{"id":"W2518804482","doi":"10.1111/anae.13572","title":"Construct validity of a novel assessment tool for ultrasound‐guided axillary brachial plexus block","year":2016,"lang":"en","type":"article","venue":"Anaesthesia","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Brachial plexus; Brachial plexus block; Construct validity; Reliability (semiconductor); Ultrasound; Protocol (science); Physical therapy; Ultrasonography; Radiology; Axilla; Medical physics; Surgery; Internal medicine; Patient satisfaction; Pathology; Breast cancer","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":[0.0006443167,0.0002087315,0.0004455396,0.00009751854,0.00007795057,0.00001365257,0.0001509884,0.0001067033,0.00008104449],"category_scores_gemma":[0.0001481004,0.0001418675,0.0002355009,0.0001158361,0.0001654414,0.00007635475,0.00001889941,0.0000669383,0.00001145738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007451301,"about_ca_system_score_gemma":0.0001929456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003567116,"about_ca_topic_score_gemma":0.000004295803,"domain_scores_codex":[0.9985331,0.00006618886,0.0004354088,0.0003172214,0.000333754,0.0003143422],"domain_scores_gemma":[0.9987641,0.0003348397,0.0001909513,0.0004694814,0.0001334161,0.0001072062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002157283,0.0004858553,0.9311463,0.0002158015,0.000190591,0.00004953065,0.00007720842,0.000004781789,0.01952056,0.02534622,0.01180325,0.01094412],"study_design_scores_gemma":[0.006698254,0.001717223,0.9026569,0.0002852955,0.0004575949,0.0005071474,0.0001089105,0.0001626248,0.004148309,0.0009906397,0.08183803,0.000429131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854109,0.0000337598,0.01076414,0.001560553,0.000055986,0.001039159,0.00001147518,0.00007051759,0.001053496],"genre_scores_gemma":[0.9787437,0.00007714712,0.01838618,0.001725507,0.0001546877,0.00006166517,0.00001787438,0.0000328168,0.0008004662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07003479,"threshold_uncertainty_score":0.5785188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03652103815727814,"score_gpt":0.3044213378955073,"score_spread":0.2679002997382292,"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."}}