{"id":"W4392239670","doi":"10.51731/cjht.2024.841","title":"General Ultrasound Examination Volumes per Sonographer 8-Hour Workday","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Health Technologies","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sonographer; Staffing; Medicine; Ultrasound; Economic shortage; Physical examination; Physical therapy; Nursing; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009715687,0.0002409675,0.0002290383,0.001697222,0.0005255397,0.0008805991,0.001073755,0.0002786161,0.01683545],"category_scores_gemma":[0.004608942,0.0002058248,0.0003652042,0.00142875,0.0003233585,0.000404025,0.000742659,0.0004510941,0.003693266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003163783,"about_ca_system_score_gemma":0.002787333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3343517,"about_ca_topic_score_gemma":0.3987391,"domain_scores_codex":[0.9985222,0.0003060934,0.0001239804,0.0001984061,0.0005726551,0.0002765519],"domain_scores_gemma":[0.9956979,0.0006796501,0.001096646,0.0001660687,0.001620927,0.0007388238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003121768,0.0001566716,0.753023,0.0004447,0.0001022748,0.0004630351,0.001970316,0.001486446,0.003118826,0.0005771859,0.07191085,0.1664346],"study_design_scores_gemma":[0.00001484329,0.0001564702,0.9655477,0.0001144929,0.00003258147,0.0005252217,0.001863876,0.0008726461,0.0007994467,0.0001282726,0.02991196,0.0000323921],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8778672,0.002947075,0.006167348,0.005609531,0.0003815385,0.0003261446,0.0482871,0.002185059,0.05622904],"genre_scores_gemma":[0.9227452,0.002532257,0.006396262,0.001179258,0.0001772388,0.0001748004,0.02000182,0.0001247023,0.04666853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3343517,"threshold_uncertainty_score":0.6648113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.038221375877079,"score_gpt":0.3389115969004102,"score_spread":0.3006902210233312,"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."}}