{"id":"W4285090820","doi":"10.29173/cjen179","title":"Use of rational subgrouping to identify areas for improving time to ultrasound performance","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Nursing","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Sonographer; Medicine; Emergency department; Declaration; Medical emergency; Protocol (science); Disposition; Emergency medicine; Ultrasound; Nursing; Radiology; Alternative medicine; Psychology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.09007564,0.001987928,0.00220764,0.009064777,0.001438341,0.003281836,0.002260011,0.001332732,0.004742102],"category_scores_gemma":[0.2274353,0.0006036153,0.00345255,0.006100065,0.001341613,0.004064148,0.004005158,0.001880583,0.0007216006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003196013,"about_ca_system_score_gemma":0.006288897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005159677,"about_ca_topic_score_gemma":0.005871542,"domain_scores_codex":[0.9074248,0.06421231,0.01112828,0.007032225,0.008377669,0.001824701],"domain_scores_gemma":[0.8222808,0.1139252,0.02681421,0.01756053,0.01710643,0.002312846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006178246,0.00132198,0.4203774,0.002357146,0.003489068,0.0004606348,0.01197386,0.01145867,0.002672723,0.01383753,0.01477362,0.511099],"study_design_scores_gemma":[0.00352969,0.01631596,0.3818392,0.003396292,0.006913053,0.001013368,0.02218343,0.3770695,0.02030901,0.1016212,0.06473144,0.001077857],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4314972,0.002024545,0.5042398,0.00838268,0.001152584,0.02698111,0.006123499,0.003254764,0.01634383],"genre_scores_gemma":[0.5587829,0.0003221444,0.4235081,0.0009725666,0.0001795155,0.01281973,0.002303768,0.0001888855,0.000922456],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09007564,"threshold_uncertainty_score":0.4763712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05517546330045972,"score_gpt":0.3199191519555309,"score_spread":0.2647436886550711,"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."}}