{"id":"W6907817920","doi":"10.25384/sage.c.4181855.v1","title":"Feasibility of an Audit System for Canadian Sonographers in Generalist Ultrasound","year":2018,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sonographer; Audit; Ultrasound; Diagnostic ultrasound; Measure (data warehouse)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.08956672,0.0006321956,0.0006138424,0.007300079,0.004927095,0.004397995,0.003057152,0.0009727515,0.002152354],"category_scores_gemma":[0.1624516,0.00106736,0.00050372,0.006856326,0.001381373,0.002640291,0.003073412,0.001166166,0.000719498],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03451227,"about_ca_system_score_gemma":0.08778647,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6756261,"about_ca_topic_score_gemma":0.733263,"domain_scores_codex":[0.9251572,0.03281568,0.008158482,0.003291748,0.02532233,0.005254562],"domain_scores_gemma":[0.7286447,0.04952066,0.02740049,0.01711567,0.1671064,0.01021214],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001939819,0.0007807176,0.6544811,0.0006447973,0.00007628196,0.0004079224,0.01112985,0.002389318,0.003751546,0.001846086,0.01448592,0.3080667],"study_design_scores_gemma":[0.0004412044,0.002135475,0.9220259,0.0008150451,0.0001574515,0.0003899818,0.01019698,0.01726129,0.0060252,0.0006098215,0.03961857,0.000323151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9024255,0.001394227,0.02699383,0.007559007,0.0007086497,0.01558728,0.00397109,0.002733343,0.0386271],"genre_scores_gemma":[0.9447471,0.0006582236,0.04553428,0.0006333078,0.0001368999,0.002162614,0.001720477,0.00008850218,0.00431849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9654877,"threshold_uncertainty_score":0.6525684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09695247377702111,"score_gpt":0.3503930029464878,"score_spread":0.2534405291694667,"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."}}