{"id":"W3170650872","doi":"10.1093/neuonc/noab132","title":"An international multicenter matched cohort analysis of incidental meningioma progression during active surveillance or after stereotactic radiosurgery: the IMPASSE study","year":2021,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Alberta; Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"National Institute for Health and Care Research","keywords":"Medicine; Asymptomatic; Radiosurgery; Meningioma; Cohort; Propensity score matching; Watchful waiting; Surgery; Radiology; Internal medicine; Radiation therapy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005202682,0.0001973047,0.0006883691,0.0003434828,0.00008314724,0.0000408334,0.0002074356,0.00007694393,0.0005262865],"category_scores_gemma":[0.0002455734,0.0001314152,0.000198203,0.0006951572,0.0000750689,0.0001848578,0.000233076,0.0002325225,0.000006166776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002609509,"about_ca_system_score_gemma":0.0001294482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003233574,"about_ca_topic_score_gemma":0.0001443853,"domain_scores_codex":[0.9974364,0.0006904295,0.0005533593,0.0005206479,0.0005258358,0.000273326],"domain_scores_gemma":[0.9983491,0.000364191,0.0003368183,0.0005861655,0.0002361513,0.0001275568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004879357,0.001593999,0.893011,0.00002310696,0.003044174,0.01340485,0.002385143,0.00001707156,0.08038343,0.000002641991,0.00002368447,0.001231577],"study_design_scores_gemma":[0.002415683,0.0009216343,0.983644,0.00001841415,0.001374271,0.000542224,0.002408398,0.001259845,0.006993202,7.806504e-7,0.0003060863,0.0001154407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975179,0.00002638554,0.00002056261,0.0007050161,0.0005418342,0.0008387057,0.00001588979,0.00003893103,0.000294819],"genre_scores_gemma":[0.9992135,0.000008984124,0.0001664408,0.0001437005,0.000108882,0.0002001477,0.0000610114,0.00002184872,0.00007553683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09063306,"threshold_uncertainty_score":0.5762469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01859419100777879,"score_gpt":0.3452171341877113,"score_spread":0.3266229431799325,"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."}}