{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001157344,0.00008951965,0.0001408739,0.00006413828,0.00004738941,0.00001708154,0.0002734691,0.00005211531,0.0001846073],"category_scores_gemma":[0.00002709841,0.00004123092,0.00003574892,0.0005784866,0.0003296605,0.00007663887,0.0002327269,0.0001066493,0.00001658541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002280035,"about_ca_system_score_gemma":0.000001795326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009257349,"about_ca_topic_score_gemma":0.00002695757,"domain_scores_codex":[0.9987497,0.0003764619,0.0002620691,0.0001877981,0.0002487916,0.0001752149],"domain_scores_gemma":[0.9996697,0.00008061084,0.00007236,0.0001591623,0.000002042032,0.00001617408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001666928,0.00009236596,0.7937482,0.00002852085,0.000004530216,0.000002062973,0.006316421,0.00001023992,0.1987594,0.0002781277,0.0000165436,0.0007269296],"study_design_scores_gemma":[0.0002056433,0.00002640345,0.9649198,0.000006856001,0.000006178115,5.502328e-7,0.002335339,0.0008242447,0.03103907,0.0004303228,0.0001304088,0.00007521005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998435,0.000002599475,0.000009017576,0.0006780475,0.000006860946,0.0002225463,0.0000077031,0.000008216618,0.0006299964],"genre_scores_gemma":[0.9996874,0.00002093631,0.000008509734,0.0001712164,0.000007507972,0.000006454298,0.00006995314,0.000002877564,0.00002519791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1711716,"threshold_uncertainty_score":0.2021321,"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."}}