{"id":"W1530069278","doi":"10.1111/bpa.12171","title":"<scp>I</scp>nternational <scp>S</scp>ociety of <scp>N</scp>europathology‐<scp>H</scp>aarlem <scp>C</scp>onsensus <scp>G</scp>uidelines for <scp>N</scp>ervous <scp>S</scp>ystem <scp>T</scp>umor <scp>C</scp>lassification and <scp>G</scp>rading","year":2014,"lang":"en","type":"article","venue":"Brain Pathology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":572,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; University of Toronto; Hospital for Sick Children; Princess Margaret Cancer Centre","funders":"World Health Organization","keywords":"Neuropathology; Medical diagnosis; Medicine; Set (abstract data type); Bioinformatics; Neuroscience; Computational biology; Computer science; Pathology; Biology; Disease","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":[0.00300784,0.0005109748,0.0005536453,0.002398113,0.001852054,0.002804065,0.001724868,0.002571305,0.1593724],"category_scores_gemma":[0.008406942,0.0003667402,0.0007862884,0.002245166,0.001591312,0.001538665,0.002267821,0.003897773,0.07224139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00378339,"about_ca_system_score_gemma":0.01381791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02747278,"about_ca_topic_score_gemma":0.05881574,"domain_scores_codex":[0.9976138,0.0002794975,0.000302642,0.0002976234,0.0010785,0.0004278789],"domain_scores_gemma":[0.9855128,0.001869255,0.0009175004,0.0008542467,0.007815544,0.003030659],"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":[0.00004323987,0.00003045797,0.00123202,0.0001683423,0.000008378028,0.0001893542,0.0000571179,0.0001416429,0.0006657158,0.003616425,0.9499995,0.04384781],"study_design_scores_gemma":[0.00001332456,0.00001561511,0.003492338,0.0002450405,0.00000665477,0.0003544303,0.0001210483,0.000116555,0.0007350055,0.0009488615,0.9939349,0.00001610388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006271711,0.01024568,0.006122943,0.1715918,0.06888382,0.0009238083,0.01634526,0.001152122,0.7184628],"genre_scores_gemma":[0.05060219,0.02202154,0.01687522,0.05934318,0.02045644,0.0009039244,0.03179487,0.002474676,0.795528],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1593724,"threshold_uncertainty_score":0.5331538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02781940748550444,"score_gpt":0.2799538387606934,"score_spread":0.252134431275189,"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."}}