{"id":"W4392420737","doi":"10.4995/wdsa-ccwi2022.2022.14091","title":"Dual estimation of iron oxide deposition on drinking water PVC pipes using calibrated turbidity data and brightfield microscopy in a full-scale laboratory system","year":2022,"lang":"en","type":"article","venue":"","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Turbidity; Microscopy; Materials science; Scale (ratio); Deposition (geology); Remote sensing; Optics; Geology; Physics; Geomorphology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004836949,0.00008500236,0.0001127226,0.00004205381,0.00016189,0.0000307842,0.000118889,0.00003707066,0.0003017256],"category_scores_gemma":[0.00000253774,0.0000700474,0.00001009026,0.0001201703,0.00005249353,0.000308587,0.0003611549,0.0001096244,0.000008393417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002237713,"about_ca_system_score_gemma":0.00001083557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003669324,"about_ca_topic_score_gemma":0.0007284386,"domain_scores_codex":[0.9988601,0.0002574853,0.0002507681,0.000257361,0.0002308803,0.0001433983],"domain_scores_gemma":[0.9996406,0.000021689,0.00006739194,0.0002318129,0.000002889352,0.00003559183],"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":[0.00006746864,0.0001159889,0.01130591,0.00005789565,0.000004402101,0.0000091286,0.001051492,0.04075251,0.9462249,0.00007708374,0.0001773887,0.0001558745],"study_design_scores_gemma":[0.0005189007,0.000113347,0.02599124,0.00006006357,0.00001961124,0.00002328068,0.0008996856,0.2773167,0.6946324,0.00003881097,0.0001726834,0.0002132654],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957243,0.000005712644,0.003627643,0.0001655933,0.00007303827,0.000157821,0.00006046909,0.00002726331,0.000158132],"genre_scores_gemma":[0.996106,8.528064e-7,0.003603157,0.0001369823,0.000007521757,0.000006149259,0.0001038182,0.000005843882,0.00002969117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2515924,"threshold_uncertainty_score":0.5546945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02385183781381858,"score_gpt":0.2729986850441161,"score_spread":0.2491468472302975,"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."}}