{"id":"W3212593103","doi":"10.1093/neuonc/noab259","title":"Consensus core clinical data elements for meningiomas (v2021.1)","year":2021,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"Canadian Institutes of Health Research; Brain Tumour Charity","keywords":"Medicine; Data sharing; Medical physics; Core (optical fiber); Meningioma; Process (computing); Computer science; Pathology; Alternative medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001124445,0.0002032815,0.0006899763,0.00008940666,0.0001220557,0.00002255207,0.0003324133,0.0002090488,0.0004141659],"category_scores_gemma":[0.002379076,0.0001941125,0.0001672087,0.0002134616,0.0001362174,0.000039664,0.0006582371,0.0003180475,0.0001102803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008171657,"about_ca_system_score_gemma":0.0006302019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004024461,"about_ca_topic_score_gemma":0.000009563093,"domain_scores_codex":[0.9971648,0.000243306,0.0009262198,0.000901262,0.0002777324,0.0004867066],"domain_scores_gemma":[0.9966356,0.001276794,0.0002502916,0.001319399,0.0002324356,0.000285514],"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":[0.001299211,0.00138269,0.04308967,0.0002146472,0.0007145476,0.03270502,0.0001461405,0.000002367041,0.1126015,0.003205549,0.7411621,0.06347647],"study_design_scores_gemma":[0.006168755,0.002140905,0.003240798,0.00002527948,0.0005159659,0.002050227,0.0002200756,0.002792682,0.001717925,0.000251603,0.9806961,0.0001797305],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9498013,0.0004611676,0.0009243956,0.01741806,0.003736739,0.001487035,0.0001554245,0.0001629965,0.02585293],"genre_scores_gemma":[0.8929411,0.0001076166,0.08470204,0.0118566,0.002264438,0.0002055992,0.002556098,0.0001415456,0.005224939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2395339,"threshold_uncertainty_score":0.7915677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2623891071117285,"score_gpt":0.4560366072294372,"score_spread":0.1936475001177087,"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."}}