{"id":"W4294335631","doi":"10.1212/wnl.0000000000201262","title":"Opinion & Special Article: Glioma Classification","year":2022,"lang":"en","type":"article","venue":"Neurology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Princess Margaret Cancer Centre","funders":"","keywords":"Glioma; Grading (engineering); Isocitrate dehydrogenase; Medicine; IDH1; Astrocytoma; Neurology; Pathology; Brain tumor; Glioblastoma; Oncology; Bioinformatics; Cancer research; Biology; Gene; Psychiatry","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":[0.0009293164,0.0007799943,0.0008705308,0.002642073,0.0006853042,0.00211304,0.00129851,0.002730725,0.04548875],"category_scores_gemma":[0.005981538,0.0003327572,0.0008268653,0.00145621,0.0006621637,0.00182328,0.0009217959,0.002944026,0.03686965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001571657,"about_ca_system_score_gemma":0.001297119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003129748,"about_ca_topic_score_gemma":0.004458932,"domain_scores_codex":[0.999223,0.0001119527,0.0001104424,0.0001138898,0.0003343052,0.0001064112],"domain_scores_gemma":[0.9967385,0.0004804773,0.000257513,0.00009194792,0.001928166,0.000503334],"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":[0.0000108398,0.000006943097,0.0001915432,0.0001621327,0.000005078046,0.0001517736,0.00000997855,0.00004100924,0.0001334555,0.0003255999,0.947118,0.05184376],"study_design_scores_gemma":[0.000009094521,0.0000112529,0.0008195169,0.0005255535,0.000009413166,0.001372874,0.00002589153,0.0000843619,0.0001218392,0.000746015,0.9962661,0.00000820519],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.001973495,0.08512626,0.003469601,0.1364632,0.6117892,0.000343811,0.003599218,0.0009042695,0.1563311],"genre_scores_gemma":[0.01014011,0.1197652,0.003090389,0.06577205,0.6639003,0.0002271412,0.007462462,0.0004961329,0.1291462],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.04548875,"threshold_uncertainty_score":0.152175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04187108962322394,"score_gpt":0.2990324555732781,"score_spread":0.2571613659500542,"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."}}