{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004666602,0.001946867,0.003773947,0.0006866212,0.0004968108,0.001541508,0.001145574,0.002262117,0.006417212],"category_scores_gemma":[0.006510012,0.0009107167,0.002151479,0.0005609285,0.002151094,0.001281158,0.000840653,0.002627323,0.0007483755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009506118,"about_ca_system_score_gemma":0.001663759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000725909,"about_ca_topic_score_gemma":0.0006428882,"domain_scores_codex":[0.9964285,0.002156124,0.0002590357,0.0005167059,0.0002549949,0.000384551],"domain_scores_gemma":[0.9951907,0.002183645,0.001133868,0.0005357876,0.0002748716,0.0006810044],"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":[0.9659668,0.02519667,0.0003095919,0.0003906256,0.0003936874,0.00002236156,0.00008572693,0.0004391896,0.001388123,0.0001625651,0.0001694632,0.005475095],"study_design_scores_gemma":[0.7036807,0.2932351,0.0009665435,0.00003298113,0.0003573513,0.00001020201,0.00003196485,0.0008465881,0.0004116734,0.0001539071,0.0002548792,0.00001808532],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856496,0.0009814829,0.001444154,0.0002143353,0.0006224834,0.01008778,0.0002337425,0.0000785181,0.0006878859],"genre_scores_gemma":[0.957476,0.0008870324,0.007370218,0.0003468123,0.0005827104,0.03115956,0.0003198027,0.00002227454,0.001835588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006417212,"threshold_uncertainty_score":0.0246796,"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."}}