{"id":"W2782745614","doi":"10.1177/8756479317750108","title":"Feasibility of an Audit System for Canadian Sonographers in Generalist Ultrasound","year":2018,"lang":"en","type":"article","venue":"Journal of diagnostic medical sonography","topic":"Radiology practices and education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Headwaters Health Care Centre; McMaster University","funders":"","keywords":"Sonographer; Medicine; Audit; Medical physics; Ultrasound; Radiology; Accounting","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":[0.08303212,0.0006587963,0.0006502229,0.006812282,0.004985452,0.004139069,0.003038124,0.0009880117,0.001944615],"category_scores_gemma":[0.1598381,0.001087387,0.0005029255,0.006568259,0.001357302,0.002655905,0.003020974,0.001150776,0.0006430461],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03390142,"about_ca_system_score_gemma":0.08298595,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6539082,"about_ca_topic_score_gemma":0.7050766,"domain_scores_codex":[0.9287086,0.03067787,0.007726774,0.003254373,0.02462029,0.005012176],"domain_scores_gemma":[0.7332608,0.04741622,0.02829561,0.01622913,0.1650083,0.009789884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001846255,0.0007828167,0.6699092,0.0006087231,0.00007514605,0.0004012823,0.01047029,0.002681123,0.004081421,0.001692538,0.01213949,0.2953117],"study_design_scores_gemma":[0.0004174218,0.002249527,0.9230098,0.0007443239,0.0001551981,0.000419315,0.009575957,0.020572,0.006638229,0.000616483,0.03527908,0.0003226044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9132982,0.001182899,0.0266857,0.006458509,0.0006069861,0.01336785,0.003117391,0.002598756,0.03268369],"genre_scores_gemma":[0.9494711,0.0005385155,0.04258247,0.0005337828,0.0001147161,0.001853763,0.001337354,0.00007331304,0.003494963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9660985,"threshold_uncertainty_score":0.69626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03313017595290971,"score_gpt":0.3442715815141881,"score_spread":0.3111414055612783,"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."}}