{"id":"W4313187564","doi":"10.2196/42709","title":"Mixed Reality Platforms in Telehealth Delivery: Scoping Review","year":2022,"lang":"en","type":"article","venue":"JMIR Biomedical Engineering","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science Foundation Ireland","keywords":"Telehealth; Augmented reality; Telemedicine; Virtual reality; Computer science; Mixed reality; Fidelity; Multimedia; Protocol (science); Videoconferencing; Medicine; Health care; Human–computer interaction","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":[0.001025947,0.0001578488,0.00047503,0.0003191767,0.0000880692,0.000003876686,0.0001091322,0.00005110311,0.0008322557],"category_scores_gemma":[0.0001684451,0.0001451255,0.00006437607,0.0009402591,0.00002710116,0.00006749531,0.0001100781,0.0005468158,0.000008740587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003872226,"about_ca_system_score_gemma":0.0003523715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001877526,"about_ca_topic_score_gemma":0.00002315106,"domain_scores_codex":[0.9977462,0.00002830129,0.000760845,0.0002855284,0.0006790151,0.0005000935],"domain_scores_gemma":[0.9991816,0.00009498416,0.0001042617,0.0002370616,0.00002587727,0.000356188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000726153,0.002348721,0.0256748,0.1931174,0.0002197851,0.002174186,0.002132985,0.0004537748,0.004856721,0.002212898,0.1369978,0.6290848],"study_design_scores_gemma":[0.02918519,0.007506405,0.2331549,0.1332778,0.000313953,0.002390064,0.001930367,0.03428164,0.000571451,0.0001815451,0.554973,0.002233605],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9433225,0.018305,0.003251616,0.02519477,0.001372473,0.007527366,0.00009380403,0.0006330293,0.0002994129],"genre_scores_gemma":[0.9830257,0.003890914,0.001916885,0.00820414,0.0004350594,0.00143967,0.0009835191,0.00005931832,0.00004484491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6268512,"threshold_uncertainty_score":0.9112617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04941903067425123,"score_gpt":0.3637919003202182,"score_spread":0.3143728696459669,"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."}}