{"id":"W3035400716","doi":"10.1016/j.jcjq.2020.06.001","title":"Point-of-Care Ultrasound Credentialing: Big Picture Principles for Big Health Systems","year":2020,"lang":"en","type":"article","venue":"The Joint Commission Journal on Quality and Patient Safety","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Credentialing; Health care; Medicine; Point of care ultrasound; Medical physics; Ultrasound; Nursing; Radiology; Political science","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":[0.001460853,0.0001921746,0.000639768,0.00004591153,0.0006425827,0.00004599764,0.0001649786,0.0001133665,0.00004159923],"category_scores_gemma":[0.001953533,0.0001107332,0.0002667742,0.0001592834,0.0001372008,0.00003341498,0.00005599044,0.0006609653,0.000004656702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007781677,"about_ca_system_score_gemma":0.000211371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001567316,"about_ca_topic_score_gemma":0.000002125902,"domain_scores_codex":[0.9968492,0.0005566055,0.001622255,0.0002409891,0.0005051218,0.0002257811],"domain_scores_gemma":[0.9956648,0.001954237,0.001100792,0.0003777203,0.0003202862,0.0005821034],"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":[0.0571591,0.007585903,0.04712055,0.02203115,0.002754229,0.00002251046,0.1770835,0.008150795,0.04056078,0.1973665,0.0689983,0.3711667],"study_design_scores_gemma":[0.004615591,0.008248827,0.03984349,0.002133644,0.000211547,0.0002069469,0.01562539,0.0002702081,0.001736034,0.001974909,0.9247426,0.0003907879],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6540403,0.006859617,0.0702702,0.2569226,0.002720623,0.005221407,0.0008478426,0.0001609418,0.002956481],"genre_scores_gemma":[0.9915593,0.0007887061,0.001106737,0.005625431,0.0007266564,0.0000166318,0.00006305608,0.00002282308,0.00009067453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8557443,"threshold_uncertainty_score":0.4942291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2275966864838823,"score_gpt":0.3947266158666403,"score_spread":0.1671299293827579,"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."}}