{"id":"W3211842737","doi":"10.2196/31837","title":"Impact of Electronic Health Record Interoperability on Telehealth Service Outcomes","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Telehealth; Interoperability; Telemedicine; Health care; Service (business); Nursing; Medicine; Quality (philosophy); Business; Computer science; World Wide Web; Political science; Marketing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008628885,0.000208876,0.0007781013,0.0001459323,0.00006810928,0.000008643622,0.0001349912,0.0001369967,0.001705417],"category_scores_gemma":[0.0004312133,0.0001431998,0.0001743765,0.0005629527,0.00005813416,0.0001259899,0.00006328276,0.0007177452,0.00005997958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006120784,"about_ca_system_score_gemma":0.004667023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005623187,"about_ca_topic_score_gemma":0.000425885,"domain_scores_codex":[0.9964426,0.0001148208,0.001622402,0.0001473917,0.001027227,0.0006455159],"domain_scores_gemma":[0.9977336,0.0002052439,0.0004480824,0.0004999392,0.0003537575,0.0007593771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005090204,0.001669983,0.4978603,0.004762836,0.000343384,0.00001972825,0.01120342,0.000002767028,0.00001988504,0.0007144073,0.03076136,0.4521329],"study_design_scores_gemma":[0.008188348,0.01023428,0.9490982,0.0009552621,0.00005555676,0.0002578796,0.005276782,0.002021197,0.0001673881,0.0001976752,0.02327251,0.0002749556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801854,0.00005392142,0.0003595198,0.01752329,0.0001483982,0.0006957354,0.00002289165,0.00007518884,0.0009356074],"genre_scores_gemma":[0.9613613,0.0002408193,0.001015091,0.03688697,0.0001099393,0.00003907881,0.0002620348,0.00001865555,0.00006604793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4518579,"threshold_uncertainty_score":0.9992071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03419890647057162,"score_gpt":0.4211299038508348,"score_spread":0.3869309973802632,"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."}}