{"id":"W3197327331","doi":"10.7939/r3-1sgt-6q26","title":"Hydrogen Sulfide Generation and Control in Sewer Systems with Drop Structures and Pump Stations","year":2021,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Advanced Sensor and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydrogen sulfide; Environmental science; Drop (telecommunication); Engineering; Materials science; Metallurgy; Telecommunications; Sulfur","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000009562115,0.00006443731,0.000132787,0.00004738642,0.00003418352,0.00001752779,0.00002874178,0.000035843,0.00001055649],"category_scores_gemma":[0.000002884279,0.00006793104,0.00001004999,0.00007024661,0.00002622605,0.0003717128,0.00001070136,0.00004404677,5.067355e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007413208,"about_ca_system_score_gemma":0.00001565377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003305531,"about_ca_topic_score_gemma":0.0005643309,"domain_scores_codex":[0.999683,0.00002753657,0.00006774905,0.00009944615,0.00004763389,0.00007463307],"domain_scores_gemma":[0.9997953,0.00005640359,0.00001945606,0.00007576973,0.00001199722,0.00004111633],"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":[0.0003063256,0.00006482298,0.2621966,0.0006897884,0.0007733977,0.0004361644,0.01741735,0.5848075,0.1029073,0.02759499,0.001060812,0.001744909],"study_design_scores_gemma":[0.007780569,0.0001225248,0.02951242,0.0001704162,0.0001469198,0.0001316081,0.01319385,0.9248035,0.007860729,0.0004275973,0.01514312,0.0007067563],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942593,0.0009407236,0.003243483,0.00008545725,0.00003132378,0.0001043163,0.00001263102,0.00003373886,0.001289046],"genre_scores_gemma":[0.9990678,0.0000812789,0.0002153224,0.00001513271,0.00001810942,1.69578e-7,0.0000245677,0.00001123244,0.0005663141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.339996,"threshold_uncertainty_score":0.2770147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003689024908103587,"score_gpt":0.1445561672077124,"score_spread":0.1408671422996089,"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."}}