{"id":"W3184353260","doi":"10.2196/17472","title":"Augmented Reality for Guideline Presentation in Medicine: Randomized Crossover Simulation Trial for Technically Assisted Decision-making","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bundesministerium für Bildung und Forschung","keywords":"Triage; Guideline; Crossover study; Randomized controlled trial; Medicine; Presentation (obstetrics); Medical physics; Medical emergency; Computer science; Surgery; Alternative medicine","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"],"consensus_categories":[],"category_scores_codex":[0.004803457,0.0002263185,0.001079123,0.0003110056,0.0003574878,0.0000281481,0.0000657979,0.0002877486,0.00008896759],"category_scores_gemma":[0.008991076,0.0001990453,0.0001508933,0.000578844,0.0001149756,0.0001162191,0.00002083056,0.0002232853,6.444253e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005669536,"about_ca_system_score_gemma":0.002100824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002985807,"about_ca_topic_score_gemma":0.0002018003,"domain_scores_codex":[0.995391,0.0004025682,0.002450101,0.0007786343,0.0004791383,0.0004985709],"domain_scores_gemma":[0.9872204,0.009456487,0.0007514006,0.0005595782,0.001608592,0.0004035372],"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":[0.9331364,0.0007625166,0.006954293,0.004236557,0.0000498838,0.000004133214,0.001400695,0.002893093,0.00006011043,0.0022267,0.01100744,0.03726814],"study_design_scores_gemma":[0.807328,0.0009803654,0.05303858,0.001029217,0.0002532999,0.00001079793,0.0006302553,0.1234275,0.00001258053,0.01051731,0.002553691,0.0002183145],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7178818,0.001221436,0.2052577,0.05072622,0.001608157,0.0227692,0.0001491556,0.0001997755,0.0001865966],"genre_scores_gemma":[0.9701715,0.00007701862,0.02091024,0.004515607,0.001027849,0.001814205,0.001342016,0.00004142249,0.0001002075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2522897,"threshold_uncertainty_score":0.9993566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1603416475065219,"score_gpt":0.5599703608085124,"score_spread":0.3996287133019905,"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."}}