{"id":"W7100380667","doi":"","title":"Original article doi:10.1093/rheumatology/kes231 Early consultation with a rheumatologist for RA: does it reduce subsequent use of orthopaedic surgery?","year":2015,"lang":"en","type":"article","venue":"","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diagnosis code; Cohort; Orthopedic surgery; Proportional hazards model; Disease; Multivariate analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005150867,0.0005214745,0.0007005559,0.0008747093,0.0004622961,0.001434492,0.0004643016,0.001116919,0.4868902],"category_scores_gemma":[0.001279074,0.0002146326,0.0002841474,0.0006797467,0.0005079982,0.0005984999,0.0005251479,0.0007082789,0.1517887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001244577,"about_ca_system_score_gemma":0.001257218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0135044,"about_ca_topic_score_gemma":0.02624669,"domain_scores_codex":[0.9994282,0.0001052841,0.00005602681,0.0000767951,0.000219655,0.0001139434],"domain_scores_gemma":[0.9986097,0.0002429892,0.000199964,0.0000885216,0.000440629,0.000418245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001151605,0.0005654412,0.04463657,0.0009066911,0.000140556,0.001484415,0.00006358599,0.0003255732,0.00300728,0.001229812,0.5540118,0.3924767],"study_design_scores_gemma":[0.0005336126,0.00046545,0.1883285,0.00146902,0.00008585984,0.006025911,0.0001820701,0.0005561874,0.0008975986,0.001045934,0.8003721,0.00003774724],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06976784,0.0504014,0.0019207,0.06874227,0.01296585,0.0004222826,0.03224587,0.00108619,0.7624476],"genre_scores_gemma":[0.1987232,0.02358291,0.002784026,0.009683924,0.01079495,0.0001273874,0.01561885,0.0002172829,0.7384675],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4868902,"threshold_uncertainty_score":0.7318889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09705080035482948,"score_gpt":0.353416784540227,"score_spread":0.2563659841853975,"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."}}