{"id":"W2068398916","doi":"10.1007/s10067-013-2413-1","title":"Review of a rheumatology triage system: simple, accurate, and effective","year":2013,"lang":"en","type":"review","venue":"Clinical Rheumatology","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Triage; Medicine; Referral; Rheumatology; Medical diagnosis; Internal medicine; Emergency medicine; Medical emergency; Pediatrics; Family medicine; Pathology","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002767141,0.0008109217,0.01393917,0.0003989297,0.0001021486,0.00002517162,0.0004727611,0.00135484,0.0004617607],"category_scores_gemma":[0.01152951,0.0005628114,0.001528534,0.0004954016,0.001499921,0.0001050337,0.0004150151,0.001606687,0.0006464805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007630097,"about_ca_system_score_gemma":0.000911548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001365463,"about_ca_topic_score_gemma":0.000007344066,"domain_scores_codex":[0.9894434,0.003348291,0.00493009,0.001107476,0.0003331864,0.0008375411],"domain_scores_gemma":[0.9852493,0.01033025,0.002040744,0.001221527,0.0004743103,0.000683848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006805739,0.0001382479,0.000585708,0.3834371,0.0009807548,0.00004672229,0.000009230843,1.211726e-9,3.707202e-8,0.002027417,0.01118556,0.6015212],"study_design_scores_gemma":[0.001935774,0.0007643928,0.00003180864,0.3412529,0.0002845087,0.007578302,0.00002309405,0.000004723894,1.331352e-7,0.00008191185,0.6477555,0.0002869063],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000392535,0.9916945,0.00003936701,0.0001430674,0.0005855589,0.006263457,0.00007519084,0.0001357367,0.0006706447],"genre_scores_gemma":[0.000243086,0.9977102,0.0001797428,0.0001464605,0.00002237028,0.001284363,0.0002363223,0.0001166873,0.00006075906],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.63657,"threshold_uncertainty_score":0.9999416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0807573043010031,"score_gpt":0.4486813760576979,"score_spread":0.3679240717566948,"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."}}