{"id":"W3199462088","doi":"10.2196/29647","title":"Accessing Patient Electronic Health Record Portals Safely Using Social Credentials: Demonstration Pilot Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Standards and Technology; Cedars-Sinai Medical Center","keywords":"Patient portal; Password; Internet privacy; Computer science; Identity (music); Medical record; World Wide Web; Health care; Login; Test (biology); Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006768065,0.000924537,0.0006797849,0.0005869874,0.002393133,0.001175384,0.001426641,0.001706629,0.00857824],"category_scores_gemma":[0.01129818,0.0005692605,0.0007219377,0.0002762572,0.001326132,0.001942481,0.002597772,0.002248583,0.002201698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007248493,"about_ca_system_score_gemma":0.002578938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003002124,"about_ca_topic_score_gemma":0.005130228,"domain_scores_codex":[0.9959775,0.002453793,0.0001732684,0.0002913717,0.0003389856,0.0007652045],"domain_scores_gemma":[0.9907155,0.002922389,0.000511024,0.0008544105,0.001355123,0.00364157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.009740835,0.569613,0.1130502,0.002011805,0.0003001655,0.008806097,0.07822803,0.00172468,0.01796092,0.001550411,0.02121839,0.1757955],"study_design_scores_gemma":[0.0151967,0.5906778,0.1913375,0.0006544659,0.0004651216,0.006012445,0.127619,0.01396053,0.01182259,0.002332203,0.03946434,0.0004572886],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946411,0.00002445755,0.001169044,0.0003615065,0.00002835973,0.002342567,0.0001459885,0.00006283893,0.001224068],"genre_scores_gemma":[0.9833877,0.0001523228,0.007227093,0.00106049,0.00006601238,0.005298905,0.0002767511,0.00002622525,0.002504489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00857824,"threshold_uncertainty_score":0.03579336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3241664692668739,"score_gpt":0.5886743234334975,"score_spread":0.2645078541666236,"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."}}