{"id":"W4403105468","doi":"10.1177/22925503241285459","title":"A Survey of Upper Extremity Musculoskeletal Ultrasound Use in a Surgical Practice","year":2024,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Orthopedic Surgery and Rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Chinook Regional Hospital","funders":"","keywords":"Medicine; Ultrasound; Physical therapy; Physical medicine and rehabilitation; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002909003,0.0001770872,0.0002321521,0.001712473,0.0005818316,0.000438107,0.0003985127,0.0004034229,0.002615379],"category_scores_gemma":[0.009881133,0.0002330179,0.0002135953,0.002456253,0.0003876289,0.000555247,0.0005182534,0.0004248593,0.0006985595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002423265,"about_ca_system_score_gemma":0.004888965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09202351,"about_ca_topic_score_gemma":0.1225528,"domain_scores_codex":[0.9967749,0.000986235,0.0005370938,0.0001762099,0.001209373,0.0003161858],"domain_scores_gemma":[0.989525,0.002377624,0.003171894,0.0002027357,0.00352399,0.001198809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000818572,0.0002299622,0.9587352,0.0005409159,0.0000377305,0.0001954001,0.004450698,0.0001074491,0.001250469,0.00005122624,0.004408663,0.02991043],"study_design_scores_gemma":[0.00001295558,0.0003302074,0.992119,0.00009802881,0.000009023008,0.0001909332,0.003593124,0.0001293386,0.0001312822,0.00001349521,0.003360915,0.00001170941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911339,0.0003185724,0.0004345806,0.0006478322,0.00001207206,0.0004075502,0.003397407,0.00002790666,0.003620167],"genre_scores_gemma":[0.9920375,0.0009642525,0.002167299,0.0009857061,0.00003165491,0.0005104285,0.002151132,0.000006687129,0.001145319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09202351,"threshold_uncertainty_score":0.1829758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03464536935932863,"score_gpt":0.3127235391935033,"score_spread":0.2780781698341747,"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."}}