{"id":"W3038200853","doi":"10.3899/jrheum.200254","title":"Propensity Score Methods in Rare Disease: A Demonstration Using Observational Data in Systemic Lupus Erythematosus","year":2020,"lang":"en","type":"review","venue":"The Journal of Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto","funders":"Canadian Institutes of Health Research; GlaxoSmithKline","keywords":"Medicine; Propensity score matching; Observational study; Confounding; Inverse probability weighting; Disease; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.01231723,0.0005528795,0.001908594,0.002375246,0.0002590004,0.001679861,0.001007575,0.001745213,0.001657506],"category_scores_gemma":[0.02801343,0.0004356262,0.002568498,0.003833953,0.001483094,0.001844755,0.0009806294,0.003874071,0.0005167291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009184185,"about_ca_system_score_gemma":0.001893684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00179748,"about_ca_topic_score_gemma":0.001800337,"domain_scores_codex":[0.9932881,0.004445458,0.0007195213,0.0003692642,0.001105063,0.00007246806],"domain_scores_gemma":[0.971191,0.02626257,0.0007497945,0.000553214,0.001122902,0.0001205498],"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":[0.00006553168,0.00002706953,0.0007897557,0.0184623,0.001042248,0.0001113341,0.0001449174,0.00101237,0.0001406406,0.03100938,0.01355137,0.9336431],"study_design_scores_gemma":[0.0001825269,0.0002751373,0.008530907,0.05774362,0.002404852,0.002999899,0.0002371938,0.002694509,0.0005253869,0.08662863,0.8376479,0.0001294692],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001455561,0.9949616,0.002841177,0.001322701,0.000186867,0.00001504464,0.00001600745,0.000007746251,0.0005032974],"genre_scores_gemma":[0.003647703,0.9907405,0.004121052,0.0007182452,0.0004555887,0.00005736153,0.0000237289,0.000007795838,0.0002279886],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01231723,"threshold_uncertainty_score":0.06514049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.330998026129424,"score_gpt":0.4473410307724086,"score_spread":0.1163430046429846,"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."}}