{"id":"W4396807478","doi":"10.25259/sni_43_2024","title":"Meningioma recurrence: Time for an online prediction tool?","year":2024,"lang":"en","type":"article","venue":"Surgical Neurology International","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"","keywords":"Medicine; Meningioma; CDKN2A; Grading (engineering); MEDLINE; Bioinformatics; Pathology; Internal medicine; Cancer","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":[0.008145227,0.0005173442,0.001847581,0.003893916,0.0002860643,0.002463737,0.001357038,0.001238024,0.009092265],"category_scores_gemma":[0.06951873,0.0003057291,0.001955763,0.003355234,0.0002216439,0.00404512,0.0006047962,0.001585621,0.002022716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008654869,"about_ca_system_score_gemma":0.001689824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003322186,"about_ca_topic_score_gemma":0.005156897,"domain_scores_codex":[0.9968251,0.00136544,0.0007503619,0.0003593121,0.0006065315,0.00009326052],"domain_scores_gemma":[0.953872,0.0368215,0.004374163,0.0006616436,0.003738499,0.0005321168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001199594,0.0002138112,0.06785719,0.02031907,0.0009555646,0.001068815,0.0004428976,0.001905464,0.0003462337,0.002135686,0.05577935,0.8477763],"study_design_scores_gemma":[0.00160799,0.002667795,0.1985173,0.1653186,0.01813538,0.0152614,0.005378798,0.06305261,0.005144317,0.03620745,0.487814,0.0008942548],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0993569,0.6914454,0.05292178,0.09266184,0.004511815,0.001184844,0.02253971,0.002402701,0.03297501],"genre_scores_gemma":[0.652644,0.2148843,0.0929458,0.01058207,0.003907656,0.001918053,0.01766253,0.0003276575,0.005127979],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.009092265,"threshold_uncertainty_score":0.04307657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04145766281809859,"score_gpt":0.3243528757934619,"score_spread":0.2828952129753633,"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."}}