{"id":"W7018489295","doi":"","title":"Describing phenotypic subtypes of GBM in DWI imaging in relation to its genotypic subtypes","year":2021,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Proportional hazards model; Genotype; Hazard ratio; Survival analysis; Multivariate analysis; Phenotype; Glioblastoma; Central nervous system; Correlation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005659733,0.0003181245,0.0002216088,0.001717493,0.0002968184,0.0006468192,0.0003161721,0.0002182523,0.000792666],"category_scores_gemma":[0.001908518,0.0001533175,0.0002778873,0.001149608,0.0002994224,0.0005195202,0.0005481766,0.0002834061,0.0002574511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002284616,"about_ca_system_score_gemma":0.0002831352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002491768,"about_ca_topic_score_gemma":0.004187802,"domain_scores_codex":[0.9996586,0.00006337887,0.0000526045,0.00007541868,0.00007519295,0.00007491088],"domain_scores_gemma":[0.9991446,0.0001370292,0.0003567439,0.00007897569,0.0001778614,0.0001048538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001485852,0.00001040917,0.9898582,0.00001645036,0.00002957652,0.0003232658,0.00007880562,0.0001332879,0.00158245,0.00007591553,0.0001435668,0.007599413],"study_design_scores_gemma":[0.000004456482,0.00007100229,0.9936847,0.00001450926,0.0000434575,0.003525171,0.0004647072,0.0006274002,0.0006243729,0.0002652048,0.0006666541,0.000008315385],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975286,0.0004042037,0.0005407862,0.00003678819,0.000004810123,0.00001665588,0.0002977567,0.00001047636,0.001159876],"genre_scores_gemma":[0.9985384,0.0002041062,0.0004711485,0.000009627299,0.000007095665,0.00001111162,0.0005454548,0.000006106232,0.0002069578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002491768,"threshold_uncertainty_score":0.004954517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02081616359942879,"score_gpt":0.2277329206585107,"score_spread":0.2069167570590819,"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."}}