{"id":"W4407932306","doi":"10.2196/66458","title":"Bridging Gaps in Telemedicine Education in Romania to Support Future Health Care: Scoping Review","year":2025,"lang":"en","type":"review","venue":"JMIR Medical Education","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Bridging (networking); Telemedicine; Health care; Coronavirus disease 2019 (COVID-19); Medicine; Computer science; Political science; World Wide Web; Computer security","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001839516,0.000582522,0.00306732,0.001945491,0.00008147979,0.00001719292,0.0003207414,0.0004420014,0.001043733],"category_scores_gemma":[0.001678517,0.0005107858,0.0002109182,0.002850544,0.00004167793,0.0001223333,0.00008902376,0.001361475,0.00007114484],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002398607,"about_ca_system_score_gemma":0.1083773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007614373,"about_ca_topic_score_gemma":0.001945861,"domain_scores_codex":[0.9934705,0.000459832,0.003115652,0.0009521504,0.001224458,0.0007773652],"domain_scores_gemma":[0.9970486,0.0001726497,0.0007617372,0.0007124057,0.0002389708,0.00106566],"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":[0.000007356505,0.0003047491,0.0002276887,0.3067816,0.000007997657,0.000008984123,0.0005065243,3.290936e-9,1.31493e-8,0.00005230536,0.1057465,0.5863563],"study_design_scores_gemma":[0.0005062668,0.0002629465,0.0006626294,0.4742851,0.0001301717,0.0001037004,0.0005885076,2.498791e-7,4.933592e-8,0.000002444938,0.5232814,0.0001765403],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004108002,0.9417714,0.00002293215,0.03988555,0.002610303,0.01440053,0.00001092714,0.00007068257,0.001186614],"genre_scores_gemma":[0.00001827641,0.921041,0.0004805013,0.06500778,0.003243088,0.004688511,0.005040966,0.0000617741,0.0004180624],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5861797,"threshold_uncertainty_score":0.9998695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02615729255244189,"score_gpt":0.4980796717166339,"score_spread":0.471922379164192,"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."}}