{"id":"W3023629377","doi":"10.2196/15688","title":"Economic Advantages of Telehealth and Virtual Health Practitioners: Return on Investment Analysis","year":2020,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Townsville Hospital and Health Service","keywords":"Telehealth; Workforce; Metropolitan area; Rural area; Telemedicine; Rural health; Health care; Videoconferencing; Service (business); Return on investment; Nursing; Medicine; Business; Marketing; Economic growth; Multimedia; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.00040469,0.0002431213,0.001003211,0.0003414959,0.0001332092,0.000006881184,0.00005619353,0.00005335245,0.0008427776],"category_scores_gemma":[0.0001631263,0.0001761671,0.00006762226,0.000477223,0.0002740716,0.0001286723,0.00002670121,0.000284806,0.00001202149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002201937,"about_ca_system_score_gemma":0.0004073366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003827321,"about_ca_topic_score_gemma":0.0001630239,"domain_scores_codex":[0.9978774,0.0001760499,0.0008370879,0.0004566196,0.000363805,0.000289097],"domain_scores_gemma":[0.9984699,0.0001440869,0.000421647,0.0002225096,0.00009849414,0.0006433798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007164963,0.001344454,0.4447558,0.00371863,0.004867519,0.0002006139,0.2299168,0.0002024546,0.02241231,0.03539944,0.1079391,0.1420779],"study_design_scores_gemma":[0.02277241,0.08519585,0.6136742,0.000807106,0.001402052,0.000101916,0.07835699,0.00323918,0.00277785,0.00004354516,0.1909873,0.0006416244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8394693,0.0006577109,0.0005097023,0.156192,0.00009344141,0.001587286,0.00006880074,0.00005763364,0.001364156],"genre_scores_gemma":[0.9474172,0.0008763944,0.0005712591,0.0499819,0.0005240114,0.00008835913,0.0003757932,0.00002168227,0.0001434275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1689183,"threshold_uncertainty_score":0.9227824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04157370343104532,"score_gpt":0.393414288493952,"score_spread":0.3518405850629067,"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."}}