{"id":"W2053325329","doi":"10.1289/ehp.1205397","title":"Use of Meta-analyses by IARC Working Groups","year":2012,"lang":"en","type":"letter","venue":"Environmental Health Perspectives","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Occupational Cancer Research Centre","funders":"","keywords":"International agency; Biostatistics; Environmental health; Public health; Meta-analysis; Library science; Medicine; Cancer; Gerontology; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1839509,0.001895272,0.007181215,0.006482656,0.002247217,0.006468912,0.004911736,0.0205282,0.006438554],"category_scores_gemma":[0.5763146,0.002339509,0.01028946,0.006310835,0.002214952,0.005454585,0.00375898,0.01665242,0.004006438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003549555,"about_ca_system_score_gemma":0.004445572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00479821,"about_ca_topic_score_gemma":0.008760812,"domain_scores_codex":[0.7331259,0.1984497,0.03623344,0.007229107,0.02326836,0.00169356],"domain_scores_gemma":[0.3172975,0.5859393,0.0238539,0.02890242,0.03990582,0.004101044],"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":[0.002250942,0.00004617321,0.005637555,0.006863473,0.01119668,0.001141159,0.0004247378,0.0004896767,0.0004126239,0.004212526,0.8788816,0.08844282],"study_design_scores_gemma":[0.009782684,0.000639654,0.01679642,0.03905626,0.03214467,0.004339908,0.0006988472,0.00576022,0.002435321,0.06523848,0.8224322,0.0006754105],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001268028,0.05005563,0.007636693,0.8770514,0.04960681,0.0004206864,0.003400128,0.0002674377,0.01029315],"genre_scores_gemma":[0.03453847,0.01786073,0.01574495,0.8455737,0.078807,0.001732892,0.001097345,0.000350122,0.004294908],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8160491,"threshold_uncertainty_score":0.9728368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1855706168969312,"score_gpt":0.368292926201054,"score_spread":0.1827223093041228,"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."}}