{"id":"W4313333006","doi":"10.1016/j.wneu.2022.12.119","title":"Improving the Accuracy of Biologically Effective Dose Estimates, from a Previously Published Study, After Radiosurgery for Acoustic Neuromas","year":2022,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"Bangor University; Cancer Research UK; European Social Fund; Elekta","keywords":"Medicine; Radiosurgery; Acoustic neuroma; Medical physics; Radiology; Audiology; Radiation therapy","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":[0.004515881,0.0007231929,0.0005235982,0.001437987,0.0002336094,0.0008629856,0.001098115,0.0006466805,0.001350849],"category_scores_gemma":[0.01762614,0.0003096268,0.0009346691,0.0005759002,0.0003272225,0.0008352705,0.000470797,0.0004156881,0.0007529412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007697414,"about_ca_system_score_gemma":0.0005182998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002222964,"about_ca_topic_score_gemma":0.002766705,"domain_scores_codex":[0.9979777,0.0007133435,0.0002755935,0.0002960665,0.0006817968,0.00005548397],"domain_scores_gemma":[0.9939315,0.00252926,0.001042735,0.001067883,0.001369182,0.00005950745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002962616,0.0004619304,0.2261375,0.002342544,0.001101543,0.0006641924,0.0008346079,0.03140049,0.1001706,0.0006399722,0.001782339,0.6315018],"study_design_scores_gemma":[0.0001441129,0.004991492,0.5237944,0.000586951,0.002379967,0.005161024,0.0004183372,0.06975726,0.3617084,0.000969171,0.02983942,0.0002495946],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8589748,0.02123748,0.1123607,0.0002622691,0.0003322876,0.000135587,0.0008608785,0.001018676,0.004817311],"genre_scores_gemma":[0.9584854,0.002415372,0.03650415,0.00007684301,0.00005448523,0.00006191976,0.0007361555,0.0003319556,0.001333616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004515881,"threshold_uncertainty_score":0.02388257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02050123244372538,"score_gpt":0.2611646053669329,"score_spread":0.2406633729232076,"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."}}