{"id":"W4410122359","doi":"10.24908/pocusj.v10i01.18408","title":"The Expanding Point of Care Ultrasound (POCUS) Paradigm","year":2025,"lang":"en","type":"article","venue":"POCUS Journal","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Point of care ultrasound; Point of care; Ultrasound; Point (geometry); Computer science; Intensive care medicine; Medicine; Radiology; Nursing; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005020779,0.0001037984,0.0002480108,0.00007308439,0.0003995051,0.00006069665,0.0002203932,0.00007460287,0.0001636992],"category_scores_gemma":[0.001328924,0.00006363702,0.0002034395,0.000261593,0.0001882062,0.00005604725,0.00002792545,0.0005456561,0.00002720018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001196128,"about_ca_system_score_gemma":0.0002189968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001053557,"about_ca_topic_score_gemma":0.00001064952,"domain_scores_codex":[0.9987436,0.00005523759,0.0005752927,0.0001357609,0.000255745,0.0002343976],"domain_scores_gemma":[0.9971111,0.002010128,0.0001986418,0.0003566045,0.0001912615,0.0001322489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001345993,0.001130782,0.5787006,0.0004833907,0.001790092,0.00005731905,0.006637661,0.00006880068,0.07010731,0.1757457,0.06191861,0.1020137],"study_design_scores_gemma":[0.006553382,0.001032778,0.368181,0.001400843,0.001160531,0.002295356,0.01144509,0.00003307258,0.03475563,0.2267488,0.3458856,0.0005080063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8806099,0.01046439,0.009391455,0.02068751,0.001210213,0.0007032131,0.00002498993,0.00007064954,0.07683773],"genre_scores_gemma":[0.9959239,0.00113262,0.001230066,0.0003716692,0.0002545876,0.0000149439,0.000003827342,0.00001141535,0.001056907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.283967,"threshold_uncertainty_score":0.3072711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01908487037956448,"score_gpt":0.357991347044942,"score_spread":0.3389064766653775,"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."}}