{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005181648,0.0001049632,0.0002283476,0.00006400246,0.00004821083,0.0000127372,0.0000400513,0.00007104663,0.0002525049],"category_scores_gemma":[0.001206385,0.00008389007,0.000221177,0.0001222782,0.0000239463,0.00008217792,0.000008992685,0.00008241132,0.00005734495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001603884,"about_ca_system_score_gemma":0.00006512952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001411624,"about_ca_topic_score_gemma":0.000002172857,"domain_scores_codex":[0.9990575,0.00003196582,0.0002830546,0.0002446239,0.0001756929,0.0002071459],"domain_scores_gemma":[0.9989157,0.0004521481,0.00005474206,0.0002522627,0.0002376311,0.00008751552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003113142,0.0003170742,0.05778315,0.0008276115,0.0001598958,0.00003984648,0.003858404,0.0002869416,0.4346009,0.001194381,0.0132126,0.4874079],"study_design_scores_gemma":[0.00309175,0.001075067,0.2739556,0.0002651304,0.0001676978,0.00008337852,0.002515355,0.001437516,0.002510719,0.0004535763,0.7140861,0.0003580837],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992589,0.0002106275,0.0003592575,0.002557966,0.0007754048,0.0005748923,0.000007339863,0.00007951468,0.002846027],"genre_scores_gemma":[0.9900951,0.00001385971,0.003201209,0.001480173,0.000514621,0.00003968362,0.00005730792,0.00002909094,0.004568961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7008735,"threshold_uncertainty_score":0.3420938,"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."}}