{"id":"W2312847545","doi":"10.1093/neuonc/nou237.31","title":"AT-31A CANADIAN QUESTIONNAIRE ON THE MANAGEMENT OF ADULT DIFFUSE LOW GRADE GLIOMAS","year":2014,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Magnetic resonance imaging; Perioperative; Neurocognitive; Craniotomy; Surgery; General surgery; Radiology; Cognition; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001004165,0.0002900071,0.0002750477,0.0009879867,0.0014258,0.0004643998,0.000415781,0.0004933235,0.01077705],"category_scores_gemma":[0.003887965,0.000136996,0.0003488518,0.001326272,0.0003718061,0.0003670575,0.000453249,0.0005606568,0.001769047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01115948,"about_ca_system_score_gemma":0.01140212,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7097282,"about_ca_topic_score_gemma":0.8346543,"domain_scores_codex":[0.9992965,0.00008759599,0.00009192763,0.00005079758,0.0002342058,0.0002388286],"domain_scores_gemma":[0.9955711,0.000510562,0.0005230127,0.00004485182,0.002504562,0.000845981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004347801,0.0005663577,0.5356057,0.0013038,0.00005912939,0.0007328849,0.005779812,0.0009662177,0.001847283,0.00103983,0.3373824,0.1142817],"study_design_scores_gemma":[0.00005442967,0.0002949703,0.8099812,0.0005360087,0.00002007302,0.0006313507,0.005097104,0.0005551149,0.0002241137,0.0001683069,0.1823691,0.00006815015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.743722,0.00356458,0.001452084,0.02074959,0.0007102124,0.003793111,0.09988234,0.0002199122,0.1259061],"genre_scores_gemma":[0.9191539,0.006120665,0.006075033,0.007680183,0.0002376256,0.002235112,0.02603465,0.00006063566,0.03240211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2902718,"threshold_uncertainty_score":0.5839624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01341866723983448,"score_gpt":0.2625075014358827,"score_spread":0.2490888341960482,"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."}}