{"id":"W2130107806","doi":"10.1017/cem.2014.41","title":"Effect of a point-of-care ultrasound protocol on the diagnostic performance of medical learners during simulated cardiorespiratory scenarios","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick; Memorial University of Newfoundland; Dalhousie University; Saint John Regional Hospital","funders":"","keywords":"Medicine; Medical diagnosis; Interquartile range; Confidence interval; Protocol (science); Cardiorespiratory fitness; Point of care ultrasound; Physical therapy; Emergency medicine; Ultrasound; Radiology; Internal medicine; Pathology","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002767822,0.0002017536,0.0008426576,0.0002888776,0.00006720403,0.000001443685,0.0004598523,0.0001792634,0.001752205],"category_scores_gemma":[0.03602346,0.0001168346,0.0002328386,0.0005995022,0.0005973412,0.00005695176,0.00001469555,0.0007245753,0.000006587597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001588923,"about_ca_system_score_gemma":0.001881548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001302024,"about_ca_topic_score_gemma":0.0003714318,"domain_scores_codex":[0.9964856,0.0002719734,0.001593255,0.0001640528,0.001199385,0.0002857279],"domain_scores_gemma":[0.9939246,0.002625719,0.000813832,0.0004792369,0.001003452,0.001153193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002294536,0.0002119571,0.9619483,0.00363835,0.0007445437,0.0001181042,0.00789778,0.002676729,0.005129658,0.0001522792,0.01329541,0.001892316],"study_design_scores_gemma":[0.07474127,0.1847118,0.4884742,0.05421588,0.006528039,0.001044861,0.02343561,0.001808568,0.0830345,0.0003978367,0.07963911,0.001968357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881436,0.0004622669,0.000008105002,0.001366785,0.000638682,0.008290261,0.00001113756,0.000005057068,0.001074123],"genre_scores_gemma":[0.9987869,0.00008587865,0.00001360529,0.00008148116,0.0005305721,0.000426697,0.000004596463,0.00002711359,0.0000432169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4734742,"threshold_uncertainty_score":0.9991603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06878696724311581,"score_gpt":0.3893212821029204,"score_spread":0.3205343148598047,"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."}}