{"id":"W4415085660","doi":"10.1016/j.watres.2025.124689","title":"Identifying drinking water safety hazards throughout an Arctic community’s water supply system","year":2025,"lang":"en","type":"article","venue":"Water Research","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Nunavut; York University","funders":"Natural Sciences and Engineering Research Council of Canada; York University","keywords":"Water quality; Water supply; Arctic; Water treatment; Safe Drinking Water Act; Turbidity; Dissolved organic carbon; Groundwater; Hazard","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0006402145,0.0003290191,0.0002643034,0.001339691,0.003898061,0.001313856,0.0005329545,0.0004883906,0.0007208483],"category_scores_gemma":[0.001183523,0.0002093652,0.0002026835,0.001694901,0.0008817065,0.0004118989,0.001358682,0.0003739945,0.0001420961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004765013,"about_ca_system_score_gemma":0.006709352,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7416067,"about_ca_topic_score_gemma":0.8940495,"domain_scores_codex":[0.999206,0.0001636963,0.00003316803,0.0001223754,0.000290123,0.0001847054],"domain_scores_gemma":[0.9985897,0.0001339307,0.0002113058,0.00003100385,0.0007918361,0.0002421338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000926835,0.0001533917,0.9275399,0.0001127883,0.0000437879,0.001156434,0.03545289,0.0007019968,0.01039467,0.0001523127,0.0006329124,0.02356619],"study_design_scores_gemma":[0.000003127385,0.0002107312,0.8737596,0.00008077278,0.00003461388,0.0003369628,0.1174622,0.001378139,0.00181961,0.0001373249,0.004747518,0.00002926516],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979154,0.00008278935,0.0003284171,0.00008221099,0.000003758629,0.00003848157,0.0001405394,0.000006342666,0.001401999],"genre_scores_gemma":[0.996582,0.0002841099,0.00175677,0.00008300089,0.000007441887,0.00003307192,0.0001989833,0.000003869307,0.001050745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7416067,"threshold_uncertainty_score":0.51983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0460253734150294,"score_gpt":0.3258323769603581,"score_spread":0.2798070035453287,"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."}}