{"id":"W4385320852","doi":"10.18280/ijdne.180312","title":"Assessing the Ecological and Biological Forage Base of the Tobol River: Implications for Planktonic and Benthic Communities","year":2023,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benthic zone; Plankton; Forage; Ecology; Geography; Fishery; Environmental science; Biology","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":[0.0003241394,0.0001971313,0.0002612496,0.001736812,0.0006029762,0.0007310076,0.0002415287,0.0001872049,0.0007353825],"category_scores_gemma":[0.00076553,0.00009836074,0.0001287229,0.001859312,0.0002934982,0.0004674492,0.0005339913,0.0001275261,0.00009492548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001151675,"about_ca_system_score_gemma":0.001310122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.068856,"about_ca_topic_score_gemma":0.2106842,"domain_scores_codex":[0.9997919,0.00005979037,0.00001590459,0.00002930395,0.00006184294,0.00004130005],"domain_scores_gemma":[0.9997475,0.00004382166,0.00007337321,0.000009851129,0.00006919277,0.00005624345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005813907,0.00003263895,0.9730412,0.00007627849,0.00003320211,0.0001411079,0.0009442481,0.000367352,0.002149192,0.0001591073,0.0001436902,0.02285378],"study_design_scores_gemma":[0.000001700472,0.00004840086,0.995966,0.00002356237,0.00001212073,0.00007483144,0.002429898,0.000554834,0.0001486947,0.0001335945,0.0006009502,0.00000539778],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980429,0.0002712832,0.0002519317,0.00003119479,0.000001259812,0.00001532871,0.0002158078,0.00000200978,0.00116826],"genre_scores_gemma":[0.9982981,0.000261659,0.000785974,0.00001059967,0.000001625559,0.00001379352,0.0002405633,0.000001547343,0.0003860466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.068856,"threshold_uncertainty_score":0.1369104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04164973217903811,"score_gpt":0.2924003534343199,"score_spread":0.2507506212552817,"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."}}