{"id":"W2781847544","doi":"10.3899/jrheum.171179","title":"Rheumanomics: Addressing Scarcity and Need in Rheumatologic Care","year":2018,"lang":"en","type":"letter","venue":"The Journal of Rheumatology","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Referral; Rheumatology; Population; Family medicine; Scarcity; Health care; Polyarthritis; Subspecialty; Intensive care medicine; Physical therapy; Internal medicine; Arthritis; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.009762929,0.0007384736,0.001023229,0.002028591,0.007590965,0.01047931,0.002073231,0.009440622,0.01080156],"category_scores_gemma":[0.02296111,0.0007922156,0.0008401762,0.001739646,0.01052488,0.01659694,0.01096155,0.01903297,0.001940657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01077004,"about_ca_system_score_gemma":0.01732071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01837424,"about_ca_topic_score_gemma":0.06309933,"domain_scores_codex":[0.9921341,0.003219685,0.0006835781,0.0005375036,0.002265915,0.001159083],"domain_scores_gemma":[0.9771479,0.009921083,0.001725652,0.0005551081,0.003638123,0.007012017],"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":[0.00004702315,0.0001679822,0.007765568,0.00152855,0.00007856937,0.00106857,0.0140547,0.0001091085,0.0004467696,0.01757288,0.7347636,0.2223966],"study_design_scores_gemma":[0.00004893945,0.0001696682,0.009550678,0.004615546,0.00007059657,0.002943319,0.0444876,0.0003026236,0.0002131539,0.04238326,0.895083,0.0001317118],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003341574,0.02676927,0.001097055,0.9532406,0.009147515,0.00003418518,0.00004415545,0.00006088904,0.006264732],"genre_scores_gemma":[0.1219746,0.1400122,0.01091451,0.6626623,0.04832529,0.0002816238,0.0002028359,0.000354292,0.01527238],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01837424,"threshold_uncertainty_score":0.07814246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03163269639066102,"score_gpt":0.2546650170583428,"score_spread":0.2230323206676817,"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."}}