{"id":"W2902634598","doi":"10.4236/ojrad.2018.84031","title":"Rate of Inappropriate Imaging Utilization by the Emergency Department in Community Hospitals","year":2018,"lang":"en","type":"article","venue":"Open Journal of Radiology","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakeridge Health; University of Ottawa","funders":"","keywords":"Medicine; Emergency department; Appropriateness criteria; Medical imaging; Clinical judgement; Medical record; Appropriate Use Criteria; Emergency medicine; 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":[0.002374892,0.0002431774,0.0004743709,0.002343295,0.0003517644,0.001233286,0.0005755734,0.0006823884,0.001514883],"category_scores_gemma":[0.02844271,0.0002575392,0.0003100986,0.002382049,0.000358763,0.0007708998,0.0009156888,0.0006069963,0.0001957585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001005864,"about_ca_system_score_gemma":0.001236864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006577248,"about_ca_topic_score_gemma":0.00758091,"domain_scores_codex":[0.9922329,0.002336408,0.001640742,0.0005563779,0.002702352,0.0005312235],"domain_scores_gemma":[0.9695543,0.005750412,0.01873564,0.0007586137,0.003619958,0.001581133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008412616,0.00002965609,0.9959819,0.00006524822,0.00003853068,0.0003456289,0.0001192541,0.00003868308,0.00007755189,0.00002221075,0.000281528,0.002915722],"study_design_scores_gemma":[0.00001598776,0.0001681928,0.993351,0.0002438811,0.00003743877,0.003263119,0.001444214,0.0006300309,0.0001715685,0.00004756378,0.0006076751,0.00001928641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964222,0.001719498,0.0001311507,0.0002504833,0.00001412959,0.00004681908,0.0005010002,0.000009950446,0.00090474],"genre_scores_gemma":[0.9991247,0.0003475835,0.0001527225,0.00007034065,0.00001311544,0.0000127435,0.0002381757,0.000002878125,0.00003772201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006577248,"threshold_uncertainty_score":0.01307791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06295040994151171,"score_gpt":0.3993826418781115,"score_spread":0.3364322319365998,"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."}}