{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000573893,0.0002793028,0.0003585178,0.001222243,0.0007036398,0.0007484765,0.0003441507,0.0002397095,0.07530048],"category_scores_gemma":[0.008892444,0.0001690229,0.000431869,0.001671629,0.0001372258,0.0005645606,0.0009381366,0.0007120666,0.01268073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006516749,"about_ca_system_score_gemma":0.001309327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003971515,"about_ca_topic_score_gemma":0.005411988,"domain_scores_codex":[0.9984825,0.0002812206,0.0002284734,0.0002063453,0.0005447171,0.0002568736],"domain_scores_gemma":[0.9946468,0.001290916,0.001436532,0.0003456799,0.000829874,0.00145021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003704389,0.0006341822,0.6439828,0.000895922,0.0002012261,0.0006002478,0.0009912367,0.0002354632,0.001406522,0.000375183,0.09832704,0.2519797],"study_design_scores_gemma":[0.0000288133,0.000308505,0.9056662,0.0004317437,0.00007087337,0.002766692,0.0006571469,0.0003499456,0.0003655242,0.000158458,0.08917141,0.0000246371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6753635,0.01376076,0.002886218,0.006872764,0.001054958,0.000586108,0.03667759,0.001491855,0.2613062],"genre_scores_gemma":[0.9438825,0.007611077,0.002296909,0.003988395,0.0007397897,0.0004070083,0.007531299,0.0001990783,0.03334377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07530048,"threshold_uncertainty_score":0.2519052,"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."}}