{"id":"W2609452853","doi":"10.1089/ees.2016.0507","title":"Impact of Corrosion Control on Biofilm Development in Simulated Partial Lead Service Line Replacements","year":2017,"lang":"en","type":"article","venue":"Environmental Engineering Science","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biofilm; Corrosion; Phosphate; Chemistry; Sodium; Nuclear chemistry; Biochemistry; Biology; Bacteria; Organic chemistry","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":[0.0003277808,0.0004215803,0.0007258073,0.000183002,0.0002000596,0.0006188278,0.0002888385,0.0003086725,0.0004819641],"category_scores_gemma":[0.000692679,0.0001716969,0.0003369454,0.0001941817,0.0002421684,0.0001902447,0.0003348297,0.0002400912,0.00008406952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006058961,"about_ca_system_score_gemma":0.0007099353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01098185,"about_ca_topic_score_gemma":0.0136327,"domain_scores_codex":[0.9996192,0.00008750336,0.00002778607,0.00005987824,0.0001530173,0.00005253785],"domain_scores_gemma":[0.9995579,0.0001126261,0.0001099379,0.00001831881,0.0001370715,0.00006411137],"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":[0.001614888,0.0001606182,0.01393842,0.0002252778,0.0000406125,0.000133193,0.0001437337,0.003648795,0.9755096,0.00003788405,0.00007381855,0.004473218],"study_design_scores_gemma":[0.00007643204,0.01113237,0.07569613,0.00003094897,0.0001363736,0.0001489885,0.0005289454,0.02475488,0.886198,0.00007914985,0.0011742,0.00004363161],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994656,0.00009360731,0.0002199307,0.00001266613,0.000002682901,0.000007074747,0.00006890976,0.00001067659,0.0001188462],"genre_scores_gemma":[0.9989334,0.0001255627,0.0005294592,0.00001219551,0.000001698819,0.000009035869,0.00008857656,0.000004668323,0.0002954211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01098185,"threshold_uncertainty_score":0.02183586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009260019085094924,"score_gpt":0.2354718835062903,"score_spread":0.2262118644211953,"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."}}