{"id":"W3191706727","doi":"10.2196/29899","title":"Augmented Reality in Pediatric Septic Shock Simulation: Randomized Controlled Feasibility Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Children's Hospital of Philadelphia","keywords":"Septic shock; Medicine; Randomized controlled trial; Wilcoxon signed-rank test; Randomization; Resuscitation; Shock (circulatory); Sepsis; Emergency medicine; Surgery; Internal medicine; Mann–Whitney U test","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003297305,0.0002400139,0.001398634,0.0003154303,0.00009789734,0.00003412036,0.0001096778,0.0004010067,0.005212781],"category_scores_gemma":[0.02106391,0.0002071508,0.0003822886,0.001078724,0.0001151823,0.0001239932,0.00002712932,0.0005681355,0.00006140488],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000862614,"about_ca_system_score_gemma":0.01531267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001366129,"about_ca_topic_score_gemma":0.00004439897,"domain_scores_codex":[0.994292,0.001620509,0.001835044,0.0006104725,0.001301071,0.0003408627],"domain_scores_gemma":[0.9921415,0.004510089,0.0004573592,0.0007539861,0.001396143,0.0007408775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.7724124,0.00786005,0.207231,0.0008386267,0.0001037835,0.0000191256,0.003125423,0.0007112672,0.000005226751,0.0007345835,0.003749247,0.003209251],"study_design_scores_gemma":[0.8415493,0.0001171866,0.1243454,0.0002000747,0.0002541564,0.00001178078,0.0008662709,0.03116451,0.000006938169,0.001081294,0.0002080246,0.0001950243],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9558417,0.0007219326,0.0002688656,0.02977805,0.003050186,0.008405883,0.000003173235,0.0001153775,0.001814896],"genre_scores_gemma":[0.9902843,0.00006827578,0.0002217703,0.003007208,0.002452922,0.002347033,0.0005352313,0.00002620065,0.00105707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08288563,"threshold_uncertainty_score":0.9956966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04173175483963644,"score_gpt":0.4439603237934306,"score_spread":0.4022285689537942,"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."}}