{"id":"W2002312553","doi":"10.1097/coc.0b013e31816fc920","title":"Meningiomas in 2009","year":2009,"lang":"en","type":"review","venue":"American Journal of Clinical Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; BC Cancer Agency","funders":"","keywords":"Medicine; Meningioma; Radiation therapy; Epidemiology; Translational research; Medical physics; Pathology; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004923373,0.0003753121,0.009423874,0.0008212457,0.00002018214,0.00001174838,0.000429894,0.0004090439,0.0001220809],"category_scores_gemma":[0.001654876,0.0002572576,0.002034696,0.000823228,0.0003902352,0.00005822661,0.00007757951,0.002133637,0.00008035945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002862726,"about_ca_system_score_gemma":0.002298763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001217758,"about_ca_topic_score_gemma":0.000002814468,"domain_scores_codex":[0.9917626,0.001393016,0.005593238,0.0003635624,0.000455725,0.0004319088],"domain_scores_gemma":[0.9913262,0.001997791,0.005565833,0.0003962805,0.0001780035,0.000535935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003153795,0.000654663,0.0001522833,0.0004537786,0.0004806427,0.01779652,0.00002105384,4.131733e-7,3.987948e-8,0.00006983669,0.004521086,0.9755343],"study_design_scores_gemma":[0.001567341,0.01722537,0.000765787,0.005806068,0.002128046,0.006717308,0.00004605367,0.000002253016,2.544453e-8,0.0000633302,0.9654802,0.0001982001],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009292259,0.983026,0.00004725356,0.001044142,0.0008952338,0.0004082922,0.000001854619,0.00001186785,0.01363616],"genre_scores_gemma":[0.0003687217,0.9891127,0.007910148,0.0005341361,0.001354815,0.000006545765,0.000006792501,0.00003848273,0.0006676473],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9753361,"threshold_uncertainty_score":0.999988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2191886761122939,"score_gpt":0.549462012006547,"score_spread":0.3302733358942531,"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."}}