{"id":"W2768560117","doi":"10.1007/s11606-017-4207-7","title":"Optimizing Residents’ Performance of Lumbar Puncture: An RCT Comparing the Effect of Preparatory Interventions on Performance and Self-Confidence","year":2017,"lang":"en","type":"article","venue":"Journal of General Internal Medicine","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; University of Toronto; University Health Network; St. Michael's Hospital","funders":"TrygFonden; Region Hovedstaden","keywords":"Medicine; Randomized controlled trial; Confidence interval; Psychological intervention; Physical therapy; Lumbar puncture; MEDLINE; Lumbar; Surgery; Internal medicine; Nursing","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":[0.001585985,0.0001588882,0.0005757433,0.0002112037,0.0001880563,0.00001868687,0.000371045,0.00005974061,0.00005484797],"category_scores_gemma":[0.0003899295,0.00009067512,0.0001230278,0.00006278326,0.0002778111,0.0002931387,0.00004847799,0.0004599483,0.000001091757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001033666,"about_ca_system_score_gemma":0.0001138117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003073532,"about_ca_topic_score_gemma":0.00001502707,"domain_scores_codex":[0.9980451,0.0001531227,0.0009735562,0.0001404939,0.0005398316,0.0001478407],"domain_scores_gemma":[0.9970325,0.0002241818,0.001531856,0.000477917,0.0005639051,0.0001695901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00133119,0.00007522563,0.9886169,0.001118221,0.0001515642,0.000007758435,0.002137027,0.001778065,0.002906765,0.00002184666,0.0006008269,0.001254617],"study_design_scores_gemma":[0.002081784,0.00774817,0.9482182,0.007683532,0.0002489882,0.0002517034,0.0001920462,0.01698316,0.0164958,0.000006692235,0.00002458284,0.00006534025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963595,0.001092978,0.00007344956,0.0008509714,0.001026991,0.0002536617,9.390747e-7,0.000006564716,0.0003349384],"genre_scores_gemma":[0.9980003,0.0003639698,0.0004338405,0.000130027,0.000856346,0.000004951598,0.000001589035,0.00001418596,0.0001947366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04039869,"threshold_uncertainty_score":0.3697624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05152791890970117,"score_gpt":0.3986943023975658,"score_spread":0.3471663834878647,"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."}}