{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005663245,0.001726634,0.003469683,0.0008107534,0.0008295442,0.001228123,0.001395016,0.002235268,0.008053865],"category_scores_gemma":[0.004676501,0.001309364,0.002230859,0.0007271688,0.001813458,0.001736167,0.0009316782,0.002200043,0.001004028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008399872,"about_ca_system_score_gemma":0.002687024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001270562,"about_ca_topic_score_gemma":0.002030588,"domain_scores_codex":[0.9965938,0.001746119,0.0003612701,0.0005659658,0.0003664737,0.0003663331],"domain_scores_gemma":[0.9965028,0.001140504,0.0008591938,0.0003656292,0.000393181,0.0007386641],"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":[0.8509498,0.1218395,0.002036734,0.001945495,0.0009440328,0.00007562702,0.0002554509,0.0003082992,0.001558264,0.0001671247,0.0005581375,0.0193616],"study_design_scores_gemma":[0.6170184,0.37794,0.003079173,0.00009458154,0.0004552453,0.00001772362,0.0001329243,0.0004451996,0.0002545665,0.00007637018,0.0004608127,0.00002496962],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488461,0.001569925,0.001724896,0.0002781496,0.0006039822,0.04542553,0.0005632324,0.00008738594,0.000900708],"genre_scores_gemma":[0.9061837,0.001586659,0.01069534,0.0009748999,0.0004683075,0.07781796,0.0004607893,0.00001787452,0.001794525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008053865,"threshold_uncertainty_score":0.02995044,"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."}}