{"id":"W7023906470","doi":"","title":"Removal of trihalomethanes precursors from surface waters typical for Canadian prairie and shield","year":2013,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"2D Materials and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Alkalinity; Dissolved organic carbon; Coagulation; Trihalomethane; Surface water; Water treatment; Water quality; Organic matter","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001509603,0.0003630458,0.000267206,0.0003251834,0.0008653895,0.0005786396,0.0003018205,0.0002471707,0.0005255257],"category_scores_gemma":[0.0002054838,0.0001423626,0.0003116909,0.0004196153,0.0002432261,0.0001372852,0.0002541089,0.0003827924,0.0001030538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002472536,"about_ca_system_score_gemma":0.00317842,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5078558,"about_ca_topic_score_gemma":0.7230244,"domain_scores_codex":[0.9997308,0.00001065897,0.00001043966,0.00005387405,0.0001413706,0.00005285536],"domain_scores_gemma":[0.9998816,0.00000989523,0.00001700099,0.000004582637,0.00006972965,0.00001708333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009239791,0.0000216242,0.00467893,0.0001287284,0.00001698954,0.00006222784,0.0001071159,0.0002267049,0.9898208,0.0000255956,0.0001072481,0.004711565],"study_design_scores_gemma":[0.00002753181,0.0006506135,0.2147055,0.00002176967,0.0001050088,0.0001901839,0.0007798652,0.001709509,0.7755849,0.0000428924,0.006140749,0.00004138149],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982363,0.0002501413,0.0003719598,0.00003082944,0.000005006144,0.0000355894,0.0002352968,0.000009878561,0.0008249676],"genre_scores_gemma":[0.9917164,0.0008125131,0.004099963,0.00006409539,0.000003193319,0.00004104445,0.000732785,0.000009074755,0.002520846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4921442,"threshold_uncertainty_score":0.9900851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01640786655754127,"score_gpt":0.2167240343933654,"score_spread":0.2003161678358241,"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."}}