{"id":"W4385863516","doi":"10.18687/laccei2023.1.1.213","title":"Physicochemical characterization of water quality in the Perlamayo and Tacamache rivers, using benthic macroinvertebrates as biological indicators in the district of Chugur- Cajamarca","year":2023,"lang":"en","type":"article","venue":"","topic":"Water Resource Management and Quality","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benthic zone; Water quality; Environmental science; Invertebrate; Hydrology (agriculture); Water resource management; Ecology; Geology; Biology; Geotechnical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002457415,0.0002000255,0.0002180983,0.0008999826,0.000402429,0.0004894793,0.0002152936,0.0002714146,0.0003813436],"category_scores_gemma":[0.0005378374,0.0002001453,0.0001331873,0.001150993,0.0003262155,0.0002214806,0.0002663892,0.0001319008,0.00004797657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008921262,"about_ca_system_score_gemma":0.0006095355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1352284,"about_ca_topic_score_gemma":0.3218648,"domain_scores_codex":[0.9997728,0.00004750525,0.00002419404,0.00006774141,0.00005038288,0.0000372931],"domain_scores_gemma":[0.9996395,0.00005372491,0.0001420772,0.00001864627,0.0001044443,0.0000416393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005461869,0.00003657652,0.9869572,0.00005891715,0.00005981631,0.0002233501,0.000791256,0.0001608675,0.004498207,0.00003790824,0.0001142312,0.007007068],"study_design_scores_gemma":[0.000002045305,0.00001886508,0.999217,0.000003317696,0.000006911739,0.00005631266,0.0002841535,0.0001725883,0.0000776771,0.000003551288,0.0001553455,0.000002208648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994955,0.0001026025,0.00004631911,0.00000929048,7.674798e-7,0.000008089063,0.0001172796,0.000003820919,0.0002164311],"genre_scores_gemma":[0.9992406,0.00008476539,0.0002325656,0.000007310728,0.000002090007,0.00001902339,0.0002382788,0.000001165734,0.0001741862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1352284,"threshold_uncertainty_score":0.2688827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03528985312634115,"score_gpt":0.2725598536334685,"score_spread":0.2372700005071274,"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."}}