{"id":"W4387409102","doi":"10.21203/rs.3.rs-3263385/v1","title":"The future of MEG: Improved task-related responses using optically-pumped magnetometers compared to a conventional system","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Atomic and Subatomic Physics Research","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"Canadian Institutes of Health Research; Hospital for Sick Children; Simons Foundation Autism Research Initiative","keywords":"Magnetoencephalography; Magnetometer; Task (project management); Computer science; Noise (video); Artificial intelligence; Psychology; Neuroscience; Electroencephalography; Physics; Engineering; Magnetic field","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001114555,0.0003600283,0.0002428577,0.0003088995,0.0001184117,0.0006430966,0.0003597879,0.0006122391,0.001984049],"category_scores_gemma":[0.00321878,0.0001838002,0.0001518133,0.0002815634,0.0005335613,0.0009763658,0.000403793,0.0003606832,0.0003041855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001814479,"about_ca_system_score_gemma":0.0001587642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004834415,"about_ca_topic_score_gemma":0.000845863,"domain_scores_codex":[0.9997277,0.0001174496,0.00001542944,0.00005992633,0.00005922438,0.00002034738],"domain_scores_gemma":[0.9990708,0.0004502376,0.00009733246,0.0001463286,0.0001974531,0.00003787425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001349084,0.0001276851,0.02891599,0.0004952946,0.0001149474,0.0001909034,0.0004349443,0.0008788777,0.6825254,0.002522263,0.00257898,0.2798656],"study_design_scores_gemma":[0.0002857446,0.003244046,0.5456284,0.0004359832,0.000599637,0.00364834,0.001799157,0.024144,0.3654649,0.0192264,0.03534181,0.0001816386],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8659452,0.01013334,0.1074289,0.006776887,0.0004919856,0.00008090793,0.001039468,0.0005558857,0.007547334],"genre_scores_gemma":[0.948806,0.002205862,0.04634833,0.0008382918,0.0002968936,0.00007650613,0.0001711736,0.00005940715,0.001197566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001984049,"threshold_uncertainty_score":0.006637335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07401711194782527,"score_gpt":0.4038061341174672,"score_spread":0.329789022169642,"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."}}