{"id":"W4214843680","doi":"10.1055/s-0042-1743786","title":"Patient Selection for Adjuvant Radiotherapy in WHO Grade 2 Intracranial Meningiomas","year":2022,"lang":"en","type":"article","venue":"Journal of Neurological Surgery Part B Skull Base","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Radiation therapy; Adjuvant radiotherapy; Adjuvant; Meningioma; Adjuvant therapy; Overall survival; Surgery; Radiology; Oncology; Chemotherapy","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":[0.0003262998,0.0001267411,0.0002613869,0.0003618335,0.0003646036,0.0004414528,0.0001912388,0.0002876305,0.002046381],"category_scores_gemma":[0.00164415,0.0000603351,0.0002947224,0.0004602846,0.0001720022,0.0002031283,0.0001781009,0.0002912643,0.0001538241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003977999,"about_ca_system_score_gemma":0.000639932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000988977,"about_ca_topic_score_gemma":0.002636167,"domain_scores_codex":[0.9997792,0.00006831985,0.00003308427,0.0000326746,0.00003851603,0.00004827469],"domain_scores_gemma":[0.9992434,0.0002042157,0.0003190356,0.00001575199,0.00003914033,0.0001785078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006070591,0.00008501192,0.9890925,0.00002683809,0.0000323116,0.0005150688,0.00006958071,0.0001256797,0.0006679413,0.00003047204,0.0004318802,0.008315683],"study_design_scores_gemma":[0.00004263627,0.0009539668,0.9938677,0.00004152764,0.00008982271,0.002524633,0.0003540692,0.000424803,0.0006168928,0.0001401506,0.0009344917,0.000009435777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983947,0.000582398,0.00008119289,0.0002202609,0.00001768365,0.00000971225,0.00007963327,0.000003855014,0.0006106085],"genre_scores_gemma":[0.9994586,0.0001626886,0.0001140012,0.00006459749,0.00002488475,0.000008293956,0.00009437916,0.000001439968,0.00007116697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002046381,"threshold_uncertainty_score":0.006845832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03718157744498626,"score_gpt":0.266235015217533,"score_spread":0.2290534377725467,"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."}}