{"id":"W4364377807","doi":"10.1088/1361-6560/accc06","title":"Effects of head modeling errors on the spatial frequency representation of MEG","year":2023,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Atomic and Subatomic Physics Research","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Coquitlam College","funders":"Sandia National Laboratories","keywords":"Magnetoencephalography; Head (geology); SIGNAL (programming language); Acoustics; Computer science; Physics; Noise (video); Signal-to-noise ratio (imaging); Image resolution; Field (mathematics); Magnetocardiography; Interference (communication); Squid; Optics; Computer vision; Telecommunications; Geology; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002051722,0.00007958432,0.0002610393,0.00005858865,0.00003157676,0.000001117807,0.000107827,0.00002624235,0.00001084578],"category_scores_gemma":[0.00003574934,0.00004878739,0.00003670392,0.0003045508,0.0001973908,0.00002283785,0.00004903105,0.0001489493,0.000002972697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007288604,"about_ca_system_score_gemma":0.00003530028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002336771,"about_ca_topic_score_gemma":0.000006030369,"domain_scores_codex":[0.999306,0.0001064646,0.0002042103,0.0001492683,0.00008709543,0.0001469389],"domain_scores_gemma":[0.9991487,0.0005811932,0.00007402147,0.0001339508,0.00004076232,0.00002141493],"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":[0.0000774415,0.000157905,0.08990674,0.0001146621,0.0001250538,0.000001551412,0.00331791,0.00116228,0.1680294,0.5874326,0.0002272831,0.1494472],"study_design_scores_gemma":[0.001120194,0.0001632735,0.002983458,0.0001503151,0.00002258582,9.696384e-8,0.00170234,0.2170947,0.0308248,0.7458293,0.000007751144,0.0001011259],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814367,0.00003114122,0.01614417,0.0004710669,0.0000642851,0.0001644284,0.00000588289,0.000005589861,0.001676694],"genre_scores_gemma":[0.9996428,0.0000380692,0.00001099296,0.00003085638,0.000213843,0.00001844854,0.00002937154,0.000005957762,0.000009656687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2159325,"threshold_uncertainty_score":0.3532514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2420319587832131,"score_gpt":0.4424004827201673,"score_spread":0.2003685239369542,"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."}}