{"id":"W7020038454","doi":"","title":"Investigation of the source and occurrence of lead in the Brandon Water Supply System","year":2015,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Lead (geology); Natural organic matter; Organic matter; Chlorine dioxide; Chlorine; Carbon dioxide; Fraction (chemistry); Water treatment","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":[0.0001726609,0.0001713628,0.0001326433,0.0007863164,0.0008885699,0.0005220367,0.0002878151,0.0002514221,0.001134204],"category_scores_gemma":[0.0002702165,0.0001704707,0.000113169,0.001063573,0.0003893759,0.0002445497,0.0003000766,0.0001840206,0.0001664868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002587233,"about_ca_system_score_gemma":0.001821626,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2481849,"about_ca_topic_score_gemma":0.6191323,"domain_scores_codex":[0.9997661,0.0000198194,0.000008664179,0.00005522685,0.0001109839,0.00003924844],"domain_scores_gemma":[0.9998517,0.00002006919,0.00002672022,0.00000521684,0.00007283334,0.00002347109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003209471,0.0001541217,0.8533517,0.0001250567,0.00002990841,0.001337527,0.006379406,0.0005613783,0.1005612,0.0003651842,0.000562334,0.03625122],"study_design_scores_gemma":[0.000005688984,0.0004022262,0.9738185,0.00001396119,0.00002287229,0.0001973247,0.005058655,0.0009421991,0.01454967,0.00008040658,0.004893664,0.00001474742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970796,0.00004549239,0.0001317612,0.00002861943,0.000001862937,0.00001921561,0.00009373468,0.000004431965,0.002595333],"genre_scores_gemma":[0.9906791,0.0001925196,0.0007882109,0.00003565032,0.000002753973,0.00001652496,0.0002146429,0.000005129759,0.008065504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7518151,"threshold_uncertainty_score":0.4934805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01273326554355743,"score_gpt":0.1779051608818019,"score_spread":0.1651718953382444,"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."}}