}}