{"id":"W3159944155","doi":"10.1016/j.wneu.2021.04.066","title":"Optimal Management of Calvarial Lymphoma: A Meta-Analysis","year":2021,"lang":"en","type":"review","venue":"World Neurosurgery","topic":"CNS Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Headaches; Radiation therapy; Scalp; Surgery; Biopsy; Lymphoma; Meta-analysis; Radiology; Chemotherapy; Differential diagnosis; Internal medicine; Pathology","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","metaepi_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003287868,0.0007303453,0.009841424,0.001318774,0.00005619925,0.00004817099,0.0001714725,0.0001517669,0.001683177],"category_scores_gemma":[0.00003007651,0.000523844,0.01538033,0.003567764,0.00007162221,0.00003232334,0.0002377779,0.0001416567,0.0000583001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001885563,"about_ca_system_score_gemma":0.0002948878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003854694,"about_ca_topic_score_gemma":0.000007580184,"domain_scores_codex":[0.9960283,0.0003108579,0.001560971,0.0009875501,0.0006916863,0.0004206017],"domain_scores_gemma":[0.996893,0.0006683327,0.0007304936,0.001391647,0.00008599392,0.0002305297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002280152,0.001637615,0.00003377092,0.008553483,0.5119933,0.007079205,0.000004618006,0.00001124681,6.952256e-8,0.000401368,0.005227715,0.4650348],"study_design_scores_gemma":[0.0002452951,0.00001818659,0.0001029725,0.0006612052,0.482811,0.00007756255,0.000001298297,0.000001472138,0.000003326778,4.050093e-7,0.5159064,0.0001708972],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002774435,0.9965529,0.0000104398,0.0001280198,0.0004319162,0.0008395253,0.0001898622,0.00005012942,0.001769454],"genre_scores_gemma":[0.0001486125,0.9911453,0.0005649164,0.0001879977,0.000135103,0.0006306046,0.0005367221,0.00009658385,0.00655422],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5106787,"threshold_uncertainty_score":0.9997213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1450176122342376,"score_gpt":0.3639322070471828,"score_spread":0.2189145948129451,"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."}}