{"id":"W4401617328","doi":"10.3899/jrheum.2024-0755","title":"Stressed Healthcare Systems: The Impact on the Care of Patients With Rheumatic Diseases","year":2024,"lang":"en","type":"editorial","venue":"The Journal of Rheumatology","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pandemic; Health care; Healthcare system; Economic shortage; Coronavirus disease 2019 (COVID-19); Health professionals; Intensive care medicine; Disease; Family medicine; Economic growth; Infectious disease (medical specialty); 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":[0.002322282,0.0003723261,0.0004886497,0.0009732396,0.002885731,0.004146839,0.0008262207,0.002404595,0.02617319],"category_scores_gemma":[0.01502323,0.0002709605,0.000586255,0.001365664,0.001615834,0.00290497,0.006343963,0.003797853,0.001704335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003418923,"about_ca_system_score_gemma":0.004847475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01442384,"about_ca_topic_score_gemma":0.02377349,"domain_scores_codex":[0.9952806,0.002413863,0.0002903191,0.0002777027,0.0009348541,0.00080269],"domain_scores_gemma":[0.9857191,0.004070912,0.002943815,0.0002465013,0.001612485,0.00540717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002550358,0.0004368863,0.2248134,0.003109608,0.0004147374,0.002307004,0.01659239,0.0007296301,0.0005676691,0.02142544,0.358531,0.3708173],"study_design_scores_gemma":[0.0001100043,0.0005809211,0.5072409,0.01450475,0.0003037332,0.004015307,0.05200053,0.0008778853,0.0002453969,0.03792815,0.3819489,0.0002435989],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.1738668,0.1409295,0.001418319,0.60858,0.005450103,0.00007357226,0.002277735,0.0001322829,0.06727166],"genre_scores_gemma":[0.8673251,0.07353231,0.001053786,0.04800047,0.005880705,0.00009397097,0.0006279569,0.00005752037,0.003428155],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02617319,"threshold_uncertainty_score":0.08755809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.158469971916022,"score_gpt":0.4755121940373291,"score_spread":0.3170422221213071,"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."}}