{"id":"W2040841078","doi":"10.1080/15732479.2014.896021","title":"Infrastructure performance rating models for wastewater treatment plants","year":2014,"lang":"en","type":"article","venue":"Structure and Infrastructure Engineering","topic":"Water Systems and Optimization","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Analytic hierarchy process; Unit (ring theory); Business; Environmental economics; Operations management; Engineering; Operations research; Economics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005383218,0.0004471008,0.0003830955,0.0001466323,0.0001283458,0.0001099086,0.0001271407,0.0002312027,0.00001892072],"category_scores_gemma":[0.000009674188,0.0003515523,0.00006000721,0.00009295558,0.00001930728,0.0003933088,0.00002656223,0.0001745372,6.61926e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008376217,"about_ca_system_score_gemma":0.00001010008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003380632,"about_ca_topic_score_gemma":0.000009138179,"domain_scores_codex":[0.9987785,0.000009775861,0.0003292638,0.0003051542,0.0001304368,0.0004468902],"domain_scores_gemma":[0.9995033,0.00003595353,0.0000468361,0.0002491996,0.00003381043,0.0001309045],"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":[0.000009278693,9.25822e-7,0.0003344835,0.0002436278,0.00005572008,4.19054e-7,0.0006905029,0.9862955,0.004921585,0.000382216,0.0005571509,0.006508555],"study_design_scores_gemma":[0.0007223071,0.0001131178,0.002167953,0.00006614922,0.00002592129,0.00005170879,0.00003201391,0.9692298,0.0153583,0.0006465187,0.01116718,0.0004189836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8820834,0.0002616152,0.1148731,0.00001404081,0.001309124,0.0004686475,0.0001014275,0.0004172943,0.0004714446],"genre_scores_gemma":[0.9847853,0.00006549193,0.01415979,0.00002118931,0.0006718494,0.00003483825,0.0001139715,0.0000886382,0.00005896267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1027019,"threshold_uncertainty_score":0.9998937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003660817218011138,"score_gpt":0.1603524196152302,"score_spread":0.156691602397219,"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."}}