{"id":"W3196220305","doi":"10.1017/cjn.2021.196","title":"Not so Shocking: Electromyography in Pediatrics Remains Feasible and Diagnostically Useful","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Neurogenetic and Muscular Disorders Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Electromyography; Medicine; Physical medicine and rehabilitation; Pediatrics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.003006521,0.0002632361,0.0005363758,0.001335984,0.001407691,0.0006317516,0.0007651576,0.0001846488,0.0001106052],"category_scores_gemma":[0.0060775,0.0001909108,0.0002274278,0.002498999,0.005009528,0.0003867704,0.00008670692,0.001531295,0.0000013078],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001241242,"about_ca_system_score_gemma":0.007646723,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003911616,"about_ca_topic_score_gemma":0.05554274,"domain_scores_codex":[0.9954917,0.0008152234,0.0007317371,0.0005911214,0.0009462544,0.001423909],"domain_scores_gemma":[0.995968,0.0007990674,0.0002760281,0.0001533099,0.000558499,0.002245116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007141831,0.00005502161,0.9743193,0.00001600766,0.000008692635,0.02160579,0.0001275983,0.000174682,0.0001953019,0.0006133757,0.0001975167,0.002615316],"study_design_scores_gemma":[0.0006961789,0.03409406,0.902352,0.00005125468,0.00005833171,0.05243104,0.0002182759,0.0003321539,0.0003650894,0.006111715,0.003037093,0.0002527742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820018,0.004555974,0.00002762953,0.01156706,0.0002655972,0.0001664856,0.000004413461,0.000009270441,0.001401766],"genre_scores_gemma":[0.9874234,0.00448772,0.001720527,0.006157983,0.0001746208,0.000002375986,3.230374e-7,0.00001212515,0.00002091901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07196725,"threshold_uncertainty_score":0.9998924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03669301755052578,"score_gpt":0.2965848180642023,"score_spread":0.2598918005136765,"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."}}