{"id":"W4392008512","doi":"10.52167/1609-1817-2023-128-5-504-513","title":"ГИДРОХИМИЧЕСКИЕ ХАРАКТЕРИСТИКИ И ОЦЕНКА КАЧЕСТВА ПОВЕРХНОСТНЫХ ВОД С ИСПОЛЬЗОВАНИЕМ ИНДЕКСА КАЧЕСТВА ВОДЫ","year":2023,"lang":"ru","type":"article","venue":"Вестник КазАТК","topic":"Water Resources and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.002226904,0.0007029665,0.0006163424,0.003178952,0.002131304,0.007608439,0.00102808,0.001457619,0.02182932],"category_scores_gemma":[0.007817826,0.0006214828,0.0007305124,0.003059271,0.003934443,0.004576383,0.002537211,0.001800658,0.006094167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002279045,"about_ca_system_score_gemma":0.00425139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004965787,"about_ca_topic_score_gemma":0.004262376,"domain_scores_codex":[0.9969895,0.0006335754,0.0002077344,0.0005960712,0.00131609,0.0002570782],"domain_scores_gemma":[0.9967496,0.001133546,0.0004420475,0.0003871232,0.001054368,0.0002333004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001773731,0.0001018683,0.005874506,0.0008310078,0.00008441268,0.0005893731,0.006164343,0.003542941,0.009761084,0.7237346,0.01119286,0.2379456],"study_design_scores_gemma":[0.00005395009,0.0001567649,0.016591,0.0006002802,0.000142466,0.001232276,0.006322519,0.008636018,0.01183424,0.5174727,0.4367137,0.000244013],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09906076,0.01332949,0.3220376,0.006291657,0.001625734,0.0003729653,0.001300292,0.000914852,0.5550666],"genre_scores_gemma":[0.6970299,0.01034497,0.1856943,0.0006463915,0.0007215862,0.000715087,0.0008528171,0.0005061238,0.1034887],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02182932,"threshold_uncertainty_score":0.0730263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01514896622551861,"score_gpt":0.2124175605331382,"score_spread":0.1972685943076196,"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."}}