{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0004360223,0.0005054292,0.0007228005,0.0003063513,0.00146944,0.0002280554,0.002004032,0.0004400701,0.00003281009],"category_scores_gemma":[0.0001151936,0.0006061197,0.0002885457,0.0003211186,0.0009168532,0.001060758,0.001165011,0.0004030351,0.00001171929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002710498,"about_ca_system_score_gemma":0.0002874387,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007867848,"about_ca_topic_score_gemma":0.0003681263,"domain_scores_codex":[0.9970706,0.0001837604,0.0003455364,0.0009097432,0.0005332721,0.0009571051],"domain_scores_gemma":[0.9976242,0.0002747165,0.0005843085,0.001127033,0.000102886,0.0002869081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002028521,0.001478912,0.4316152,0.0005800384,0.0003575478,0.000786431,0.003837456,0.0110093,0.5419494,0.0007405506,0.0004839167,0.005132764],"study_design_scores_gemma":[0.006457099,0.0008617248,0.7045113,0.0004708384,0.0003463041,0.0004698559,0.00685315,0.008530608,0.2610104,0.0005490875,0.0085041,0.001435602],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892762,0.00004912613,0.005376094,0.0008216437,0.0002623466,0.0007958966,0.0001124733,0.0002088062,0.003097393],"genre_scores_gemma":[0.9595115,0.0001252436,0.03992348,0.000006912226,0.0001331545,0.000005684313,0.00005434457,0.00004008179,0.00019962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.280939,"threshold_uncertainty_score":0.9998305,"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."}}