{"id":"W4385618490","doi":"10.1021/acs.est.3c00719","title":"Amino Acids as Potential Precursors to Odorous Compounds in Tap Water during Spring Runoff Events","year":2023,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada); University of Alberta","funders":"Alberta Innovates; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Odor; Tap water; Surface runoff; Snowmelt; Environmental chemistry; Chemistry; Spring (device); Water quality; Surface water; Environmental science; Environmental engineering; Ecology; Organic chemistry; Biology","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":[0.00006894777,0.0002569851,0.0001823866,0.0004033871,0.0002445271,0.0004092543,0.00009762088,0.0002456403,0.0006536006],"category_scores_gemma":[0.000157458,0.00009896778,0.0001253896,0.0004334712,0.0001603329,0.0001853703,0.0002132561,0.0002005128,0.0001431927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002203896,"about_ca_system_score_gemma":0.0001886062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005710955,"about_ca_topic_score_gemma":0.009483711,"domain_scores_codex":[0.9999074,0.000009494141,0.000004500773,0.00002595003,0.00003054507,0.00002209969],"domain_scores_gemma":[0.9999013,0.00001065542,0.00003153403,0.000002298436,0.0000341661,0.00001989367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006439247,0.00007460669,0.2219707,0.0001200556,0.00003102808,0.0007618581,0.0006257009,0.0002197177,0.7676085,0.00004321332,0.0001739924,0.007726736],"study_design_scores_gemma":[0.000005312035,0.0002419719,0.9278472,0.000009983565,0.0000298276,0.0003086153,0.001162522,0.001043009,0.06831487,0.00008614176,0.0009361316,0.00001444673],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991567,0.00008889572,0.000153131,0.000008703232,0.000002978726,0.000005330011,0.0002812407,0.00000603595,0.0002969944],"genre_scores_gemma":[0.9988239,0.0001101325,0.0002562447,0.0000147792,0.0000043129,0.000008426253,0.0004270124,0.0000031958,0.0003519347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005710955,"threshold_uncertainty_score":0.01135546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003873028199870664,"score_gpt":0.2028184029621692,"score_spread":0.1989453747622985,"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."}}