{"id":"W3131130066","doi":"10.2196/24646","title":"Voice Interface Technology Adoption by Patients With Heart Failure: Pilot Comparison Study","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; National Institutes of Health","keywords":"Telehealth; Interface (matter); Medicine; mHealth; Telemedicine; Computer science; Medical emergency; Health care; Multimedia; Psychology; Nursing; Psychological intervention","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0009850529,0.0004351742,0.0009378411,0.0002979959,0.002402929,0.00002489907,0.0002407123,0.0003703549,0.0001657711],"category_scores_gemma":[0.0001288427,0.000385154,0.00003291821,0.001291981,0.0001492654,0.0001868357,0.0001844081,0.001947422,0.0003125209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004771832,"about_ca_system_score_gemma":0.002239818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000630599,"about_ca_topic_score_gemma":0.002809499,"domain_scores_codex":[0.9939761,0.0009841247,0.001617167,0.001112503,0.0005430005,0.001767164],"domain_scores_gemma":[0.9957238,0.0003993203,0.0007639282,0.0009145794,0.000733488,0.001464834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005578518,0.002858151,0.89875,0.002071189,0.00001622246,0.000001103142,0.0009705969,0.000002249197,0.0000238437,0.0008398962,0.08674965,0.007159215],"study_design_scores_gemma":[0.007072631,0.004108206,0.5039688,0.0002509612,0.00007818444,0.000005498964,0.008650661,0.00004883108,0.00001350054,0.0001385605,0.4752725,0.0003917196],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9621969,0.00201246,0.0007157426,0.02524875,0.0004436292,0.008403323,0.0001476404,0.0004304763,0.0004010189],"genre_scores_gemma":[0.9842028,0.0003869123,0.001801105,0.005734334,0.0001961955,0.006871029,0.0002808065,0.00007898321,0.0004478532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3947813,"threshold_uncertainty_score":0.99986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0527930561717636,"score_gpt":0.4424630430947367,"score_spread":0.3896699869229731,"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."}}