{"id":"W7047849197","doi":"","title":"Impact of Orthophosphate as a Corrosion Inhibitor and Chloramine Disinfectant on Drinking Water Biofilm Communities","year":2022,"lang":"en","type":"article","venue":"Scholars Commons (Wilfrid Laurier University)","topic":"Superconducting and THz Device Technology","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disinfectant; Chloramine; Microorganism; Water quality; Biofilm; Water treatment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003839358,0.0003259252,0.0005071853,0.0001716627,0.0002033203,0.0007037119,0.0003248366,0.000368329,0.0005209737],"category_scores_gemma":[0.0004541464,0.0001923966,0.0003874957,0.0001819381,0.0002083283,0.0003705634,0.0003588103,0.0004261589,0.0001410853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003406349,"about_ca_system_score_gemma":0.0005437705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008004168,"about_ca_topic_score_gemma":0.008642348,"domain_scores_codex":[0.9994418,0.0001080044,0.00005506833,0.0001393429,0.0001449676,0.0001108171],"domain_scores_gemma":[0.9996302,0.0001041868,0.00007017865,0.00001348533,0.000130387,0.00005157504],"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":[0.0005192188,0.000191947,0.00540197,0.0002640794,0.00002494841,0.00009415323,0.0002379914,0.0005943181,0.9893805,0.00005428838,0.00006719081,0.003169376],"study_design_scores_gemma":[0.00005215554,0.007256039,0.0895421,0.0000861597,0.000150979,0.000264483,0.001746629,0.007565312,0.8910811,0.0001236478,0.002072341,0.00005913999],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987962,0.0002368479,0.000233208,0.00003386424,0.000008681933,0.00001588755,0.0002303598,0.000006694886,0.0004382872],"genre_scores_gemma":[0.9966786,0.0005008248,0.001799186,0.0000439301,0.000004877948,0.00003454112,0.0002353449,0.000004425246,0.0006982392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008004168,"threshold_uncertainty_score":0.01591516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01124480967469676,"score_gpt":0.2247555596682271,"score_spread":0.2135107499935303,"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."}}