{"id":"W2343495206","doi":"10.4178/epih.e2016014","title":"A suggestion for quality assessment in systematic reviews of observational studies in nutritional epidemiology","year":2016,"lang":"en","type":"article","venue":"Epidemiology and Health","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Jeju National University","keywords":"Observational study; Medicine; Subgroup analysis; Meta-analysis; Cohort study; Equivalence (formal languages); Epidemiology; Quality Score; Statistics; Cohort; Internal medicine; Mathematics; Operations management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6841946,0.000204072,0.01141046,0.0003719812,0.00008007378,0.000004029896,0.000359941,0.0001437894,0.0002247069],"category_scores_gemma":[0.5224218,0.00008341407,0.0006673523,0.0004288584,0.0002194299,0.0001202306,0.00005598269,0.0001388691,0.00003156883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001679828,"about_ca_system_score_gemma":0.0001809201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005044267,"about_ca_topic_score_gemma":0.0005567112,"domain_scores_codex":[0.6891479,0.2486375,0.05827116,0.001950333,0.001085198,0.000907846],"domain_scores_gemma":[0.5208287,0.4543619,0.02171691,0.001843099,0.001033091,0.000216287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001021113,0.00004698937,0.7218822,0.007336583,0.0000370459,1.297322e-7,0.0001033806,0.00001089702,0.000002222402,0.2591715,0.009645381,0.001753556],"study_design_scores_gemma":[0.0003419824,0.00007942227,0.6838177,0.002270449,0.00001537298,0.000003639321,0.0001525625,0.0004667238,9.421802e-8,0.3109038,0.001888288,0.00005990514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2120899,0.1833642,0.273069,0.317012,0.0009140897,0.01311911,0.000187153,0.000008825959,0.0002358509],"genre_scores_gemma":[0.8380472,0.02643864,0.1195972,0.01184277,0.0001777109,0.002938199,0.00005161053,0.00001168445,0.0008949789],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6259573,"threshold_uncertainty_score":0.779996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9841354879680473,"score_gpt":0.7448717149373107,"score_spread":0.2392637730307365,"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."}}