{"id":"W2979808837","doi":"10.1093/neuros/nyz428","title":"Role of Gamma Knife Radiosurgery in Small Cell Lung Cancer: A Multi-Institutional Retrospective Study of the International Radiosurgery Research Foundation (IRRF)","year":2019,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Lung Cancer Research Studies","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"National Center for Advancing Translational Sciences; National Institute of General Medical Sciences; National Institutes of Health","keywords":"Radiosurgery; Medicine; Prophylactic cranial irradiation; Hazard ratio; Proportional hazards model; Lung cancer; Recursive partitioning; Retrospective cohort study; Cumulative incidence; Institutional review board; Radiation therapy; Brain metastasis; Salvage therapy; Logistic regression; Oncology; Nuclear medicine; Internal medicine; Confidence interval; Cancer; Surgery; Chemotherapy; Cohort; Metastasis","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":[0.002237058,0.0002399124,0.0007589505,0.0008792662,0.0001317585,0.00002916892,0.0003801697,0.00009668781,0.0002303448],"category_scores_gemma":[0.001471411,0.0001818036,0.000264958,0.00135373,0.0003383215,0.0001950142,0.0003805159,0.0008122886,0.00001090234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009483749,"about_ca_system_score_gemma":0.001360406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001832163,"about_ca_topic_score_gemma":0.0004564747,"domain_scores_codex":[0.995805,0.0004806401,0.0008635463,0.0006208876,0.001705259,0.0005246142],"domain_scores_gemma":[0.9970508,0.0009395416,0.0003474168,0.000673338,0.0008830861,0.0001058352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000634495,0.00147625,0.9257722,0.0002587519,0.0001514018,0.00004111348,0.000991645,0.0003649628,0.06860193,0.00005064463,0.0009758211,0.0006807355],"study_design_scores_gemma":[0.002490836,0.0001851581,0.9837391,0.0004162529,0.0000379712,0.00001564911,0.000704261,0.002438452,0.009053577,0.00002134076,0.0007576803,0.0001396686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937767,0.0008805991,0.000004728491,0.0006248482,0.001403046,0.001901081,0.00003512189,0.00002675023,0.001347105],"genre_scores_gemma":[0.9978514,0.0005208486,0.00003338178,0.00007503869,0.0002061613,0.0002410552,0.00001044259,0.0000376255,0.001024081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05954835,"threshold_uncertainty_score":0.7413737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04831715106326516,"score_gpt":0.3555535540802199,"score_spread":0.3072364030169547,"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."}}