{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000124296,0.0001577643,0.0003761796,0.00009770736,0.0001527655,0.0000305925,0.0002897429,0.0002638197,0.0001040689],"category_scores_gemma":[0.00003013657,0.0001823524,0.0000716821,0.00007341458,0.0001180109,0.000137763,0.00003274899,0.00006768094,0.00003017338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000501224,"about_ca_system_score_gemma":0.0001572364,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2456152,"about_ca_topic_score_gemma":0.8518816,"domain_scores_codex":[0.9991533,0.00004309195,0.0001323373,0.0003129857,0.0001447548,0.0002135226],"domain_scores_gemma":[0.9991341,0.0001092265,0.0002485493,0.0002240512,0.000145804,0.0001382215],"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":[0.0008547485,0.0001008755,0.001364234,0.0008968301,0.0001138626,0.00002321269,0.002623471,0.00003063577,0.9777368,0.003325694,0.01211646,0.0008132095],"study_design_scores_gemma":[0.003457501,0.0006227207,0.2344216,0.00093273,0.001152116,0.00001968226,0.09420915,0.00031625,0.5853919,0.005841395,0.07181063,0.00182439],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966845,0.0001022231,0.0000684819,0.0006668089,0.0003093437,0.0005673516,0.0008722694,0.00002112944,0.0007079084],"genre_scores_gemma":[0.987145,0.00006546023,0.009776857,0.00001095616,0.00005084657,0.0000025928,0.0006409461,0.00002335754,0.002284001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6062664,"threshold_uncertainty_score":0.7594084,"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."}}