{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002308458,0.000524907,0.0005845833,0.00100032,0.0006412944,0.0009907556,0.0007450926,0.0005151073,0.001217991],"category_scores_gemma":[0.004368347,0.0005147122,0.001326617,0.001451624,0.000427575,0.0006431821,0.000882889,0.0007104243,0.000268044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004189009,"about_ca_system_score_gemma":0.0004812858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004452859,"about_ca_topic_score_gemma":0.004222169,"domain_scores_codex":[0.998515,0.0005166237,0.0001367849,0.0004561285,0.0001896978,0.0001857823],"domain_scores_gemma":[0.9963093,0.0004676907,0.001612247,0.0009185913,0.0002633616,0.0004287819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00122742,0.0000716192,0.9962327,0.00001161009,0.0006108475,0.0001235737,0.0001234291,0.00003864657,0.0002157764,0.0000393566,0.0001553144,0.001149657],"study_design_scores_gemma":[0.0001391371,0.0005036975,0.9972525,0.000008019382,0.0004659541,0.0004634042,0.000281565,0.000320993,0.00009369855,0.00003418512,0.0004261319,0.00001068288],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999163,0.0001962563,0.0001249125,0.00001763018,0.000006725687,0.00001515747,0.0002944724,0.00000266894,0.0001792837],"genre_scores_gemma":[0.9991725,0.00007329458,0.00009234085,0.00002178549,0.0000149992,0.00001672296,0.0005460462,0.000003946022,0.00005825609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004452859,"threshold_uncertainty_score":0.01220846,"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."}}