{"id":"W2919563849","doi":"10.1016/s0735-1097(19)33608-3","title":"INEXPENSIVE, HIGH FIDELITY MODEL TO SIMULATE ULTRASOUND-GUIDED PERICARDIOCENTESIS FOR CARDIOLOGY RESIDENT TRAINING","year":2019,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Pericarditis and Cardiac Tamponade","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Pericardiocentesis; Medicine; Medical physics; Fidelity; Simulation training; Ultrasound; Radiology; Cardiology; Pericardial effusion; Simulation","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":[0.001118675,0.0003258971,0.003390188,0.0002653035,0.00009655258,0.000008483558,0.0004920792,0.0001300437,0.000008483221],"category_scores_gemma":[0.001551571,0.0002310595,0.002248505,0.0005288738,0.0004095898,0.00008062364,0.0001621787,0.0003936177,0.000004941164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003033568,"about_ca_system_score_gemma":0.0007127755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003400213,"about_ca_topic_score_gemma":0.000001208653,"domain_scores_codex":[0.9968062,0.0004984459,0.001150137,0.0004015471,0.0005680213,0.0005756154],"domain_scores_gemma":[0.9957124,0.0008959067,0.001044609,0.0008414022,0.001209921,0.0002957553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.005683853,0.00005796826,0.1042384,0.0001194295,0.005496384,0.0003522514,0.0004703327,0.5953354,0.1341714,0.0006480326,0.1520118,0.0014147],"study_design_scores_gemma":[0.01509624,0.009119939,0.8080875,0.0004888342,0.004184655,0.02994716,0.008786336,0.002643223,0.006022799,0.002312412,0.1119208,0.001390169],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845669,0.0003017356,0.008370459,0.00280832,0.001058916,0.0009393629,0.0004404951,0.00001600737,0.001497813],"genre_scores_gemma":[0.9917708,0.0002643529,0.004716688,0.001861133,0.0009605261,0.0000267496,0.000005495954,0.00005248878,0.0003417832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.703849,"threshold_uncertainty_score":0.9422333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02941225895651889,"score_gpt":0.3046057054731645,"score_spread":0.2751934465166456,"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."}}