{"id":"W4417507166","doi":"10.2196/78502","title":"Copy Tools in the Electronic Health Record: Perceptions, Implications, and Future Directions","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agency for Healthcare Research and Quality","keywords":"Documentation; Copying; Feeling; Value (mathematics); Electronic health record; Health records","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":[0.02187224,0.0002248256,0.0002663552,0.00108998,0.003348313,0.005485603,0.00114806,0.001729782,0.0028172],"category_scores_gemma":[0.03989279,0.0003228791,0.0004617903,0.001587468,0.004978265,0.01005928,0.002891725,0.002472133,0.0002680424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003732123,"about_ca_system_score_gemma":0.009094902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008213845,"about_ca_topic_score_gemma":0.009169206,"domain_scores_codex":[0.982586,0.01057134,0.0009586968,0.0006171121,0.003757053,0.001509692],"domain_scores_gemma":[0.959475,0.02423793,0.004662819,0.0007432561,0.00570244,0.005178452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001183616,0.0005999674,0.1896856,0.00186621,0.00004375818,0.002261029,0.4975117,0.0001786573,0.00117922,0.01496235,0.0148967,0.2766964],"study_design_scores_gemma":[0.0000143662,0.0002074176,0.04614751,0.001678812,0.00002537321,0.001514925,0.9189768,0.00028203,0.0003054577,0.003433544,0.0273549,0.00005879145],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7982543,0.01530442,0.002805526,0.1561712,0.0005339714,0.0001542617,0.00009996512,0.0000428825,0.02663349],"genre_scores_gemma":[0.9806771,0.009737846,0.002123708,0.005451072,0.000113838,0.00005433184,0.00003803485,0.0000106681,0.001793507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02187224,"threshold_uncertainty_score":0.1156728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03168380790031699,"score_gpt":0.4489018698367376,"score_spread":0.4172180619364206,"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."}}