{"id":"W7161965326","doi":"10.82308/12275","title":"Biodeterioration of concrete sewer pipes: a practical analytical model","year":2015,"lang":"en","type":"dissertation","venue":"","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sugar industry; Waste disposal; Pollution prevention; Water consumption","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004445206,0.00102848,0.001222689,0.0005820967,0.0007860268,0.001911539,0.001499705,0.003791667,0.00421707],"category_scores_gemma":[0.001156728,0.0007940548,0.001385175,0.000742268,0.0005285257,0.0008104093,0.0008585982,0.001292469,0.0006838409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001375818,"about_ca_system_score_gemma":0.001941261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04904188,"about_ca_topic_score_gemma":0.0249291,"domain_scores_codex":[0.9998102,0.00004375667,0.000009828259,0.00004242264,0.00004994625,0.00004400319],"domain_scores_gemma":[0.9994104,0.0003721259,0.00004037994,0.00001916338,0.0001358429,0.00002213835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004085197,0.00004655392,0.0006501122,0.0001024351,0.0000156275,0.000128576,0.00005967925,0.9918207,0.002040077,0.001875342,0.0002823238,0.002937794],"study_design_scores_gemma":[0.000008488054,0.00001493334,0.0001023309,0.000007824337,0.000007716957,0.00001071532,0.00002312097,0.9984568,0.0003660317,0.0004713972,0.0005249693,0.000005654479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4552337,0.003088937,0.4424819,0.001815969,0.000258609,0.0004477651,0.002180965,0.001220815,0.0932713],"genre_scores_gemma":[0.9336464,0.001629194,0.03368454,0.0001483263,0.00005206752,0.0005238904,0.0005933994,0.0001032619,0.02961897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04904188,"threshold_uncertainty_score":0.09751284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04529622233808576,"score_gpt":0.343657796556302,"score_spread":0.2983615742182162,"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."}}