{"id":"W1678732033","doi":"10.1002/acr.21959","title":"Systematic Review of Validation Studies of the Use of Administrative Data to Identify Serious Infections","year":2013,"lang":"en","type":"review","venue":"Arthritis Care & Research","topic":"Streptococcal Infections and Treatments","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"Arthritis Research Centre of Canada; University of British Columbia; University Health Network","funders":"Canadian Arthritis Network","keywords":"Data science; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0006751037,0.0002071334,0.002284056,0.0002916512,0.0001130054,0.00002184682,0.0003018507,0.0001067836,0.00007180725],"category_scores_gemma":[0.004966665,0.0001237024,0.0003854186,0.001273483,0.0002666588,0.0001395373,0.000531711,0.0003124391,0.00004125699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001612737,"about_ca_system_score_gemma":0.0005689313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003440388,"about_ca_topic_score_gemma":0.0001606895,"domain_scores_codex":[0.9964227,0.001062749,0.001260671,0.0003456592,0.000717373,0.0001908143],"domain_scores_gemma":[0.9938391,0.001097185,0.0005274101,0.001860723,0.002591336,0.00008423831],"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":[0.000001479551,0.0001598917,0.0001301906,0.9072129,0.001138822,0.000005794989,0.0002041508,7.579853e-8,0.000003727753,0.0000417302,0.001518884,0.08958236],"study_design_scores_gemma":[0.0001903698,0.0005514474,0.00007774798,0.9569833,0.001771551,0.00006577533,0.0004809136,1.41099e-7,0.0000711433,0.000004717307,0.03972362,0.00007927918],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003806883,0.9882854,0.000002209209,0.00003761198,0.0001134315,0.01039386,0.0006519496,0.00000865485,0.0001261427],"genre_scores_gemma":[0.001396566,0.9963069,0.00007317442,0.000008657326,0.00002623005,0.001670194,0.0002912315,0.00002372089,0.0002033489],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08950308,"threshold_uncertainty_score":0.594592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6436046996311151,"score_gpt":0.5995586895726678,"score_spread":0.04404601005844733,"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."}}