{"id":"W4211034560","doi":"10.2196/preprints.23934","title":"Electronic Medical Record–Based Case Phenotyping for the Charlson Conditions: Scoping Review (Preprint)","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Medicine; MEDLINE; Systematic review; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03535449,0.001719679,0.005906601,0.0304792,0.001282653,0.004978402,0.002491376,0.003404026,0.02373413],"category_scores_gemma":[0.1859223,0.001380763,0.00602178,0.03155544,0.001247971,0.006283659,0.003328325,0.001773993,0.003407964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007039822,"about_ca_system_score_gemma":0.02697918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00740546,"about_ca_topic_score_gemma":0.01477338,"domain_scores_codex":[0.9658321,0.009153867,0.01693209,0.001595386,0.00590834,0.0005783406],"domain_scores_gemma":[0.7875669,0.1337363,0.03841875,0.004297058,0.03501479,0.0009661693],"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":[0.0001487608,0.00002255906,0.0008043729,0.8740613,0.001501488,0.0001106556,0.0004396846,0.00009732648,0.0002432929,0.0008562308,0.03368249,0.08803172],"study_design_scores_gemma":[0.00004437058,0.00004147231,0.002120959,0.956604,0.00290625,0.000123086,0.0002085059,0.00004766083,0.0001207596,0.0002813342,0.0374819,0.00001968093],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001502312,0.9707128,0.001441435,0.005326402,0.003461948,0.006343042,0.007654968,0.00008913904,0.003467923],"genre_scores_gemma":[0.007510791,0.9671835,0.005367249,0.003567974,0.001615617,0.008745301,0.004665099,0.00005716404,0.001287211],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03535449,"threshold_uncertainty_score":0.1869747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08955699581463576,"score_gpt":0.4116409216772758,"score_spread":0.3220839258626401,"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."}}