{"id":"W2970901478","doi":"10.2196/15038","title":"Using Patient Portals to Improve Patient Outcomes: Systematic Review","year":2019,"lang":"en","type":"review","venue":"JMIR Human Factors","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":190,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; Johns Hopkins University","keywords":"Patient portal; Medicine; Computer science; Health care; Political science","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001853142,0.001577776,0.01191161,0.0007462659,0.0008824075,0.00004071296,0.0009893624,0.001197964,0.0006827943],"category_scores_gemma":[0.0009407265,0.001034616,0.001590567,0.0008166065,0.00002897735,0.0001581994,0.0005102218,0.002592912,0.004133362],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005355966,"about_ca_system_score_gemma":0.003076538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004452182,"about_ca_topic_score_gemma":0.0001070409,"domain_scores_codex":[0.9822528,0.004522069,0.008137959,0.001397805,0.001397347,0.002292011],"domain_scores_gemma":[0.987462,0.001466404,0.006774908,0.002944137,0.0004337155,0.0009188369],"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":[8.310691e-7,0.00007274628,0.0001154378,0.9874735,0.0002798864,0.000007757726,0.001258,7.822429e-8,3.945392e-7,0.00006718436,0.004940814,0.0057834],"study_design_scores_gemma":[0.00008778128,0.000279028,0.000003900541,0.5597793,0.001006868,0.000003554049,0.0002725619,2.908965e-7,7.0037e-8,0.000002276541,0.4379602,0.0006041499],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005393312,0.9228094,0.000005678178,0.00002839553,0.00384943,0.07117859,0.0003410433,0.000244934,0.001003189],"genre_scores_gemma":[0.0001125771,0.9801682,0.00003092448,0.002434855,0.0002239395,0.01282737,0.0003641324,0.000465569,0.003372497],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4330194,"threshold_uncertainty_score":0.9997082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2731820507973249,"score_gpt":0.5497981694661948,"score_spread":0.2766161186688699,"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."}}