{"id":"W4379231644","doi":"10.3390/brainsci13060896","title":"Surgical Morbidity in Relation to the Surgical Approach for Olfactory Groove Meningiomas—A Pooled Analysis of 1016 Patients and Proposal of a New Reporting System","year":2023,"lang":"en","type":"review","venue":"Brain Sciences","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton General Hospital","funders":"","keywords":"Medicine; Meningioma; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00638916,0.000214647,0.001806618,0.00097919,0.00009596541,0.00003094146,0.0002394076,0.0001329175,0.00000647395],"category_scores_gemma":[0.00134599,0.0001210856,0.0004596559,0.003334447,0.0001409132,0.00006441532,0.0001557735,0.0001276129,0.00000111862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008651406,"about_ca_system_score_gemma":0.0003450473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001799476,"about_ca_topic_score_gemma":0.00001310558,"domain_scores_codex":[0.9961258,0.0002802096,0.001929779,0.0006005654,0.0008018152,0.000261796],"domain_scores_gemma":[0.9969123,0.0007616574,0.001833351,0.00027901,0.00009284879,0.0001208539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009187207,0.0014818,0.06448415,0.1681555,0.01529288,0.001858918,0.01071901,0.001721027,0.00001098101,0.02874473,0.005977241,0.7006351],"study_design_scores_gemma":[0.01562969,0.008260719,0.1725589,0.09526519,0.09836049,0.001582439,0.0112409,0.09185299,0.00004133915,0.0004973151,0.499956,0.004754021],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4860727,0.4956845,0.001015148,0.0004572801,0.0003346435,0.01165349,0.00008996332,0.0001133087,0.004578975],"genre_scores_gemma":[0.8802475,0.0818436,0.02274812,0.00003371509,0.001110274,0.001895443,0.001647891,0.0002451906,0.01022832],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.695881,"threshold_uncertainty_score":0.4937729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1893486623257953,"score_gpt":0.3851001159625014,"score_spread":0.1957514536367061,"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."}}