{"id":"W2585516439","doi":"10.1017/cjn.2016.449","title":"Atypical Meningioma: Referral Patterns, Treatment and Adherence to Guidelines","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; South Health Campus; University of Calgary; Calgary Laboratory Services","funders":"Albaha University; Canadian Association of Radiation Oncology; University of Calgary; American Society for Radiation Oncology","keywords":"Medicine; Referral; Cohort; Guideline; Retrospective cohort study; Surgery; Port (circuit theory); Meningioma; Pediatrics; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0009780383,0.00007051416,0.0001597199,0.0008604402,0.0002333636,0.0003865633,0.0002657259,0.0003502225,0.0009165311],"category_scores_gemma":[0.009884847,0.00008851149,0.0001523903,0.001601697,0.000158318,0.0003524865,0.0002799234,0.0002398016,0.0001506228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005971984,"about_ca_system_score_gemma":0.0008025167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009456658,"about_ca_topic_score_gemma":0.01585915,"domain_scores_codex":[0.9985881,0.0003539724,0.0003356192,0.0001873531,0.0004159212,0.0001189826],"domain_scores_gemma":[0.9923374,0.001268782,0.005289221,0.0001131121,0.0006806228,0.0003107903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001663923,0.000009054467,0.9954385,0.0000241426,0.00001290036,0.000175179,0.0001086889,0.00002859064,0.0001003238,0.00001098184,0.0002648246,0.003810227],"study_design_scores_gemma":[0.00000284714,0.00002372267,0.9969491,0.00006468465,0.00001021943,0.001530417,0.0005836901,0.0001542406,0.00006138564,0.00001819604,0.0005988569,0.000002662034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961706,0.001558328,0.0001045824,0.000710736,0.00001063342,0.00001232005,0.0003375726,0.000006788684,0.001088476],"genre_scores_gemma":[0.9989024,0.0005353558,0.0001662399,0.00009730751,0.0000105027,0.000007760899,0.0002109453,0.00000217475,0.00006722167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009456658,"threshold_uncertainty_score":0.01880324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1613626335357372,"score_gpt":0.3637759780761406,"score_spread":0.2024133445404034,"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."}}