{"id":"W3112218041","doi":"10.1088/2057-1976/abd239","title":"Feasibility of streamline upwind Petrov-Galerkin angular stabilization of the linear Boltzmann transport equation with magnetic fields","year":2020,"lang":"en","type":"article","venue":"Biomedical Physics & Engineering Express","topic":"Advanced MRI Techniques and Applications","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; BC Cancer Agency","funders":"Alberta Cancer Foundation","keywords":"Magnetic field; Physics; Imaging phantom; Galerkin method; Lorentz force; Mathematical analysis; Mechanics; Computational physics; Geometry; Mathematics; Finite element method; Optics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005080778,0.0001069901,0.0002178331,0.00001836241,0.00001607589,0.000001294118,0.0001100996,0.00006822991,0.00001692195],"category_scores_gemma":[0.00004523072,0.00007595186,0.00006978823,0.0003332011,0.00009986506,0.00003825101,0.0000220456,0.0001425743,2.971412e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001759642,"about_ca_system_score_gemma":0.00004543288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008798552,"about_ca_topic_score_gemma":1.456376e-7,"domain_scores_codex":[0.9991446,0.000007788394,0.0002589918,0.0001752362,0.0003059544,0.0001074796],"domain_scores_gemma":[0.9994049,0.000032772,0.00008420036,0.0002918156,0.000094143,0.00009215199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001515284,0.0006291551,0.005902512,0.0008770545,0.00002612413,0.000002628464,0.0006005437,0.02515743,0.9616106,0.002166412,0.00008208476,0.002793909],"study_design_scores_gemma":[0.005979775,0.003527098,0.06093472,0.001445931,0.0006906238,0.000009648405,0.0002974894,0.4805362,0.4194404,0.001536649,0.02474881,0.0008527078],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.232588,0.00004755153,0.7665236,0.0003726775,0.00001517587,0.0003479057,0.00003935254,0.0000530325,0.00001274929],"genre_scores_gemma":[0.9376093,0.000009815768,0.06209581,0.0000400105,0.0001210278,0.00002270121,0.0000757056,0.00001763447,0.000007961106],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7050214,"threshold_uncertainty_score":0.3097227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0263369765356109,"score_gpt":0.2630527408948288,"score_spread":0.2367157643592179,"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."}}