{"id":"W2192864038","doi":"10.1001/jamainternmed.2015.6831","title":"Internal Medicine Resident Computer Usage","year":2015,"lang":"en","type":"article","venue":"JAMA Internal Medicine","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Heritage College","funders":"National Center for Advancing Translational Sciences; National Center for Research Resources; National Institutes of Health; National Institute of Environmental Health Sciences; Health Services Research and Development","keywords":"Medicine; MEDLINE; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006425854,0.0004174107,0.001091919,0.0004339761,0.0002491972,0.00001191763,0.0008853656,0.0003750479,0.003854058],"category_scores_gemma":[0.003227152,0.0002766523,0.0000772969,0.0002792206,0.0003351361,0.0002432129,0.0003458496,0.002581548,0.002007419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001551907,"about_ca_system_score_gemma":0.000718832,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04181106,"about_ca_topic_score_gemma":0.002519379,"domain_scores_codex":[0.992901,0.001579279,0.002212711,0.0006161837,0.001390414,0.001300432],"domain_scores_gemma":[0.9944229,0.001895905,0.000857905,0.0007344896,0.0007683359,0.001320535],"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":[0.0005049789,0.00003355484,0.04581611,0.000371236,0.00008592674,0.0002411272,0.0160738,0.00000319004,0.0001832168,0.001418585,0.9213191,0.01394912],"study_design_scores_gemma":[0.01167948,0.004373031,0.02288736,0.01266033,0.00006527727,0.0003012708,0.005774366,0.002203025,0.00003780006,0.002015106,0.9376336,0.0003693554],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2183864,0.005505613,0.05243827,0.1928914,0.0479808,0.003004732,0.00001737587,0.0007097945,0.4790656],"genre_scores_gemma":[0.8440437,0.0002443306,0.0005939006,0.03352719,0.04117146,0.0001978305,0.00003463991,0.0001210181,0.08006588],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6256573,"threshold_uncertainty_score":0.9999686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1166472154579081,"score_gpt":0.4695037288528573,"score_spread":0.3528565133949492,"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."}}