{"id":"W2101023880","doi":"","title":"EVALUACIÓN ESPACIO-TEMPORAL DE LA CALIDAD DEL AGUA DEL RÍO SAN PEDRO EN EL ESTADO DE AGUASCALIENTES, MÉXICO","year":2011,"lang":"es","type":"article","venue":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas)","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aquatic environment; Humanities; Environmental science; Art; Biology; Ecology","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004613073,0.001113873,0.0009887584,0.0005206393,0.001394516,0.00065165,0.00163104,0.001416212,0.000852788],"category_scores_gemma":[0.0008165639,0.001129471,0.0006621012,0.0009589441,0.0002588499,0.001008306,0.0008856512,0.001584799,0.0002311703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003682474,"about_ca_system_score_gemma":0.001316725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002341811,"about_ca_topic_score_gemma":0.0007005694,"domain_scores_codex":[0.9885655,0.004312027,0.001637607,0.001607973,0.001856413,0.002020478],"domain_scores_gemma":[0.9953434,0.0006207972,0.0009001938,0.001291882,0.00019096,0.001652698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007000625,0.003881115,0.1949293,0.0003622261,0.0004741201,0.0008750964,0.02067712,0.000588768,0.01303264,0.7576309,0.003097429,0.003751242],"study_design_scores_gemma":[0.002186856,0.0002918287,0.3603264,0.0003494094,0.0003582274,0.002098816,0.001567704,0.002275863,0.00703539,0.002074115,0.619966,0.001469458],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8942764,0.0006905926,0.01383481,0.0066505,0.001177985,0.001186698,0.0004635438,0.0005682469,0.08115118],"genre_scores_gemma":[0.9840586,0.0003702361,0.0127816,0.0007425724,0.0006449943,0.0002714011,0.0002247736,0.000128707,0.0007771298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7555568,"threshold_uncertainty_score":0.9999055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02939930511991529,"score_gpt":0.2886089226969552,"score_spread":0.2592096175770399,"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."}}