{"id":"W2051074525","doi":"10.5539/ijb.v3n2p127","title":"Bioassessment of Kordan Stream (Iran) Water Quality Using Macro-Zoobenthos Indices","year":2011,"lang":"en","type":"article","venue":"International Journal of Biology","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benthic zone; Water quality; Biota; Species richness; Environmental science; Biotic index; Pollution; Community structure; Ecology; Hydrology (agriculture); Biology; Geology","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":[0.0003681777,0.0003554959,0.0002295255,0.001099567,0.0003879239,0.000325482,0.0001722838,0.0001656585,0.0007726288],"category_scores_gemma":[0.0002811851,0.0002097461,0.0001756539,0.0008710609,0.0002291149,0.0002004921,0.0003050329,0.0001736055,0.0001370226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005025264,"about_ca_system_score_gemma":0.000494847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009131002,"about_ca_topic_score_gemma":0.03997953,"domain_scores_codex":[0.9997808,0.00002093185,0.00002728112,0.00004129054,0.00008866541,0.00004099384],"domain_scores_gemma":[0.9997535,0.00001596105,0.0001011316,0.00000896247,0.00007817098,0.00004215158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001103142,0.00008961598,0.9749662,0.00007118862,0.00003491492,0.0003014124,0.0005662589,0.0002034412,0.00514272,0.00006123471,0.000347736,0.01810493],"study_design_scores_gemma":[0.000004887989,0.00009434555,0.9985446,0.000006668663,0.000007706964,0.0001268624,0.0002774711,0.0002572289,0.0003288928,0.00001554189,0.0003322246,0.000003563084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991385,0.00008048079,0.00008123881,0.000008851178,0.000004220525,0.00001579204,0.0002842653,0.000003832035,0.0003828087],"genre_scores_gemma":[0.9975659,0.0001632525,0.001023113,0.00000869541,0.000006098773,0.00003214859,0.0006632672,0.000001356487,0.0005362108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009131002,"threshold_uncertainty_score":0.01815575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06512262034935222,"score_gpt":0.3042829012544879,"score_spread":0.2391602809051357,"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."}}