{"id":"W4406106111","doi":"10.1111/anae.16527","title":"Instructional design features in ultrasound‐guided regional anaesthesia simulation‐based training: a systematic review","year":2025,"lang":"en","type":"review","venue":"Anaesthesia","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"University of Ottawa","keywords":"Medicine; Modalities; Medical physics; Modality (human–computer interaction); MEDLINE; Clinical study design; Instructional simulation; Medical education; Clinical trial; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01210035,0.001216068,0.005903245,0.005866535,0.0005331025,0.002455478,0.002156552,0.001939053,0.004474888],"category_scores_gemma":[0.06542513,0.000918019,0.006652245,0.006104221,0.000787997,0.00215129,0.00118279,0.001410623,0.0003825427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004687968,"about_ca_system_score_gemma":0.01135406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006835424,"about_ca_topic_score_gemma":0.01529011,"domain_scores_codex":[0.9873296,0.005992612,0.003315372,0.0006143838,0.002476803,0.0002712243],"domain_scores_gemma":[0.9441863,0.04536099,0.006728943,0.000559677,0.002750199,0.0004138911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003782501,0.00006005602,0.0008009842,0.9163419,0.005068634,0.0000506356,0.0002674884,0.0001630678,0.0001014293,0.0002342834,0.001097652,0.0754356],"study_design_scores_gemma":[0.0005959717,0.0004463962,0.00403372,0.9448556,0.03618481,0.0001885658,0.0002793351,0.0002104235,0.0002391081,0.0002605903,0.01266282,0.00004253034],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002393383,0.9952252,0.0004369018,0.000301665,0.0001191456,0.0008134468,0.0002710012,0.00002227377,0.0004170621],"genre_scores_gemma":[0.03850321,0.9551642,0.002779564,0.000612084,0.00009379981,0.002340341,0.0003001531,0.00001152171,0.0001951449],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01210035,"threshold_uncertainty_score":0.06399357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1459442611450559,"score_gpt":0.4212387133810565,"score_spread":0.2752944522360006,"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."}}