{"id":"W4413112273","doi":"10.1017/cjn.2025.10368","title":"Reviewer Comment on Ndongo Sonfack et al. “Minimally Invasive Surgery for Cervical Meningioma: Systematic Review and Case Series”","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Meningioma; Medicine; Series (stratigraphy); General surgery; Surgery; Geology","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":[0.03088193,0.001669441,0.003037373,0.003067611,0.002456418,0.00449851,0.005277502,0.01966704,0.02122462],"category_scores_gemma":[0.2503208,0.001332372,0.004084189,0.003172708,0.002802698,0.005073313,0.002554707,0.01332248,0.01021658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006348595,"about_ca_system_score_gemma":0.01177181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01715649,"about_ca_topic_score_gemma":0.02302705,"domain_scores_codex":[0.9818112,0.005193411,0.004778257,0.001921951,0.005346874,0.0009483366],"domain_scores_gemma":[0.8547783,0.04887662,0.01221743,0.003088472,0.07750289,0.003536366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007663063,0.000005808742,0.0004691348,0.001234498,0.00008702562,0.0001694579,0.0001391459,0.00003513632,0.00006506217,0.0002783073,0.9956219,0.001817954],"study_design_scores_gemma":[0.001252995,0.0001135402,0.007556935,0.01047294,0.001112413,0.002322655,0.001213842,0.0007391889,0.0009959065,0.005406248,0.9684965,0.0003168607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003981341,0.002234608,0.0004703499,0.8779006,0.1154132,0.0002104779,0.002361177,0.0002380228,0.0007733954],"genre_scores_gemma":[0.004019816,0.002417111,0.0007497999,0.9398499,0.04796485,0.0008670279,0.0004052625,0.0001455758,0.003580666],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03088193,"threshold_uncertainty_score":0.1633212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05258509907187061,"score_gpt":0.3056271447032904,"score_spread":0.2530420456314198,"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."}}