{"id":"W1440459590","doi":"10.1001/jamainternmed.2015.3012","title":"Better Choices Concerning Rheumatoid Factor Testing","year":2015,"lang":"en","type":"letter","venue":"JAMA Internal Medicine","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Rheumatoid factor; Rheumatoid arthritis; Intensive care medicine; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01130672,0.000928495,0.0022913,0.001822494,0.01092264,0.009644213,0.002856218,0.1411062,0.01884836],"category_scores_gemma":[0.09882084,0.001521242,0.002396981,0.001332561,0.008198426,0.009435528,0.005492524,0.1000245,0.007803581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01000286,"about_ca_system_score_gemma":0.01159721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01172125,"about_ca_topic_score_gemma":0.02316319,"domain_scores_codex":[0.9875106,0.004524998,0.001816532,0.001268942,0.002523856,0.002355195],"domain_scores_gemma":[0.9556366,0.02654347,0.003112407,0.001095442,0.004025932,0.00958603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009430034,0.00007346128,0.001946596,0.00006223648,0.0000430558,0.003186866,0.0003540179,0.0001082267,0.0001542346,0.009578299,0.973115,0.01128372],"study_design_scores_gemma":[0.0005037059,0.0001512606,0.004187794,0.001982979,0.0001561702,0.007211951,0.002098184,0.00101145,0.0003193067,0.0762848,0.9058527,0.0002396499],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001670369,0.0004752298,0.00003359438,0.9930845,0.004448661,0.000003546881,0.00001307482,0.000004522974,0.001769803],"genre_scores_gemma":[0.002015516,0.00036574,0.00007091092,0.9792589,0.01656215,0.000008996348,0.00001096738,0.000007031901,0.001699809],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1411062,"threshold_uncertainty_score":0.07257622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06542374041582599,"score_gpt":0.3203242961860388,"score_spread":0.2549005557702128,"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."}}