{"id":"W2661434760","doi":"","title":"A simplified approach for activity monitoring in complex wastewater treatment processes","year":2017,"lang":"en","type":"article","venue":"Repositorio institucional da Universidade de Santiago de Compostela (University of Santiago de Compostela)","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wastewater; Environmental science; Computer science; Process engineering; Engineering; Environmental 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":[0.0002615679,0.0007867342,0.001066217,0.0006647095,0.0003876474,0.0008933533,0.001059438,0.0006547144,0.001891398],"category_scores_gemma":[0.0005903792,0.0003585639,0.0007824666,0.0006441444,0.0002877915,0.0005806045,0.0008183355,0.0006148246,0.0009567008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006130096,"about_ca_system_score_gemma":0.0008205195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008760932,"about_ca_topic_score_gemma":0.01222315,"domain_scores_codex":[0.9994795,0.00008260049,0.00002508801,0.0001257239,0.00025021,0.0000368619],"domain_scores_gemma":[0.999819,0.0000433872,0.00001532132,0.00004559141,0.00006836761,0.000008281625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003426195,0.0002885732,0.00328011,0.0005873939,0.0001699757,0.0004094367,0.0001659958,0.1323104,0.5396955,0.006315154,0.003054386,0.3133805],"study_design_scores_gemma":[0.00002613205,0.0001776149,0.003227743,0.00001395944,0.00007847347,0.0003163371,0.00004776085,0.9297085,0.05621129,0.002757218,0.007391123,0.00004394706],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03305869,0.0004171786,0.9617317,0.00008973416,0.0000636288,0.0001437698,0.0004426708,0.001329261,0.002723297],"genre_scores_gemma":[0.4387751,0.001095392,0.5507732,0.0001022677,0.00006757808,0.0003957768,0.000820943,0.0001448898,0.007824907],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008760932,"threshold_uncertainty_score":0.01741987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0630534397057615,"score_gpt":0.2748159980550083,"score_spread":0.2117625583492468,"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."}}