{"id":"W2889281612","doi":"10.25675/3.020860","title":"Internal hydraulics of baffled disinfection contact tanks using computational fluid dynamics","year":2007,"lang":"en","type":"dissertation","venue":"Digital Collections of Colorado (Colorado State University)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydraulics; Computational fluid dynamics; Fluid dynamics; Dynamics (music); Engineering; Marine engineering; Mechanical engineering; Environmental science; Mechanics; Physics; Aerospace engineering","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":[0.0002655975,0.0003923794,0.0004900925,0.0005241627,0.000524166,0.001442084,0.0005847964,0.0008375871,0.001352331],"category_scores_gemma":[0.0006366925,0.0002938526,0.0008222026,0.000386349,0.00060659,0.0007469488,0.0006549153,0.0005107131,0.0002457881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001156857,"about_ca_system_score_gemma":0.00177673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00866814,"about_ca_topic_score_gemma":0.005001089,"domain_scores_codex":[0.9998302,0.00002792174,0.00001187716,0.00003292784,0.00007275055,0.00002422553],"domain_scores_gemma":[0.9997291,0.0001649199,0.00003019584,0.00001671378,0.00004952586,0.000009583427],"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":[0.00002690639,0.00002913409,0.002243752,0.0001630486,0.00001343236,0.00008979127,0.0001358459,0.9567965,0.01683513,0.00562482,0.0002982264,0.01774339],"study_design_scores_gemma":[0.000004032808,0.00001722762,0.0004876261,0.00001754936,0.000005127339,0.00001819124,0.00003755932,0.9923956,0.004532365,0.0008438623,0.001628527,0.0000124391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3087556,0.001867293,0.6692502,0.0005164119,0.0001081666,0.0002362179,0.0006629008,0.0008189285,0.01778422],"genre_scores_gemma":[0.9360375,0.002073421,0.05599092,0.0000480302,0.00002358656,0.0002250011,0.0002913792,0.00005992838,0.005250223],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00866814,"threshold_uncertainty_score":0.01723534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007570588473263304,"score_gpt":0.2119273225689258,"score_spread":0.2043567340956625,"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."}}