{"id":"W4389960118","doi":"10.2196/45751","title":"The Implementation of Federated Digital Identifiers in Health Care: Rapid Review","year":2023,"lang":"en","type":"review","venue":"Journal of Medical Internet Research","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Women's College Hospital","funders":"","keywords":"Identifier; Digital health; Health care; Computer science; World Wide Web; Internet privacy; Nursing; Computer security; Medicine; Political science; Computer network","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01818007,0.0009267561,0.003272796,0.01570072,0.0008721385,0.003737493,0.002633256,0.002894244,0.00402904],"category_scores_gemma":[0.06044877,0.0008662348,0.003369897,0.01789813,0.001405619,0.005979746,0.002493791,0.001900319,0.0006053298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005916577,"about_ca_system_score_gemma":0.02450612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008020973,"about_ca_topic_score_gemma":0.02013379,"domain_scores_codex":[0.9886286,0.004325323,0.003437688,0.0006140021,0.002572386,0.0004219244],"domain_scores_gemma":[0.9098876,0.06394363,0.01113454,0.001305755,0.01291729,0.0008113091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001211261,0.00003530626,0.0005686525,0.674712,0.0006963194,0.0001550913,0.0007210742,0.0001727465,0.0002104454,0.002983152,0.008037527,0.3115865],"study_design_scores_gemma":[0.00005233994,0.0001812457,0.002222113,0.8637154,0.003657057,0.0004812173,0.000699932,0.0001089908,0.0002209502,0.0007148425,0.1279076,0.00003816988],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003574982,0.99752,0.0001660651,0.0008197815,0.0002600418,0.0001398074,0.00008626025,0.000008281682,0.000642164],"genre_scores_gemma":[0.00330241,0.994816,0.0007984023,0.0006619787,0.00009454842,0.0001653249,0.00007388122,0.000003786668,0.00008369315],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01818007,"threshold_uncertainty_score":0.09614658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.35906519275411,"score_gpt":0.674182300452675,"score_spread":0.315117107698565,"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."}}