{"id":"W4309158437","doi":"10.2196/39542","title":"Physicians’ Perspectives on Inpatient Portals: Systematic Review","year":2022,"lang":"en","type":"review","venue":"Interactive Journal of Medical Research","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences","keywords":"Patient portal; Thematic analysis; MEDLINE; Medicine; Critical appraisal; Health care; Systematic review; Workflow; Scopus; Family medicine; Inpatient care; Medical education; Nursing; Qualitative research; Alternative medicine","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.06178741,0.0005612999,0.007268742,0.001635557,0.0008100588,0.00002793747,0.002824669,0.0006913089,0.01590743],"category_scores_gemma":[0.09480584,0.0003551833,0.001394829,0.0016897,0.0002143102,0.00020247,0.0006759298,0.02884226,0.00106425],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.008454154,"about_ca_system_score_gemma":0.01918915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001323319,"about_ca_topic_score_gemma":0.00002902126,"domain_scores_codex":[0.9322026,0.0479546,0.006133101,0.0006114909,0.01155194,0.001546247],"domain_scores_gemma":[0.9341143,0.05444643,0.006980357,0.001031274,0.002385392,0.001042287],"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":[0.000047753,0.0004077193,4.287631e-7,0.780183,0.0006754926,0.0004566626,0.002675412,2.019575e-8,1.626459e-8,0.000381157,0.06462055,0.1505518],"study_design_scores_gemma":[0.0001681161,0.0009199653,1.156284e-7,0.4982547,0.000286112,0.0001464223,0.01026566,0.000001867425,1.684615e-8,0.00001854385,0.4898201,0.0001183835],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003498683,0.9793187,0.00001627383,0.002634476,0.002559258,0.007200435,0.00003323141,0.00001911796,0.008215059],"genre_scores_gemma":[0.00001837249,0.9934715,0.00000925147,0.001091791,0.001592297,0.002029227,0.00001579502,0.0001329935,0.001638795],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4251995,"threshold_uncertainty_score":0.99989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3521046571787294,"score_gpt":0.6629802231928194,"score_spread":0.31087556601409,"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."}}