{"id":"W4412487432","doi":"10.1002/mus.28479","title":"Virtual <scp>EMG</scp>: Safe and Effective Remote Supervision and Reporting","year":2025,"lang":"en","type":"article","venue":"Muscle & Nerve","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto; University Health Network; McGill University; St. Michael's Hospital; McGill University Health Centre","funders":"","keywords":"Technician; Computer science; Telemedicine; Health care; Bluetooth; Quality (philosophy); Wireless; Telecommunications; Engineering","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":[0.0008437886,0.0001473405,0.0003558575,0.0001657126,0.0001614646,0.00002250146,0.00003063918,0.00008336928,0.00001732784],"category_scores_gemma":[0.001844118,0.0001254917,0.00004057105,0.0002496828,0.00005112901,0.00009765023,0.00008340554,0.0002114175,0.000003786392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005141103,"about_ca_system_score_gemma":0.00006832008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005667402,"about_ca_topic_score_gemma":0.00005642282,"domain_scores_codex":[0.9984292,0.00007486613,0.0006691217,0.000353597,0.00019422,0.0002789486],"domain_scores_gemma":[0.9988459,0.0004155501,0.0002781773,0.0002071803,0.00009386546,0.00015928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003679388,0.00003541086,0.07299522,0.0003209688,0.00004432465,0.0001071452,0.001498769,5.471434e-7,0.009564486,0.0003256279,0.004475077,0.9105957],"study_design_scores_gemma":[0.002932641,0.0008787629,0.9564011,0.0003583423,0.0001312465,0.0000832417,0.00224987,0.0006389822,0.003294527,0.0003725917,0.03260427,0.00005440023],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921623,0.0007476112,0.0009604177,0.00172915,0.0001961306,0.0007286621,0.00000417294,0.00007167361,0.003399899],"genre_scores_gemma":[0.9961105,0.0001359237,0.0009710873,0.001738786,0.0001755431,0.00001399235,0.00004226001,0.00001575216,0.0007961646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9105412,"threshold_uncertainty_score":0.5117401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02575309529797031,"score_gpt":0.3420478357656682,"score_spread":0.3162947404676979,"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."}}