{"id":"W4415004838","doi":"10.2196/77901","title":"Patient Attitudes Toward Ambient Voice Technology: Preimplementation Patient Survey in an Academic Medical Center","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Documentation; Patient Consent; Center (category theory); Patient portal; Patient data; Focus (optics); Patient-centered care; Patient privacy; MEDLINE","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":[0.003226578,0.0001906988,0.0002870516,0.0007587286,0.001276061,0.00116029,0.0004059355,0.0007426689,0.003067486],"category_scores_gemma":[0.007421941,0.0003894347,0.0002962439,0.0008563542,0.0006367186,0.0010044,0.001134194,0.001204558,0.0005892866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001537872,"about_ca_system_score_gemma":0.001486596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006434961,"about_ca_topic_score_gemma":0.01086466,"domain_scores_codex":[0.9975953,0.000890722,0.0003200785,0.0002151091,0.0005237798,0.0004551277],"domain_scores_gemma":[0.9926462,0.001741573,0.002277719,0.0002465801,0.00119178,0.001896241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001304219,0.00112593,0.9827503,0.0000493258,0.00001667287,0.0002127509,0.006901385,0.00006600024,0.0006140408,0.00002539726,0.0009987856,0.007109035],"study_design_scores_gemma":[0.00002214762,0.002221703,0.9748906,0.00002985084,0.00001339573,0.0003380884,0.02060802,0.0003332906,0.0003656162,0.00001560263,0.001141166,0.00002058994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988883,0.00002944306,0.00007685901,0.0002752716,0.000002826421,0.00008481318,0.0002095097,0.000006448122,0.0004265005],"genre_scores_gemma":[0.9986631,0.00007142338,0.0003148463,0.0004389878,0.000008863586,0.0001080358,0.0001649226,0.000003513105,0.0002263997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006434961,"threshold_uncertainty_score":0.01706398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0762834764199322,"score_gpt":0.4919052514536007,"score_spread":0.4156217750336685,"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."}}