{"id":"W3046140239","doi":"10.5772/intechopen.93220","title":"Systemic-Entropic Approach for Assessing Water Quality of Rivers, Reservoirs, and Lakes","year":2020,"lang":"en","type":"book-chapter","venue":"IntechOpen eBooks","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water quality; Environmental science; Water resources; Index (typography); Water resource management; Pollution; Hydrology (agriculture); Ecology; Geology","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":[0.0003409814,0.0008620154,0.0004126876,0.00130134,0.0002912659,0.001228946,0.0005921086,0.00054694,0.005316652],"category_scores_gemma":[0.0005280952,0.0001709955,0.0006654553,0.001227168,0.0004719473,0.001019785,0.0008230574,0.0007466328,0.001248491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007256877,"about_ca_system_score_gemma":0.0006252954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002371785,"about_ca_topic_score_gemma":0.004962841,"domain_scores_codex":[0.9997965,0.00004913443,0.00001026811,0.00004251886,0.00008999346,0.00001172021],"domain_scores_gemma":[0.9998915,0.00005039627,0.00001101124,0.000008656007,0.00003262739,0.000005828464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003506392,0.00008992713,0.006635393,0.0009621893,0.0001878585,0.0005816176,0.0006931626,0.07403333,0.008745474,0.3069628,0.0446076,0.5564656],"study_design_scores_gemma":[0.00001254649,0.0002121156,0.01804268,0.0005531775,0.0001996345,0.001404604,0.0009730916,0.2859066,0.004836334,0.3729329,0.3148138,0.0001124272],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02443359,0.03440138,0.7085103,0.00176187,0.0009402905,0.000218068,0.0009912479,0.0009485319,0.2277948],"genre_scores_gemma":[0.4020719,0.03849564,0.3560885,0.001038879,0.0008347508,0.000432198,0.001407262,0.0003515092,0.1992793],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005316652,"threshold_uncertainty_score":0.01778597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07376796609415512,"score_gpt":0.298164464937248,"score_spread":0.2243964988430929,"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."}}