{"id":"W2405467648","doi":"10.1021/acs.est.5b00078","title":"Impact of Occupational Exposure to Chemicals in Life Cycle Assessment: A Novel Characterization Model Based on Measured Concentrations and Labor Hours","year":2015,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bombardier (Canada); Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Hydro-Québec; ArcelorMittal; Bombardier","keywords":"Life-cycle assessment; Occupational exposure; Environmental science; Exposure assessment; Environmental health; Medicine; Economics; Production (economics)","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001234783,0.001349256,0.0008510546,0.001010299,0.0003847773,0.001811808,0.00180401,0.001431467,0.002119659],"category_scores_gemma":[0.002186374,0.0004785841,0.001640293,0.001263804,0.0006398972,0.00144324,0.001211894,0.0008492692,0.0003668649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001620157,"about_ca_system_score_gemma":0.001855039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01787344,"about_ca_topic_score_gemma":0.00844183,"domain_scores_codex":[0.9993436,0.0002174891,0.00002565736,0.0001755114,0.0001300836,0.0001076949],"domain_scores_gemma":[0.9991534,0.0005047973,0.0001214193,0.00004865983,0.00012583,0.00004599776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003325444,0.00005205908,0.004846744,0.00003813034,0.00005732361,0.00006140339,0.0000491767,0.981698,0.0006297878,0.004464204,0.0005308828,0.007538922],"study_design_scores_gemma":[0.000005409564,0.00003464752,0.0009098916,0.000008492189,0.00002907636,0.00002402654,0.00002047128,0.9941676,0.0001977472,0.003765539,0.0008285775,0.000008537037],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1470455,0.001027269,0.8334991,0.001043899,0.00009515681,0.0003504334,0.002405267,0.0004555746,0.01407769],"genre_scores_gemma":[0.9379631,0.001201955,0.04960984,0.0002367471,0.00009513799,0.0006440014,0.001611485,0.0001232622,0.008514543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01787344,"threshold_uncertainty_score":0.03553879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530017872032703,"score_gpt":0.2917213279417569,"score_spread":0.2764211492214299,"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."}}