{"id":"W4303427136","doi":"10.46380/rias.vol5.e271","title":"Biofiltración de aguas residuales de industrias arroceras de San Jacinto de Yaguachi, Ecuador mediante cascarilla de arroz","year":2022,"lang":"es","type":"article","venue":"Revista Iberoamericana Ambiente & Sustentabilidad","topic":"Water Resource Management and Quality","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cascades (Canada)","funders":"","keywords":"Humanities; Physics; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003939579,0.0006401556,0.000640494,0.0004922809,0.001015075,0.001378686,0.000406619,0.0004030047,0.0008077075],"category_scores_gemma":[0.0002455832,0.0002138582,0.0006227885,0.0005344248,0.0003370561,0.0004564021,0.0005521296,0.0005405783,0.0002899368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001275617,"about_ca_system_score_gemma":0.001434225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06115861,"about_ca_topic_score_gemma":0.1388609,"domain_scores_codex":[0.9996492,0.0000220499,0.00002312748,0.0001018669,0.0001348499,0.00006893332],"domain_scores_gemma":[0.9997591,0.0000308474,0.00004981736,0.00001418981,0.0001185148,0.00002749293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008931954,0.0003200181,0.1063878,0.0007039861,0.0001460584,0.0006376707,0.001652384,0.001993539,0.8265266,0.0002211646,0.0003570938,0.0601605],"study_design_scores_gemma":[0.00008469422,0.003818593,0.59526,0.0001556375,0.0004709167,0.0003167051,0.004368583,0.008000477,0.3694021,0.0001611356,0.01787375,0.00008728359],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977755,0.0003677247,0.0006066597,0.00003426747,0.00000742731,0.00003011091,0.000111549,0.00003306728,0.001033707],"genre_scores_gemma":[0.9908893,0.001001533,0.003691129,0.00004864962,0.000006971605,0.00006146136,0.0003218485,0.00001860925,0.003960609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06115861,"threshold_uncertainty_score":0.1216052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01548296105452504,"score_gpt":0.2600903335274149,"score_spread":0.2446073724728899,"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."}}