{"id":"W3210577177","doi":"10.3389/fpubh.2021.741424","title":"Digital Health Value Realization Through Active Change Efforts","year":2021,"lang":"en","type":"review","venue":"Frontiers in Public Health","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Health Infoway","funders":"Health Canada","keywords":"Digital health; Business; Health care; Incentive; Government (linguistics); Value (mathematics); Health information technology; Telehealth; Public relations; Marketing; Telemedicine; Economics; Computer science; Political science; Economic growth","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01558087,0.0007338196,0.0003691417,0.002660051,0.006927824,0.01795337,0.002052427,0.00350978,0.008127906],"category_scores_gemma":[0.03472311,0.0003781749,0.0008323039,0.001890259,0.01519312,0.01074164,0.01311911,0.004336955,0.001275905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01170237,"about_ca_system_score_gemma":0.02073123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007975535,"about_ca_topic_score_gemma":0.01013002,"domain_scores_codex":[0.9829381,0.008520378,0.00056865,0.001537813,0.004501894,0.001933129],"domain_scores_gemma":[0.9738371,0.01185659,0.002112166,0.003877415,0.004169888,0.004146863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001152052,0.0007435778,0.0239639,0.0007309378,0.0001209508,0.001990217,0.1352403,0.001541439,0.003991251,0.4424161,0.02062555,0.3685205],"study_design_scores_gemma":[0.0001223115,0.0004186534,0.01695916,0.001012069,0.0001260853,0.001231707,0.1181998,0.003676838,0.003606325,0.2509443,0.6035613,0.0001414706],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.3105147,0.002052561,0.05580904,0.0908983,0.0007868537,0.001276414,0.0001403945,0.0006668636,0.537855],"genre_scores_gemma":[0.9731293,0.0007122332,0.01413705,0.002202201,0.0001519846,0.0001370809,0.00005585908,0.00006147172,0.009412806],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01795337,"threshold_uncertainty_score":0.08490694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1711254996634527,"score_gpt":0.441915753863519,"score_spread":0.2707902542000663,"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."}}