{"id":"W2066066824","doi":"10.1118/1.3613083","title":"TU-A-BRC-07: Toward Predicting the Location of GBM Recurrence after Radiotherapy Using Patient-Specic DTI and Numerical Modelling","year":2011,"lang":"en","type":"article","venue":"Medical Physics","topic":"Mathematical Biology Tumor Growth","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Diffusion MRI; Medicine; Radiation therapy; White matter; Glioblastoma; Magnetic resonance imaging; Nuclear medicine; Radiology; Cancer research","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004825262,0.0001814018,0.000351808,0.00002177463,0.00006877926,0.000009765231,0.0002362176,0.0001241885,0.0001679691],"category_scores_gemma":[0.0005667547,0.0001183392,0.0000618114,0.0002265498,0.0004117063,0.00008756252,0.00009639523,0.0003434376,0.000006157263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003465951,"about_ca_system_score_gemma":0.000073676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002155616,"about_ca_topic_score_gemma":3.319086e-7,"domain_scores_codex":[0.9983366,0.0001439196,0.0004967384,0.0002582234,0.0004993575,0.000265205],"domain_scores_gemma":[0.9985996,0.000606105,0.0002241364,0.0003140073,0.0001208802,0.0001352844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00161968,0.008197116,0.07908741,0.009852453,0.001416669,0.0001711356,0.289905,0.0004744107,0.001277787,0.3411742,0.001425649,0.2653986],"study_design_scores_gemma":[0.0006683608,0.0003264747,0.0005130915,0.000930027,0.0001441552,0.00004714536,0.0004593872,0.4553617,0.004856814,0.536244,0.00004193453,0.0004069451],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3940757,0.0002332829,0.6050638,0.00008246468,0.00009530289,0.0001952152,0.000002946832,0.00003131138,0.0002199939],"genre_scores_gemma":[0.9774082,0.00003347809,0.0221858,0.0001342329,0.0001851548,0.00002263075,0.000001483704,0.00002477043,0.000004233304],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5833325,"threshold_uncertainty_score":0.4825734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08736224579349759,"score_gpt":0.2968008311525043,"score_spread":0.2094385853590067,"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."}}