{"id":"W4308262990","doi":"10.1038/s41598-022-22387-7","title":"Predicting overall survival in diffuse glioma from the presurgical connectome","year":2022,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Cancer Institute; National Institutes of Health","keywords":"Connectome; Glioma; Computer science; Medicine; Functional connectivity; Neuroscience; Biology; Cancer research","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":[0.0006423108,0.0004674635,0.0003137477,0.0007980243,0.00009760541,0.0003554444,0.0001750784,0.000253285,0.0005502803],"category_scores_gemma":[0.001877483,0.0001282415,0.0004483541,0.0004249046,0.0001906246,0.0003440408,0.0004119624,0.0003622442,0.00016009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003372018,"about_ca_system_score_gemma":0.0002781627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005258198,"about_ca_topic_score_gemma":0.01007326,"domain_scores_codex":[0.9998885,0.00004337594,0.000005690716,0.00003029648,0.00001742404,0.00001467633],"domain_scores_gemma":[0.9995266,0.0002209499,0.0001219187,0.00004050648,0.00003988727,0.00005014128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001655953,0.0001408773,0.8018304,0.00008010101,0.0004115231,0.000344242,0.0001493345,0.1326314,0.007131051,0.0003623453,0.001008005,0.05425476],"study_design_scores_gemma":[0.00003136264,0.0004879356,0.5037167,0.00002573523,0.000141489,0.0004509995,0.0001484436,0.4898779,0.002216856,0.002222029,0.0006397077,0.00004082673],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959538,0.0001299911,0.003293396,0.00005484522,0.000004366718,0.000007132841,0.0002929328,0.0000398664,0.0002236088],"genre_scores_gemma":[0.9981365,0.00007305655,0.0008254691,0.000008182903,0.000004811627,0.000007427397,0.0008119134,0.000005580143,0.0001270849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005258198,"threshold_uncertainty_score":0.01045519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02156010817805373,"score_gpt":0.2628297404334315,"score_spread":0.2412696322553778,"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."}}