{"id":"W4283395456","doi":"10.1017/cjn.2022.90","title":"GP.6 The Impact of Brain Invasion on Intracranial Meningioma Grading","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Biotech (Canada)","funders":"","keywords":"Meningioma; Grading (engineering); Medicine; Cohort; Incidence (geometry); Cohort study; Radiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001398462,0.0001604347,0.0001393099,0.001043439,0.0002401382,0.0007898132,0.0003103663,0.0001692637,0.002959502],"category_scores_gemma":[0.008800063,0.00008753588,0.0004050331,0.0009416353,0.0003203282,0.000292449,0.0005237992,0.0003396615,0.0004753951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009074809,"about_ca_system_score_gemma":0.001309932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02248358,"about_ca_topic_score_gemma":0.03173224,"domain_scores_codex":[0.998754,0.000256954,0.0001251447,0.000138091,0.000569923,0.0001558208],"domain_scores_gemma":[0.9953003,0.001024295,0.002048085,0.0002268175,0.0009904885,0.0004100051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007819955,0.000006726238,0.984379,0.00002600758,0.00004086743,0.0001147158,0.00007991953,0.000112103,0.0002093799,0.00006489701,0.0005825445,0.01430563],"study_design_scores_gemma":[0.000001540422,0.00003638052,0.9980426,0.00002796684,0.00003169878,0.0004588704,0.0001020134,0.0002139681,0.0001623312,0.00005237171,0.0008671767,0.000003106046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863474,0.001557629,0.0005372928,0.0004876149,0.00005283475,0.00002747665,0.001548135,0.00002954462,0.009412065],"genre_scores_gemma":[0.9983158,0.0003041686,0.0002768636,0.00003446666,0.00002166434,0.000006726229,0.0005559757,0.000009659406,0.0004747537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02248358,"threshold_uncertainty_score":0.04470545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04323709734319189,"score_gpt":0.2995862008053845,"score_spread":0.2563491034621926,"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."}}