{"id":"W1988205435","doi":"10.1021/es1030883","title":"Regional Characterization of Freshwater Use in LCA: Modeling Direct Impacts on Human Health","year":2011,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":224,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Unavailability; Life-cycle assessment; Context (archaeology); Water scarcity; Environmental impact assessment; Environmental science; Water quality; Scarcity; Environmental economics; Human health; Impact assessment; Environmental resource management; Effluent; Water resources; Risk analysis (engineering); Production (economics); Environmental engineering; Engineering; Business; Environmental health; Reliability engineering; Ecology; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.000868839,0.0008315754,0.0007843031,0.0005778113,0.0003118511,0.00081236,0.001161636,0.00104468,0.002294145],"category_scores_gemma":[0.001957949,0.0004095142,0.001901641,0.001026456,0.0007423685,0.0007310675,0.0009343673,0.0006252134,0.0003039997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001973064,"about_ca_system_score_gemma":0.0009725541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04811234,"about_ca_topic_score_gemma":0.02563245,"domain_scores_codex":[0.9995419,0.0002932867,0.00001084357,0.00007782605,0.00002985027,0.00004629348],"domain_scores_gemma":[0.9994134,0.0003347885,0.00009440134,0.00004840134,0.00008037405,0.000028703],"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":[0.00001645927,0.00001572343,0.00109382,0.0000150666,0.00003756361,0.0000233663,0.00001524275,0.99604,0.0002732606,0.001458091,0.00007218712,0.0009391946],"study_design_scores_gemma":[0.00001120768,0.00005886368,0.001300262,0.000007618648,0.00004962958,0.00002281943,0.00004601439,0.9952512,0.0003657089,0.002224655,0.0006509814,0.00001111852],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5840119,0.001537199,0.383139,0.001444627,0.00007187991,0.000469249,0.003607328,0.0003904029,0.02532852],"genre_scores_gemma":[0.9724922,0.0005321476,0.02270314,0.000115613,0.00002299957,0.0002680682,0.0004305995,0.00007267871,0.003362543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04811234,"threshold_uncertainty_score":0.09566456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03662605684036645,"score_gpt":0.2642328852097457,"score_spread":0.2276068283693793,"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."}}