{"id":"W2414034284","doi":"10.2175/106143010x12780288628859","title":"Characterization of Natural Ventilation in Wastewater Collection Systems","year":2011,"lang":"en","type":"article","venue":"Water Environment Research","topic":"Metal Extraction and Bioleaching","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"U.S. Environmental Protection Agency","keywords":"Wastewater; Natural ventilation; Environmental science; Waste management; Ventilation (architecture); Natural (archaeology); Environmental engineering; Engineering; Geography; Archaeology","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":[0.0004974233,0.00005683529,0.00007661046,0.0002139999,0.00003099557,0.00001268865,0.00005372038,0.00004784406,0.0002376905],"category_scores_gemma":[0.000001969102,0.00004175091,0.00001799524,0.00007313796,0.00002215003,0.0001460585,0.0000230535,0.0001766493,0.000108974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009634499,"about_ca_system_score_gemma":0.00000150828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006483665,"about_ca_topic_score_gemma":0.000003611353,"domain_scores_codex":[0.9992258,0.00008817076,0.000184555,0.0000983582,0.0002233776,0.000179752],"domain_scores_gemma":[0.9998549,0.000005184042,0.00001149293,0.00009801637,0.000007455711,0.00002300645],"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":[0.00002425715,0.00003111989,0.001797722,0.00004520459,0.000006191101,0.000001423708,0.0008217465,0.0004037558,0.9963176,0.0000161594,0.000005870642,0.0005290026],"study_design_scores_gemma":[0.0001400383,0.00002986726,0.05589476,0.00002174831,0.000001659898,0.00000203963,0.00007895439,0.01382672,0.9276872,0.00001172652,0.002242366,0.00006292055],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981713,0.00002581515,0.0002827028,0.000006349815,0.0002198636,0.000196799,0.000001001576,0.00002008006,0.001076121],"genre_scores_gemma":[0.9985545,0.00006708008,0.00004442396,6.690528e-7,0.00002566985,0.00002559863,0.00004153232,0.00001071925,0.001229842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06863035,"threshold_uncertainty_score":0.2602545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04932285382700418,"score_gpt":0.2469999127402362,"score_spread":0.197677058913232,"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."}}