{"id":"W2106842304","doi":"10.1093/annhyg/met015","title":"Quality of Evidence Must Guide Risk Assessment of Asbestos, by Lenters, V; Burdorf, A; Vermeulen, R; Stayner, L; Heederik, D","year":2013,"lang":"en","type":"letter","venue":"The Annals of Occupational Hygiene","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Asbestos; Environmental science; Environmental health; Medicine; Metallurgy; Materials science","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":["metaresearch"],"category_scores_codex":[0.2832434,0.0020287,0.005854619,0.01100231,0.00337234,0.02483582,0.005832339,0.01516807,0.005623014],"category_scores_gemma":[0.7019372,0.002401187,0.00659712,0.00905135,0.01142514,0.0171207,0.006917304,0.02971946,0.004336652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01247937,"about_ca_system_score_gemma":0.02574692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01070258,"about_ca_topic_score_gemma":0.01392174,"domain_scores_codex":[0.6394851,0.2252009,0.07313162,0.01531994,0.04479546,0.002066865],"domain_scores_gemma":[0.3220378,0.5037336,0.03315406,0.02465785,0.1122339,0.004182736],"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":[0.0005682735,0.00005407623,0.003545775,0.0194988,0.004062168,0.0001687776,0.001992776,0.0004604403,0.0003480113,0.02815026,0.7267724,0.2143783],"study_design_scores_gemma":[0.0008850483,0.0002748532,0.006016598,0.118208,0.004384527,0.0006825964,0.001675305,0.001456394,0.0008743494,0.1916897,0.6732416,0.0006109882],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004308662,0.1493467,0.004438276,0.8079297,0.03544381,0.000149989,0.0004068789,0.00008290095,0.001770827],"genre_scores_gemma":[0.04733901,0.1345433,0.04402335,0.7205027,0.047741,0.001049678,0.0005903493,0.0006324495,0.003578303],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7167566,"threshold_uncertainty_score":0.8838885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2313372226886439,"score_gpt":0.4447930893641105,"score_spread":0.2134558666754666,"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."}}