{"id":"W7117548174","doi":"10.18280/ijdne.201107","title":"Integrating Physicochemical and Benthic Macroinvertebrate Functional Traits to Assess Ecological Status of Rivers Draining into a Tropical Volcanic Lake","year":2025,"lang":"","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Benthic zone; Invertebrate; Functional ecology; Hydrology (agriculture); Ecosystem","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003536108,0.0002419572,0.0002179813,0.0007100909,0.0005979571,0.0007417964,0.0002484224,0.0002993973,0.0003947259],"category_scores_gemma":[0.0006567129,0.0001545472,0.0002151231,0.0008659278,0.0004302969,0.0004054847,0.0004533624,0.0001835742,0.00006454732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007188127,"about_ca_system_score_gemma":0.0006435577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03724675,"about_ca_topic_score_gemma":0.1083291,"domain_scores_codex":[0.9998245,0.00004474579,0.00002031539,0.00004321379,0.00003247211,0.00003494797],"domain_scores_gemma":[0.9995531,0.0001166663,0.0001184211,0.00001683188,0.00009571881,0.00009922284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007632647,0.00005372707,0.9911219,0.00001047981,0.00004355003,0.0000629444,0.000456872,0.000270972,0.005683896,0.00001567674,0.00001910185,0.002184515],"study_design_scores_gemma":[0.000002430289,0.00007862125,0.997932,0.000001832854,0.0000174613,0.00002790676,0.0005230008,0.001120513,0.0002448805,0.00001119985,0.00003642203,0.000003826861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998829,0.000004029266,0.00002862598,0.000001715418,1.906274e-7,0.000001335239,0.00002042767,8.524576e-7,0.00005971541],"genre_scores_gemma":[0.9997624,0.000005424393,0.0001064729,0.000002589802,4.699566e-7,0.00000235218,0.000049667,5.970347e-7,0.0000701243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03724675,"threshold_uncertainty_score":0.07405984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01468637549734843,"score_gpt":0.2456278763432529,"score_spread":0.2309415008459045,"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."}}