{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00124364,0.0002486157,0.0002848803,0.001159718,0.0005056448,0.0005780587,0.0003983805,0.0003210779,0.0008673684],"category_scores_gemma":[0.002516134,0.0002825624,0.0004426345,0.001185401,0.0003430551,0.000490328,0.0004707172,0.0003726532,0.0002263817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005196178,"about_ca_system_score_gemma":0.0006985039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005842536,"about_ca_topic_score_gemma":0.007019699,"domain_scores_codex":[0.9992513,0.0001876278,0.000112791,0.0001966317,0.0001491785,0.0001024113],"domain_scores_gemma":[0.9969162,0.0004444553,0.001751833,0.0002923266,0.0002950358,0.0003000546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002419977,0.000008902201,0.9993045,0.000003359702,0.0000186391,0.00006603121,0.00004232677,0.00001166287,0.00008314577,0.000004131799,0.0000398656,0.000393085],"study_design_scores_gemma":[0.000004001526,0.00007831826,0.9985689,0.000006462704,0.00003374548,0.0006940238,0.0002296162,0.00007072618,0.00008419536,0.000005665845,0.0002204052,0.000003851365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990751,0.0003737563,0.00008416793,0.00002662623,0.00000250848,0.00000990878,0.0002568817,0.000002941293,0.0001680618],"genre_scores_gemma":[0.9994629,0.0001395285,0.00005180548,0.00002044811,0.000005116412,0.000008816573,0.0002684562,0.000002344987,0.00004067488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005842536,"threshold_uncertainty_score":0.01161706,"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."}}