{"id":"W2171164851","doi":"10.1136/jech.2010.121095","title":"Damned if you do, damned if you don't: subgroup analysis and equity","year":2011,"lang":"en","type":"article","venue":"Journal of Epidemiology & Community Health","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":155,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health; University of Ottawa","funders":"","keywords":"Medicine; Subgroup analysis; Equity (law); Law; Internal medicine; Meta-analysis","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5800981,0.0005400988,0.01241283,0.001794841,0.001103036,0.000186062,0.004755088,0.0003464129,0.005328784],"category_scores_gemma":[0.1702522,0.0002813245,0.003658012,0.002954945,0.0005205764,0.0005275448,0.001026248,0.002334806,0.0001685393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002390207,"about_ca_system_score_gemma":0.0004505185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005436414,"about_ca_topic_score_gemma":0.004243258,"domain_scores_codex":[0.8114333,0.160286,0.02393845,0.0008692112,0.002462468,0.001010592],"domain_scores_gemma":[0.9067926,0.04710521,0.03317099,0.008923145,0.002470593,0.00153748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009292192,0.0003366904,0.9429866,0.0001033415,0.002292976,0.000008909156,0.00405444,0.00005410846,0.000009656487,0.003614359,0.01850561,0.0279404],"study_design_scores_gemma":[0.0005761739,0.0008487871,0.9005816,0.0001001961,0.001824295,0.0001490969,0.004679098,0.001612684,0.000002766193,0.06256304,0.02678249,0.000279794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8980511,0.008888537,0.0757334,0.008874018,0.0006539167,0.0005820363,0.0000453621,0.00001134385,0.007160257],"genre_scores_gemma":[0.9631103,0.002168822,0.02933526,0.004716655,0.0001449545,0.000006350974,0.000014555,0.00001706843,0.0004860812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4098459,"threshold_uncertainty_score":0.9999669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.830101306594005,"score_gpt":0.5910074593460091,"score_spread":0.239093847247996,"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."}}