{"id":"W2146936266","doi":"10.1093/ije/31.1.86","title":"Commentary: Improving pooled analyses in epidemiology","year":2002,"lang":"en","type":"letter","venue":"International Journal of Epidemiology","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Cancer Foundation","funders":"","keywords":"Epidemiology; Medicine; Pooling; Breast cancer; Observational study; Cohort study; Meta-analysis; Clinical study design; Cohort; Environmental health; Nutritional epidemiology; Demography; Cancer; Clinical trial; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1454864,0.003968947,0.009290255,0.006230881,0.005244212,0.01263819,0.02121991,0.08106883,0.02213824],"category_scores_gemma":[0.5670063,0.003283301,0.01076296,0.009636865,0.01411253,0.0182293,0.005781688,0.07117509,0.01346308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0159652,"about_ca_system_score_gemma":0.03110808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01423214,"about_ca_topic_score_gemma":0.01100682,"domain_scores_codex":[0.8425894,0.09232358,0.01774754,0.01073757,0.03376696,0.002834998],"domain_scores_gemma":[0.3725601,0.491028,0.01513436,0.01432723,0.1010112,0.005939136],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001580467,0.00001091319,0.00006293682,0.002824468,0.0003227505,0.00006824986,0.0001087993,0.0000938561,0.00002392884,0.002779893,0.9829154,0.01063061],"study_design_scores_gemma":[0.001308811,0.0001667115,0.0009796723,0.03159091,0.001525706,0.0004001804,0.0003731897,0.0006291399,0.0002965892,0.03737016,0.9251284,0.0002305994],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00005628839,0.02421981,0.0006906635,0.8028429,0.1703957,0.00008158294,0.0004547021,0.0001000306,0.001158371],"genre_scores_gemma":[0.001328492,0.01062468,0.001268939,0.8244992,0.1605119,0.0002470231,0.0001383061,0.0001032104,0.001278143],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8545136,"threshold_uncertainty_score":0.7694145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1674151534641962,"score_gpt":0.436320690107787,"score_spread":0.2689055366435907,"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."}}