{"id":"W4389083879","doi":"10.2196/44773","title":"Standardized Comparison of Voice-Based Information and Documentation Systems to Established Systems in Intensive Care: Crossover Study","year":2023,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Documentation; Intensive care; Workflow; Computer science; Information system; Workload; Medicine; Database; Intensive care 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":[],"consensus_categories":[],"category_scores_codex":[0.0007881789,0.000135159,0.0005414676,0.0006541292,0.00006132946,0.00005491666,0.00009770883,0.0002521015,0.000004717134],"category_scores_gemma":[0.001046722,0.000113824,0.000025529,0.0008565747,0.000072508,0.0004571233,0.00007234122,0.0003827715,0.00003455412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001994383,"about_ca_system_score_gemma":0.0002909122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005350904,"about_ca_topic_score_gemma":0.00004171378,"domain_scores_codex":[0.9972498,0.00006979967,0.001367762,0.00007954079,0.0009752797,0.0002578326],"domain_scores_gemma":[0.9982727,0.0002031536,0.0003050223,0.0002259355,0.0007644656,0.0002286794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008385066,0.0001202618,0.8200145,0.00556244,0.00005944862,0.00001884033,0.155114,0.001200113,0.00001174479,0.0001196865,0.002477847,0.01446255],"study_design_scores_gemma":[0.01204879,0.002655656,0.1142655,0.00283327,0.00005911553,0.00001285262,0.7941132,0.0689991,0.0002063034,0.000004425393,0.004543472,0.0002582725],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99554,0.00008267226,0.0005821628,0.0002603513,0.0006139935,0.002616346,0.00002402982,0.0001602779,0.000120197],"genre_scores_gemma":[0.9991992,0.00001118324,0.0001113931,0.0002450236,0.00003278777,0.00025141,0.000135274,0.000007405942,0.000006333738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.705749,"threshold_uncertainty_score":0.4641606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03428114135219754,"score_gpt":0.3958226231529703,"score_spread":0.3615414818007727,"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."}}