{"id":"W4409423169","doi":"10.1016/j.clinph.2025.04.006","title":"Towards early diagnosis of amyotrophic lateral sclerosis using near fibre EMG","year":2025,"lang":"en","type":"article","venue":"Clinical Neurophysiology","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Amyotrophic lateral sclerosis; Physical medicine and rehabilitation; Medicine; Neuroscience; Psychology; Pathology; Disease","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":[0.002488483,0.0006282153,0.0006973981,0.00193258,0.000214071,0.0009337478,0.000599727,0.0009038045,0.001444914],"category_scores_gemma":[0.005537664,0.0002302194,0.0001765003,0.0003577622,0.0005182435,0.001481028,0.0009232092,0.0007220873,0.0009496825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002372395,"about_ca_system_score_gemma":0.0004141258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001255599,"about_ca_topic_score_gemma":0.002124879,"domain_scores_codex":[0.999233,0.0003225261,0.00009279597,0.0001248927,0.0001713611,0.0000553603],"domain_scores_gemma":[0.9979128,0.0008143502,0.0003550843,0.00008929343,0.0006558501,0.0001726246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001709657,0.0002973156,0.5727297,0.001026718,0.0000827301,0.002732102,0.0007603388,0.001683403,0.08966944,0.0008619742,0.003339396,0.3251073],"study_design_scores_gemma":[0.0001637776,0.002363189,0.8838286,0.003184451,0.0002199073,0.02989215,0.00293947,0.02483748,0.02623639,0.005720011,0.02042446,0.0001901414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8537289,0.02525789,0.1067871,0.002263825,0.0004052998,0.0003495849,0.0004691113,0.0008144632,0.00992382],"genre_scores_gemma":[0.9304801,0.007027075,0.05872598,0.0005819422,0.0003571019,0.00009724692,0.0003679403,0.00004163372,0.00232109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002488483,"threshold_uncertainty_score":0.01316047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1152453889307311,"score_gpt":0.3985831612837629,"score_spread":0.2833377723530318,"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."}}