{"id":"W7017540660","doi":"","title":"Biodeterioration of concrete sewer pipes: a practical analytical model","year":2015,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sanitary sewer; Sewage; Process (computing); Durability; Pollution; Production (economics); Consumption (sociology)","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":[0.000455368,0.0009345235,0.0008433035,0.0006692736,0.0006571083,0.001308532,0.00152151,0.002269362,0.003734074],"category_scores_gemma":[0.001173192,0.0006066427,0.001112725,0.0007523982,0.0004849166,0.001012163,0.0008234842,0.001016312,0.0008282093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001514094,"about_ca_system_score_gemma":0.001559251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03085517,"about_ca_topic_score_gemma":0.01585962,"domain_scores_codex":[0.9998313,0.00003176598,0.000008894916,0.0000430287,0.00005413896,0.00003077053],"domain_scores_gemma":[0.9995566,0.0002276624,0.00003810241,0.00001488583,0.0001474574,0.00001516981],"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":[0.00001783809,0.00003591305,0.0005634585,0.00008087366,0.000007580279,0.0001095105,0.00005779978,0.9858046,0.001518365,0.005457117,0.0005956927,0.005751268],"study_design_scores_gemma":[0.000003097868,0.000006745479,0.00006218884,0.000003947337,0.000003468386,0.000009182796,0.00001175645,0.998246,0.0001568059,0.0009421845,0.0005516258,0.000003117429],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08768032,0.002040793,0.836887,0.001665207,0.0001772156,0.0003168312,0.001255266,0.0008367475,0.06914067],"genre_scores_gemma":[0.8550072,0.002789215,0.09920179,0.0002892272,0.0001683588,0.0008631872,0.0006501654,0.0001391327,0.04089175],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03085517,"threshold_uncertainty_score":0.06135118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03800235216825991,"score_gpt":0.2992297550899456,"score_spread":0.2612274029216857,"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."}}