{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003961014,0.0002866009,0.0002675379,0.0003367614,0.0002381845,0.0002763889,0.0003543,0.0003926935,0.0003462414],"category_scores_gemma":[0.0003512916,0.0002536081,0.0002153708,0.0002252123,0.0003812005,0.0002933499,0.0003246104,0.000411512,0.0001267576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002928681,"about_ca_system_score_gemma":0.0002777194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003205806,"about_ca_topic_score_gemma":0.005008385,"domain_scores_codex":[0.99967,0.00004605162,0.00001669033,0.0001143546,0.0001189628,0.0000339319],"domain_scores_gemma":[0.9997386,0.0000611795,0.00006995651,0.00002798918,0.0000739816,0.00002820661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004533532,0.00003723304,0.001408454,0.00002680836,0.000003946382,0.00001515999,0.00003885023,0.0001614859,0.9970334,0.00001244231,0.000009412171,0.001207553],"study_design_scores_gemma":[0.00001177971,0.0005841699,0.02814507,0.000007735488,0.00003205253,0.00006089814,0.0001042735,0.009928823,0.9607726,0.00004033291,0.0002918078,0.00002048193],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879727,0.0001229577,0.01132486,0.00002047348,0.000005744474,0.00004014925,0.00009621051,0.00008693777,0.0003298497],"genre_scores_gemma":[0.9723858,0.0003114561,0.02608586,0.00003264778,0.000007004322,0.00009233726,0.0001292841,0.00001553402,0.0009400489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003205806,"threshold_uncertainty_score":0.0063743,"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."}}