{"id":"W3200119605","doi":"10.1101/2021.09.15.460503","title":"Effect of sodium silicate on drinking water biofilm development","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biofilm; Sodium silicate; Sodium; Chemistry; Silicate; Corrosion; Biofouling; Environmental chemistry; Effluent; Nuclear chemistry; Microbiology; Bacteria; Biochemistry; Environmental engineering; Metallurgy; Biology; Materials science; Environmental science; 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":[0.0002195142,0.0003193582,0.0002655402,0.0002015776,0.00009110778,0.0002197184,0.0001696231,0.0001842084,0.001023486],"category_scores_gemma":[0.0002339776,0.0001341405,0.0003229703,0.0001359575,0.0001714227,0.0001383056,0.0002037791,0.0002831425,0.0001364505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002162717,"about_ca_system_score_gemma":0.0002363081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001778911,"about_ca_topic_score_gemma":0.002412647,"domain_scores_codex":[0.9997293,0.00003743689,0.00001816189,0.00004891155,0.0001290339,0.00003709727],"domain_scores_gemma":[0.999828,0.00003494282,0.00005047791,0.000008047303,0.00005708877,0.00002140255],"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":[0.0001144736,0.00001633797,0.0004691657,0.0001411713,0.00001090043,0.00001961888,0.00002259795,0.000160583,0.996578,0.00001391842,0.00003000645,0.002423105],"study_design_scores_gemma":[0.000004791611,0.0006058199,0.00632323,0.00001308049,0.00001779389,0.00002228035,0.00004088007,0.0008627245,0.9911758,0.00001984137,0.0009072252,0.000006555274],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970202,0.001086897,0.0008065637,0.00004355134,0.00002055812,0.00002327206,0.000222102,0.00002654728,0.0007503671],"genre_scores_gemma":[0.9971098,0.0005776866,0.001114648,0.00002720093,0.000005357354,0.00001334702,0.0001101251,0.000005733899,0.001036177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001778911,"threshold_uncertainty_score":0.003537118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008004699707505227,"score_gpt":0.2000168237868435,"score_spread":0.1920121240793383,"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."}}