{"id":"W1984335680","doi":"10.1093/annhyg/mef049","title":"European Chemical Regulation and Occupational Hygiene","year":2002,"lang":"en","type":"letter","venue":"The Annals of Occupational Hygiene","topic":"Chemical Safety and Risk Management","field":"Chemical Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Occupational hygiene; Environmental health; Occupational safety and health; Hygiene; Business; Occupational medicine; Occupational exposure; Medicine; Pathology","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"],"consensus_categories":[],"category_scores_codex":[0.0004204572,0.0004038406,0.0004194736,0.0001378884,0.0001181972,0.00003648581,0.0005703976,0.0003443135,0.0006247198],"category_scores_gemma":[0.0002663242,0.0003110195,0.0002400808,0.0002815041,0.000260114,0.0001404324,0.0003247734,0.0008655021,0.0001604211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000045876,"about_ca_system_score_gemma":0.00002736058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002920803,"about_ca_topic_score_gemma":4.46367e-7,"domain_scores_codex":[0.9973503,0.0001031035,0.0007283437,0.0005009613,0.0008988795,0.0004184313],"domain_scores_gemma":[0.9981649,0.0004654379,0.0003946471,0.0005724276,0.0003186005,0.00008397696],"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":[0.0002668627,0.0001081724,0.0002989246,0.0003348693,0.0002589673,0.00002235049,0.0001087631,0.00136463,0.003897925,0.001962055,0.9837175,0.007658987],"study_design_scores_gemma":[0.001007212,0.00007702277,0.02508209,0.000426125,0.0002097765,0.00003104959,0.00001153195,0.03081523,0.02078266,0.002804152,0.9176185,0.001134628],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1402899,0.003329247,0.006176138,0.8040918,0.000860134,0.001552793,0.001184213,0.0005902752,0.04192546],"genre_scores_gemma":[0.7520213,0.001002065,0.002310165,0.2130611,0.0102739,0.00008865111,0.006286405,0.0002917197,0.01466473],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6117314,"threshold_uncertainty_score":0.9999342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07047506742735357,"score_gpt":0.2992068854578936,"score_spread":0.2287318180305401,"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."}}