{"id":"W4282578441","doi":"10.2196/38433","title":"An Augmented Reality–Based Guide for Mechanical Ventilator Setup: Prospective Randomized Pilot Trial","year":2022,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Randomized controlled trial; Medicine; Augmented reality; Physical therapy; Confidence interval; Medical physics; Computer science; Surgery; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.001452742,0.0002310993,0.0007714649,0.0001988762,0.0003645423,0.00003436622,0.0001721739,0.00008076354,0.0008796467],"category_scores_gemma":[0.0004493652,0.0002226083,0.0002890175,0.0003322713,0.00007517554,0.00007711037,0.00003418405,0.0002880896,0.000008049167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000764631,"about_ca_system_score_gemma":0.001205054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003415339,"about_ca_topic_score_gemma":0.00002559365,"domain_scores_codex":[0.9970894,0.0005544714,0.0008297696,0.000569435,0.0005776566,0.0003792428],"domain_scores_gemma":[0.997511,0.0007900551,0.0003286886,0.0006683014,0.0004176493,0.000284315],"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":[0.981425,0.001884792,0.001180609,0.0002064904,0.0001563633,0.000008879041,0.0009377082,0.000710849,0.0008491407,0.001855019,0.01006144,0.0007237477],"study_design_scores_gemma":[0.9406354,0.008087267,0.004306649,0.00006246645,0.0002839809,0.00001567143,0.001467836,0.02866643,0.001431851,0.002430827,0.01225675,0.0003548359],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663509,0.0001278617,0.001091481,0.006967928,0.002492281,0.02190588,0.0002675164,0.0004906746,0.0003055287],"genre_scores_gemma":[0.9777622,0.000001576005,0.001723698,0.001661711,0.0007262961,0.0164385,0.0008277292,0.0000709839,0.000787323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04078953,"threshold_uncertainty_score":0.9631515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04083708899269002,"score_gpt":0.4080049430904363,"score_spread":0.3671678540977463,"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."}}