{"id":"W2901556579","doi":"10.2196/10306","title":"Electronic Health Records as an Educational Tool: Viewpoint","year":2018,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Documentation; Medical education; Graduate medical education; Health care; Leverage (statistics); Interpreter; Quality (philosophy); Quality management; Medicine; Psychology; Computer science; Business; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004522146,0.0002568175,0.0004356146,0.0002265134,0.00118733,0.00001702618,0.0004919147,0.0004871351,0.02270044],"category_scores_gemma":[0.002193523,0.0002355254,0.00007010005,0.0005995326,0.0001580036,0.0003031674,0.0000634096,0.001691866,0.006586672],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003056395,"about_ca_system_score_gemma":0.1146838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004377918,"about_ca_topic_score_gemma":0.005373587,"domain_scores_codex":[0.9932868,0.001961637,0.001394408,0.0006620082,0.001026923,0.001668246],"domain_scores_gemma":[0.996284,0.00044608,0.0005959756,0.0007479449,0.0005973859,0.001328593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001077648,0.001362823,0.00912846,0.0006645939,0.00002465803,3.14308e-7,0.01016361,2.582513e-8,0.00002088573,0.1684674,0.5258006,0.2842589],"study_design_scores_gemma":[0.0006445161,0.001448724,0.02518941,0.0007851771,0.00000657636,0.00003930111,0.002089377,0.0001673103,0.000006161985,0.02564291,0.9436961,0.0002844148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6480365,0.001408993,0.000363134,0.2992756,0.01247263,0.004086324,0.000006271246,0.0003529453,0.03399753],"genre_scores_gemma":[0.8240601,0.0006338878,0.0006376668,0.123485,0.02090461,0.004502941,0.0004029931,0.0001121445,0.02526062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4178955,"threshold_uncertainty_score":0.9941868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03404370725772692,"score_gpt":0.5109148293422127,"score_spread":0.4768711220844857,"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."}}