{"id":"W1997659941","doi":"10.1371/journal.pone.0110823","title":"Identifying Predictors of Early Growth Response and Adverse Radiation Effects of Vestibular Schwannomas to Radiosurgery","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; St. Michael's Hospital; University Health Network","funders":"","keywords":"Radiosurgery; Vestibular Schwannomas; Medicine; Vestibular system; Adverse effect; Audiology; Radiation therapy; Radiology; Internal 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":[0.0006119641,0.0002237724,0.0003253567,0.0009109514,0.0002180208,0.0003823912,0.0003391349,0.0003459819,0.001380637],"category_scores_gemma":[0.004076004,0.000171006,0.0002758258,0.0005323864,0.0002822113,0.0004074362,0.0003592263,0.0004360045,0.0002334511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000225666,"about_ca_system_score_gemma":0.0004135137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001628974,"about_ca_topic_score_gemma":0.002371825,"domain_scores_codex":[0.9995346,0.00009051371,0.00008455718,0.00007182205,0.0001355037,0.00008296275],"domain_scores_gemma":[0.9958712,0.001185109,0.001997822,0.000132805,0.0003997134,0.0004132848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006843748,0.000009838604,0.9985745,0.000005341154,0.000007799703,0.00003771498,0.000009020855,0.00003145811,0.0001782954,0.000001863155,0.00002132602,0.001054424],"study_design_scores_gemma":[0.000003464584,0.0001365712,0.9986058,0.000005533038,0.00001501251,0.0006014924,0.00007349463,0.0002172444,0.0002360177,0.000005757346,0.00009741853,0.000002274005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992386,0.0003074676,0.00009005801,0.00002216486,0.000004185042,0.000006953481,0.0001219515,0.000003993227,0.0002046932],"genre_scores_gemma":[0.9995015,0.00009612999,0.0001133649,0.0000102021,0.000009846845,0.000006000548,0.000192316,0.000002051473,0.00006848585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001628974,"threshold_uncertainty_score":0.004618764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01953641544468271,"score_gpt":0.2228080484813678,"score_spread":0.2032716330366851,"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."}}