{"id":"W3112650211","doi":"10.1093/neuonc/noaa215.593","title":"NCOG-55. HARMONIZING LANGUAGE TO MAXIMIZE IMPACT: AN UPDATE ON COMMON DATA ELEMENTS FOR MENINGIOMA AND REVIEW OF CLINICAL TRIALS IN MENINGIOMA","year":2020,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Alberta; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Meningioma; Clinical trial; Medical physics; Oncology; Internal medicine; Surgery","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.285543,0.002310075,0.01222731,0.02778941,0.001811807,0.01351766,0.01171235,0.005820746,0.01769318],"category_scores_gemma":[0.4768993,0.002745514,0.01337482,0.03740376,0.003653136,0.009645738,0.01385563,0.00851755,0.008152103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01506593,"about_ca_system_score_gemma":0.06968796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01163998,"about_ca_topic_score_gemma":0.01784635,"domain_scores_codex":[0.6816846,0.1322859,0.1341262,0.008680642,0.03949594,0.003726728],"domain_scores_gemma":[0.4039246,0.3369637,0.1031747,0.04569009,0.1016268,0.0086202],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001830669,0.00009962977,0.001415308,0.1949264,0.004695841,0.0001816915,0.001185728,0.001237187,0.0007513789,0.009986107,0.3832425,0.4004475],"study_design_scores_gemma":[0.001633278,0.000171826,0.003436133,0.1573942,0.003713718,0.0002229507,0.0002032444,0.0003754238,0.0005874597,0.007227555,0.8248463,0.0001878263],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.003595054,0.4721799,0.07121146,0.136715,0.02099294,0.05747312,0.1752014,0.01046042,0.05217083],"genre_scores_gemma":[0.01872037,0.3122829,0.3322449,0.06431337,0.006638076,0.1186209,0.129287,0.007004309,0.01088807],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.714457,"threshold_uncertainty_score":0.8810527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4427761434981502,"score_gpt":0.535081993609911,"score_spread":0.09230585011176085,"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."}}