{"id":"W4400954093","doi":"10.3233/shti240290","title":"Initial Findings of a Mixed-Methods Study to Reduce Nursing Documentation-Related Burden","year":2024,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research","keywords":"Documentation; Burnout; Workforce; Nursing documentation; Nursing; Electronic health record; Medicine; Health care; Nursing care; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0917881,0.0006279686,0.0009315778,0.001135544,0.002744219,0.002721745,0.001258258,0.001514586,0.004685379],"category_scores_gemma":[0.1259837,0.0006324048,0.0008328223,0.0008785622,0.0008750182,0.002501632,0.002225843,0.001238475,0.0006836887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002231562,"about_ca_system_score_gemma":0.009104108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002644899,"about_ca_topic_score_gemma":0.008517997,"domain_scores_codex":[0.9552985,0.03524362,0.003077803,0.00117529,0.004027508,0.001177235],"domain_scores_gemma":[0.9092001,0.06912124,0.003034332,0.003838399,0.01249091,0.002314905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.007762171,0.04721981,0.1354078,0.01322504,0.0009316475,0.000904567,0.3033237,0.0003818318,0.005398778,0.004759541,0.005757924,0.4749272],"study_design_scores_gemma":[0.009431918,0.108043,0.357247,0.01436254,0.002163219,0.0007820865,0.4356371,0.002401036,0.008436333,0.00667539,0.05454893,0.0002715055],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9299244,0.001884363,0.0132211,0.004312281,0.0002947774,0.03809246,0.0009255928,0.00006105319,0.01128399],"genre_scores_gemma":[0.8554762,0.002055501,0.04560162,0.005185344,0.0001802577,0.0860814,0.0004100677,0.00004115818,0.004968399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0917881,"threshold_uncertainty_score":0.4854277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08210889085435893,"score_gpt":0.5808586271956931,"score_spread":0.4987497363413342,"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."}}