{"id":"W2964332071","doi":"10.1002/mus.26642","title":"Guidelines for neuromuscular ultrasound training","year":2019,"lang":"en","type":"article","venue":"Muscle & Nerve","topic":"Orthopedic Surgery and Rehabilitation","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Ultrasound; Delphi method; Physical medicine and rehabilitation; Medical physics; Neuromuscular disease; Standardization; Physical therapy; Computer science; Radiology; Pathology; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01935736,0.001469116,0.001207098,0.008243365,0.001414237,0.002250368,0.004902157,0.007218798,0.01047465],"category_scores_gemma":[0.04134553,0.0006421498,0.002107667,0.004234898,0.00125603,0.001962398,0.002944747,0.006405417,0.01157491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00407047,"about_ca_system_score_gemma":0.01914481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01074856,"about_ca_topic_score_gemma":0.01852167,"domain_scores_codex":[0.9768382,0.00988702,0.005230879,0.0005955649,0.006381735,0.001066633],"domain_scores_gemma":[0.9600712,0.009615468,0.00322468,0.00122111,0.02366949,0.002197925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000870415,0.0006881826,0.002910077,0.00427188,0.00005307998,0.001177387,0.001423876,0.001714774,0.001501144,0.01867871,0.5348212,0.4326726],"study_design_scores_gemma":[0.00008404883,0.0001475458,0.005302155,0.01315121,0.00005599073,0.002206046,0.0007659594,0.0007882615,0.0005504677,0.008554299,0.9683175,0.00007649668],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01148212,0.1704412,0.1831296,0.2756162,0.032592,0.01629073,0.008644433,0.002910417,0.2988934],"genre_scores_gemma":[0.04334503,0.1159573,0.6892015,0.03793756,0.003576717,0.015621,0.0156885,0.0006052997,0.07806712],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01935736,"threshold_uncertainty_score":0.1023728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08197051731731302,"score_gpt":0.3339474607470339,"score_spread":0.2519769434297209,"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."}}