{"id":"W2883523465","doi":"10.1007/s11606-018-4591-7","title":"Prevalence and Costs of Discharge Diagnoses in Inpatient General Internal Medicine: a Multi-center Cross-sectional Study","year":2018,"lang":"en","type":"article","venue":"Journal of General Internal Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto; University Health Network; Trillium Health Centre; Health Sciences Centre; Mount Sinai Hospital; St. Michael's Hospital","funders":"University of Toronto","keywords":"Medicine; Interquartile range; Medical diagnosis; Delirium; Emergency medicine; Stroke (engine); Cross-sectional study; Dementia; Inpatient care; Health care; Pediatrics; Intensive care medicine; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00105365,0.0003277951,0.0009169616,0.0005399304,0.0000719562,0.00001081724,0.000290596,0.0000887519,0.000481566],"category_scores_gemma":[0.001166007,0.0002028619,0.0001349628,0.0002374942,0.0009364259,0.0002261362,0.0001878303,0.0005845677,0.000003022341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001806164,"about_ca_system_score_gemma":0.00006348255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001251,"about_ca_topic_score_gemma":0.0003079008,"domain_scores_codex":[0.9963261,0.0001629217,0.001878747,0.0003389139,0.000963023,0.0003302835],"domain_scores_gemma":[0.9973966,0.0001565035,0.0008127803,0.0002071331,0.00114525,0.0002817392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001562605,0.001208493,0.9768071,0.0001298282,0.0003988269,0.0002589798,0.003178344,0.000002167601,0.00653229,0.00004248948,0.008720953,0.001157904],"study_design_scores_gemma":[0.01292965,0.01237985,0.9676207,0.002988288,0.0001733957,0.0008841099,0.0006658812,0.0002516685,0.001206643,0.0000281836,0.0007102706,0.0001613625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894525,0.004673011,0.0002877779,0.0009411818,0.003282223,0.0003768162,0.00001888373,0.000008306706,0.0009593086],"genre_scores_gemma":[0.9899906,0.003014741,0.0003609389,0.0006639756,0.004258174,0.00001138103,0.000004048188,0.00002527679,0.001670892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01136705,"threshold_uncertainty_score":0.8272468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03530463112306649,"score_gpt":0.3790311300466451,"score_spread":0.3437264989235786,"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."}}