{"id":"W4411431756","doi":"10.1016/j.yrtph.2025.105886","title":"A review of common approaches to determining allocation factors and relative source contribution factors for drinking water contaminants: caveats and areas for improvement","year":2025,"lang":"en","type":"review","venue":"Regulatory Toxicology and Pharmacology","topic":"Environmental Justice and Health Disparities","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de Santé Publique du Québec","funders":"","keywords":"Chromatin structure remodeling (RSC) complex; Agency (philosophy); Range (aeronautics); Computer science; Econometrics; Actuarial science; Statistics; Data mining; Business; Mathematics; Chemistry; Engineering","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":[0.01449019,0.002487921,0.005026694,0.006736861,0.0006751884,0.003707448,0.003784994,0.001847945,0.004969507],"category_scores_gemma":[0.02840015,0.0008972833,0.003941064,0.01220336,0.001636996,0.003909983,0.001840182,0.003228933,0.001138317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004098884,"about_ca_system_score_gemma":0.01054653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01949548,"about_ca_topic_score_gemma":0.03745852,"domain_scores_codex":[0.9958916,0.001570065,0.0008509432,0.0006832098,0.0008982292,0.0001058741],"domain_scores_gemma":[0.9801061,0.01569242,0.001441072,0.0004106156,0.002190506,0.0001593441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001274074,0.00009296685,0.001039357,0.1386916,0.001910237,0.00006728369,0.0002554046,0.001114312,0.0004145653,0.02269799,0.02899159,0.8045973],"study_design_scores_gemma":[0.00009260962,0.0003109422,0.008731963,0.1637938,0.007840778,0.000607067,0.0006248516,0.001289445,0.001174818,0.03494203,0.7803305,0.0002613182],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001385144,0.9958812,0.00206135,0.0008961357,0.0002469721,0.00003050054,0.0002306228,0.00001390179,0.0005006923],"genre_scores_gemma":[0.001003678,0.9933837,0.00452536,0.0005544837,0.0001784093,0.00005262845,0.00009766953,0.000007999675,0.0001960409],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01949548,"threshold_uncertainty_score":0.07663232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1033407532698456,"score_gpt":0.3862848965847082,"score_spread":0.2829441433148626,"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."}}