{"id":"W4312191874","doi":"10.1093/braincomms/fcac336","title":"Meta-topologies define distinct anatomical classes of brain tumours linked to histology and survival","year":2022,"lang":"en","type":"article","venue":"Brain Communications","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Mila - Quebec Artificial Intelligence Institute; Montreal Neurological Institute and Hospital","funders":"Bundesministerium für Bildung und Forschung","keywords":"Neuroepithelial cell; Network topology; Topology (electrical circuits); Computer science; Biology; Pathology; Medicine; Mathematics; Gene","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":[0.0004725293,0.0003523664,0.0003297212,0.002331692,0.0002248449,0.0008415218,0.0002591956,0.0003472129,0.0009685848],"category_scores_gemma":[0.002606016,0.0001675668,0.0005900681,0.001161377,0.0004116983,0.0005406007,0.0006097476,0.0003386219,0.0002708131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003010276,"about_ca_system_score_gemma":0.0002131902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001151987,"about_ca_topic_score_gemma":0.001874788,"domain_scores_codex":[0.999715,0.00006329896,0.00003104506,0.00008842879,0.00005306438,0.00004923188],"domain_scores_gemma":[0.9986705,0.0005134844,0.0003737783,0.0001641668,0.0001882196,0.00008988448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001087709,0.00008563722,0.8276682,0.0002232114,0.0003923086,0.0008042591,0.0005493914,0.03066467,0.0521873,0.002516232,0.001055204,0.08276577],"study_design_scores_gemma":[0.00003471794,0.0002874391,0.7539537,0.00006270478,0.0002290904,0.003571504,0.0007911873,0.2175248,0.01036567,0.01087032,0.002241705,0.000067106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742724,0.0002749648,0.02353753,0.00005646172,0.000006536405,0.00002918588,0.001131208,0.0001225117,0.0005692553],"genre_scores_gemma":[0.9928609,0.00005572823,0.006027598,0.0000060887,0.000004600236,0.00001757752,0.0008970361,0.0000110899,0.0001194301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002331692,"threshold_uncertainty_score":0.003240228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1146381501461182,"score_gpt":0.3542250621989824,"score_spread":0.2395869120528641,"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."}}