{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001603642,0.0009164849,0.004699965,0.001593329,0.0001904155,0.00005977564,0.0004723859,0.0007552315,0.00015341],"category_scores_gemma":[0.002775949,0.0007899947,0.0009781395,0.002761323,0.0001346037,0.0001328977,0.00001573185,0.0009464775,0.00007185314],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001299674,"about_ca_system_score_gemma":0.009425799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007756251,"about_ca_topic_score_gemma":0.000008737187,"domain_scores_codex":[0.9929299,0.001739161,0.002729493,0.001002246,0.001005363,0.0005938545],"domain_scores_gemma":[0.991788,0.004491904,0.001276306,0.001428944,0.0006753288,0.000339538],"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":[0.00002363091,0.0001330762,0.0002228191,0.9577361,0.0001605139,0.0000661177,0.0001593881,0.002451845,1.116916e-8,0.000491472,0.003183408,0.03537166],"study_design_scores_gemma":[0.0006540737,0.0001458398,0.0004403282,0.9508121,0.003488097,0.0004070659,0.0000911485,0.000522239,9.757922e-8,0.0001513272,0.04259499,0.0006926694],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000879354,0.9885937,0.0004566845,0.001571254,0.0002030601,0.008839776,0.00001814072,0.0001869437,0.0001216752],"genre_scores_gemma":[0.0006693371,0.9854259,0.004647126,0.005297138,0.0002305922,0.002067139,0.001100266,0.0001304589,0.0004320689],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03941158,"threshold_uncertainty_score":0.9994551,"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."}}