{"id":"W4285126505","doi":"10.1039/d1ew00682g","title":"Effect of sodium silicate on drinking water biofilm development","year":2022,"lang":"en","type":"article","venue":"Environmental Science Water Research & Technology","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Biofilm; Sodium silicate; Silicate; Sodium; Chemistry; Environmental chemistry; Chemical engineering; Materials science; Geology; Metallurgy; 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":[0.000265438,0.0002901669,0.0002952312,0.0001295826,0.0001589818,0.0003062942,0.0002009338,0.0002739903,0.001655209],"category_scores_gemma":[0.0004801718,0.0002376675,0.0003040269,0.0001416467,0.0003340215,0.0002020187,0.0002223935,0.0003908167,0.0002479659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002913701,"about_ca_system_score_gemma":0.0005801578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004685473,"about_ca_topic_score_gemma":0.007715792,"domain_scores_codex":[0.9997383,0.00007318294,0.0000289795,0.00003968984,0.00005903244,0.00006087828],"domain_scores_gemma":[0.999478,0.0002028628,0.00006590546,0.00002973996,0.0001192518,0.0001042742],"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":[0.001545554,0.00008977694,0.0005465673,0.00007632557,0.00001306401,0.000035356,0.00005992965,0.0001009536,0.9958124,0.00002182808,0.00004573269,0.001652536],"study_design_scores_gemma":[0.00002591799,0.00132287,0.005809733,0.000007431608,0.00001605658,0.00002803199,0.00007423649,0.0003399668,0.9918418,0.00001869799,0.0005049434,0.00001032824],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982704,0.0004103184,0.0002018185,0.00005017895,0.00002599198,0.00001638273,0.0001595192,0.00001180006,0.0008537138],"genre_scores_gemma":[0.9972922,0.0002857877,0.0006324666,0.00004348552,0.000008357322,0.00001309618,0.0001421267,0.000009220369,0.00157339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004685473,"threshold_uncertainty_score":0.009316385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407058509791164,"score_gpt":0.2733357777002818,"score_spread":0.2592651926023701,"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."}}