{"id":"W2802003396","doi":"10.1039/c8ew00074c","title":"Potential for manganese biofouling in water transmission lines using model reactors","year":2018,"lang":"en","type":"article","venue":"Environmental Science Water Research & Technology","topic":"Geochemistry and Elemental Analysis","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Manganese; Oxidizing agent; Manganese oxide; Biofouling; Chemistry; Environmental chemistry; Organic chemistry; Biochemistry","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":[0.0003138076,0.0006705412,0.0003638926,0.0001578885,0.0002546109,0.0006397104,0.0006754095,0.0004880565,0.0003496142],"category_scores_gemma":[0.0002992546,0.0001811999,0.0003678923,0.0001407239,0.0002743647,0.0003258724,0.0003239512,0.0003753949,0.00009520216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006711528,"about_ca_system_score_gemma":0.0003646568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004321125,"about_ca_topic_score_gemma":0.003563425,"domain_scores_codex":[0.9997601,0.00004934108,0.0000102559,0.00007876445,0.00006118127,0.00004037153],"domain_scores_gemma":[0.9998655,0.00004495083,0.00003572873,0.00001279522,0.00002464139,0.00001624936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001037479,0.00004230522,0.0006684911,0.0000381086,0.000006717305,0.00004662231,0.00002002374,0.001051455,0.9971758,0.00007352733,0.0000144619,0.0007585696],"study_design_scores_gemma":[0.00001630832,0.0004736698,0.0006264331,0.0000040194,0.00001761522,0.00003954089,0.00003294323,0.008970694,0.9895245,0.00004565439,0.0002425684,0.000006123269],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955267,0.000126192,0.003896158,0.00004551936,0.000008611149,0.00002844728,0.00008824193,0.00004507356,0.0002350086],"genre_scores_gemma":[0.9957659,0.0001959869,0.003342358,0.000006270607,0.000002483506,0.00002294566,0.00009105387,0.000007939947,0.0005650318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004321125,"threshold_uncertainty_score":0.00859195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03005065829934978,"score_gpt":0.2893587955755368,"score_spread":0.259308137276187,"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."}}