{"id":"W4391446897","doi":"10.2196/51264","title":"Development and Usability Testing of a Mobile App–Based Clinical Decision Support System for Delirium: Randomized Crossover Trial","year":2024,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Delirium; Usability; Randomized controlled trial; Medicine; Crossover study; Computer science; Human–computer interaction; Intensive care medicine; Internal medicine; 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":[0.002551197,0.0001678903,0.0008346033,0.0001476733,0.0000699784,0.00003952777,0.00005007037,0.000103899,0.00002238111],"category_scores_gemma":[0.01829062,0.0001306614,0.0002904623,0.0001853334,0.0002103119,0.00005437074,0.00004775148,0.0001844646,0.000005944109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001054023,"about_ca_system_score_gemma":0.0005243744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007551489,"about_ca_topic_score_gemma":0.000001848205,"domain_scores_codex":[0.9979687,0.0001022326,0.001026752,0.0004128903,0.0002640982,0.0002253309],"domain_scores_gemma":[0.9892527,0.006442326,0.0001477143,0.0001795451,0.003871682,0.0001060487],"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":[0.7910167,0.0003406382,0.003028482,0.004652129,0.0003874883,0.00009568126,0.00157256,0.00001336651,0.001368303,0.0001145981,0.003185551,0.1942245],"study_design_scores_gemma":[0.9490188,0.0008714361,0.0008060023,0.00444988,0.0005208788,0.00004289734,0.004684032,0.02604021,0.005602525,0.00007042309,0.007546918,0.0003460329],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644374,0.0001646169,0.02870937,0.00009874746,0.0006483544,0.005018109,0.00001550823,0.0001361493,0.0007717164],"genre_scores_gemma":[0.9757956,0.000001237059,0.02199626,0.001054177,0.0001412177,0.0008723939,0.00003496682,0.00003134289,0.00007284586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1938784,"threshold_uncertainty_score":0.9899787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04783318752320537,"score_gpt":0.3919681373137125,"score_spread":0.3441349497905071,"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."}}