{"id":"W2956759306","doi":"10.3899/jrheum.190553","title":"MBDA: A Valuable Tool for Medical Decision Making","year":2019,"lang":"en","type":"letter","venue":"The Journal of Rheumatology","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Test (biology); Rheumatoid arthritis; Rheumatology; Desk; Biomarker; Alternative medicine; Medical education; Family medicine; Internal medicine; Medical physics; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02827341,0.001611406,0.002292398,0.002951332,0.003350898,0.01152282,0.003124617,0.01986137,0.01153662],"category_scores_gemma":[0.1679384,0.001253858,0.00150704,0.00143885,0.008842443,0.01988735,0.00507631,0.05118375,0.0108064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004660152,"about_ca_system_score_gemma":0.005463312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0016562,"about_ca_topic_score_gemma":0.002595503,"domain_scores_codex":[0.9797371,0.01150807,0.002022008,0.001031819,0.005051441,0.0006494795],"domain_scores_gemma":[0.8543484,0.1093226,0.00481934,0.004451057,0.01826711,0.008791486],"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":[0.00003625272,0.00001198536,0.0001611007,0.0001114324,0.00002455224,0.0003426872,0.0002082646,0.00007202094,0.00003187745,0.007889386,0.9636807,0.02742976],"study_design_scores_gemma":[0.00007387192,0.00004785636,0.0001877838,0.001214293,0.00002754759,0.001461608,0.0004164055,0.0004765176,0.00005669258,0.05435028,0.9415981,0.00008900946],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006857217,0.006191716,0.001027941,0.9560438,0.03475595,0.000009650138,0.00003173626,0.0000684844,0.001802199],"genre_scores_gemma":[0.005161648,0.01640347,0.004798188,0.7347984,0.2335672,0.00008014322,0.00006955238,0.0001184969,0.005002903],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02827341,"threshold_uncertainty_score":0.1495258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01974251859836748,"score_gpt":0.3230129889707476,"score_spread":0.3032704703723802,"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."}}