{"id":"W4414886255","doi":"10.1002/jum.70074","title":"<scp>ULTRA</scp> ‐Metrics","year":2025,"lang":"en","type":"article","venue":"Journal of Ultrasound in Medicine","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Calgary; University of Toronto","funders":"European Society of Intensive Care Medicine; Intensive Care Society; University College London","keywords":"Modular design; Ultrasound; MEDLINE; Ultrasonography; Standardization","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"],"consensus_categories":[],"category_scores_codex":[0.0022509,0.0002329891,0.00100106,0.001165855,0.00006668,0.00001898344,0.0003955874,0.0002380517,0.0002429663],"category_scores_gemma":[0.04493432,0.0001664635,0.0002175124,0.002736497,0.0004268762,0.0001501134,0.00001887747,0.001288584,0.00003206549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002516307,"about_ca_system_score_gemma":0.0003662186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003015467,"about_ca_topic_score_gemma":0.000006655741,"domain_scores_codex":[0.9966624,0.00009344333,0.001833407,0.0002601377,0.0007783919,0.000372208],"domain_scores_gemma":[0.9830935,0.01480573,0.0006120277,0.0004801943,0.0006910376,0.0003175134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001365713,0.001580797,0.5838229,0.0002790082,0.0004086238,0.0001269595,0.0009344637,0.00003371098,0.07790909,0.00630695,0.32221,0.006250919],"study_design_scores_gemma":[0.00735366,0.001541129,0.3809485,0.001495916,0.0005797405,0.001135248,0.002232458,0.00001907351,0.00284477,0.01617358,0.5855832,0.00009267788],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8756814,0.005433733,0.009110304,0.0109958,0.001517183,0.0005248009,0.00000790205,0.00004573414,0.09668311],"genre_scores_gemma":[0.9757797,0.005055686,0.006787911,0.005665282,0.001061937,0.00001128167,0.00001641267,0.00002809745,0.005593713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2633732,"threshold_uncertainty_score":0.9631106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03315109897753458,"score_gpt":0.3663835468512824,"score_spread":0.3332324478737478,"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."}}