{"id":"W4412488047","doi":"10.1002/cam4.71064","title":"Methodological Shortcomings in Meta‐Analysis of Wood Dust Exposure and Laryngeal Cancer","year":2025,"lang":"en","type":"letter","venue":"Cancer Medicine","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meta-analysis; Environmental science; Environmental health; Medicine; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009400877,0.0005886674,0.006661091,0.001187785,0.00005219594,0.000005010726,0.0002046061,0.0008478332,0.002319755],"category_scores_gemma":[0.0003743347,0.0003782091,0.0006465661,0.001729387,0.0005598567,0.00003833973,0.0001375774,0.001925859,4.303078e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002408093,"about_ca_system_score_gemma":0.0004284356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00560265,"about_ca_topic_score_gemma":0.001954289,"domain_scores_codex":[0.9965898,0.0003125207,0.0009927144,0.000896915,0.000660943,0.0005470591],"domain_scores_gemma":[0.9975439,0.001231027,0.0003289838,0.0004973795,0.0002593222,0.0001394183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002551134,0.00004440536,0.01482957,0.002545131,0.1369977,0.0005992001,0.001180988,0.000007989966,0.0002060335,0.00001742474,0.8378299,0.005486537],"study_design_scores_gemma":[0.002376046,0.000543362,0.0216424,0.001481972,0.4221088,0.00001058777,0.0002413059,0.00004291645,0.0001808801,0.00004097207,0.5509238,0.0004069155],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004991744,0.2471646,0.00003706776,0.7437199,0.000554649,0.0005867227,0.0002791883,0.00003894965,0.002627162],"genre_scores_gemma":[0.01747495,0.06818753,0.0004836772,0.8989298,0.003617035,0.00116374,0.0002945685,0.00006481109,0.009783872],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2869061,"threshold_uncertainty_score":0.999867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.260687878170471,"score_gpt":0.4374911746584785,"score_spread":0.1768032964880075,"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."}}