{"id":"W6990281064","doi":"","title":"Diagnóstico Preliminar de la Presencia de Metales Pesados en cinco (5) Ríos de la Provincia de Cotopaxi en el período 2022-2023.","year":2023,"lang":"en","type":"dissertation","venue":"Digital Repository Technical University of Cotopaxi (Universidad Técnica de Cotopaxi)","topic":"Public Health and Environmental Issues","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water quality; Pollution; Pollutant; Heavy metals; Water pollution; Water source; Fresh water","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0015297,0.0007871411,0.0009961865,0.0004103937,0.0006937053,0.0002362739,0.002365024,0.001779422,0.0004220272],"category_scores_gemma":[0.001230188,0.00100846,0.0006573863,0.0007562407,0.001499539,0.001056902,0.001128255,0.001754448,0.0001666161],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005340281,"about_ca_system_score_gemma":0.001460579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003772595,"about_ca_topic_score_gemma":0.0006029036,"domain_scores_codex":[0.9942414,0.001239117,0.0006214434,0.001245335,0.001116546,0.001536131],"domain_scores_gemma":[0.9947256,0.002295658,0.0006423557,0.000990028,0.00005800234,0.001288395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00520607,0.006532806,0.5138916,0.003209186,0.001254918,0.01781796,0.02570121,0.002506487,0.3209984,0.003934447,0.06695514,0.03199176],"study_design_scores_gemma":[0.002076461,0.001067817,0.8815213,0.0007112517,0.0008820014,0.0008880224,0.01727204,0.002472723,0.006175132,0.002066878,0.08286279,0.002003586],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8628402,0.0002130831,0.0009831187,0.0001945716,0.0001453539,0.001292706,0.0002233193,0.0005360455,0.1335716],"genre_scores_gemma":[0.9565646,0.000763036,0.001594575,0.00006739615,0.0001164363,0.00003007958,0.000307,0.0001374659,0.0404194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3676297,"threshold_uncertainty_score":0.9995165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002999439239083268,"score_gpt":0.2395515117085497,"score_spread":0.2365520724694665,"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."}}