{"id":"W1996213954","doi":"10.3899/jrheum.140167","title":"Comprehensive Arthritis Referral Study — Phase 2: Analysis of the Comprehensive Arthritis Referral Tool","year":2014,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Referral; Triage; Physical therapy; Internal medicine; Emergency medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01298876,0.001326222,0.001872745,0.001406468,0.001020299,0.001213186,0.001131638,0.001524302,0.001910104],"category_scores_gemma":[0.0142477,0.001043241,0.001795654,0.001928633,0.0007408695,0.001262655,0.001820134,0.001348245,0.0006744945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001868865,"about_ca_system_score_gemma":0.003380328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01008862,"about_ca_topic_score_gemma":0.008893481,"domain_scores_codex":[0.9924942,0.004190868,0.0004921181,0.0007460289,0.001512237,0.0005645606],"domain_scores_gemma":[0.991165,0.002451748,0.002230511,0.000702446,0.00195836,0.001491992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03063854,0.007022079,0.9387937,0.000377913,0.001574173,0.0001759117,0.0006601384,0.0009973164,0.0007506643,0.0001887441,0.003288895,0.01553186],"study_design_scores_gemma":[0.01331608,0.01052448,0.971521,0.00008123068,0.0004392147,0.0002232226,0.0002387931,0.001746612,0.0002120484,0.000106751,0.001537123,0.00005347195],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808399,0.00052865,0.0009927272,0.0002475293,0.00004665704,0.01032873,0.005523881,0.00006496415,0.001426951],"genre_scores_gemma":[0.9591963,0.0002769281,0.005369673,0.0006005327,0.0001226389,0.01642364,0.01689225,0.00004782162,0.001070119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01298876,"threshold_uncertainty_score":0.06869197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03368894767786214,"score_gpt":0.3241269454571051,"score_spread":0.290437997779243,"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."}}