{"id":"W2219821908","doi":"10.7863/ultra.15.01063","title":"Defining Competencies for Ultrasound‐Guided Bedside Procedures","year":2015,"lang":"en","type":"article","venue":"Journal of Ultrasound in Medicine","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Toronto; University of Calgary","funders":"","keywords":"Medicine; Thoracentesis; Paracentesis; Surgery; Pleural effusion","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003273314,0.0003031109,0.001186031,0.0004364629,0.00008637305,0.00002817617,0.000382267,0.0002029616,0.0001674949],"category_scores_gemma":[0.06192086,0.0002148251,0.0002381492,0.0006703009,0.0005362947,0.0002486136,0.00002070266,0.0007312066,0.0000222403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003149014,"about_ca_system_score_gemma":0.0009765338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005744117,"about_ca_topic_score_gemma":0.00005058733,"domain_scores_codex":[0.9960995,0.00008600296,0.002073248,0.0003099323,0.0009555082,0.0004757797],"domain_scores_gemma":[0.9868113,0.009706018,0.0009252726,0.0004098078,0.001501356,0.0006462178],"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":[0.001878526,0.0015696,0.4831257,0.0005732452,0.0005096868,0.00008647692,0.006304384,0.0002948326,0.09693815,0.01509829,0.3923409,0.00128023],"study_design_scores_gemma":[0.05600036,0.01785765,0.3243968,0.006442211,0.002318989,0.0400945,0.02943669,0.0001534911,0.00798122,0.1269944,0.3868033,0.001520456],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635884,0.005811667,0.006721064,0.01281328,0.001139254,0.001207316,0.00002660048,0.00007291287,0.008619491],"genre_scores_gemma":[0.9413112,0.0009003753,0.05259617,0.003101282,0.001468574,0.00005060394,0.00005788405,0.00005583132,0.0004580268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1587289,"threshold_uncertainty_score":0.945981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07632108693103397,"score_gpt":0.3865434686978288,"score_spread":0.3102223817667948,"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."}}