{"id":"W4380872334","doi":"10.1002/mus.27850","title":"Guidelines for Qualifications of Neurodiagnostic Personnel: A Joint Position Statement of the American Clinical Neurophysiology Society, the American Association of Neuromuscular &amp; Electrodiagnostic Medicine, the American Society of Neurophysiological Monitoring, and <scp>ASET</scp> The Neurodiagnostic Society","year":2023,"lang":"en","type":"article","venue":"Muscle & Nerve","topic":"Intraoperative Neuromonitoring and Anesthetic Effects","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cytodiagnostics (Canada)","funders":"","keywords":"Certification; Clinical neurophysiology; Association (psychology); Professional association; Position statement; Quality (philosophy); Medicine; Medical education; Psychology; Family medicine; Political science; Public relations; Law; Psychiatry","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":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.00180219,0.000400815,0.001217234,0.00005047047,0.0004881986,0.00001985268,0.0005304306,0.00006799123,0.000001254446],"category_scores_gemma":[0.01251876,0.0002018421,0.001170384,0.001514076,0.003214048,0.00004176628,0.0002213585,0.0007407522,0.000001693778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005116146,"about_ca_system_score_gemma":0.0001717223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005960495,"about_ca_topic_score_gemma":0.000005484509,"domain_scores_codex":[0.994487,0.002069665,0.001446161,0.0006474758,0.000793443,0.0005562208],"domain_scores_gemma":[0.9778073,0.01725196,0.002724581,0.0009605229,0.001147007,0.000108559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001369643,0.0007599481,0.03874426,0.0004270147,0.0005040246,0.000006047676,0.00497135,0.002550695,0.9057208,0.0001359211,0.0430157,0.003027252],"study_design_scores_gemma":[0.0008348465,0.005350701,0.9774678,0.0001676827,0.0007892463,0.00001463161,0.003617915,0.00381784,0.006526863,0.00007855058,0.001222907,0.0001110179],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674003,0.000137157,0.0001151906,0.03038917,0.0003870429,0.001407772,0.0001048957,0.00005582986,0.000002630065],"genre_scores_gemma":[0.9911289,0.004564287,0.0002633517,0.003029021,0.0006484659,0.0002178956,0.0000390819,0.00006358585,0.00004540878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9387236,"threshold_uncertainty_score":0.9994986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09674719073615802,"score_gpt":0.3889228429574011,"score_spread":0.2921756522212431,"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."}}