{"id":"W4367610190","doi":"10.24852/2411-7374.2023.1.21.27","title":"ПРОСТРАНСТВЕННОЕ РАСПРЕДЕЛЕНИЕ ЦИАНОБАКТЕРИЙ В ФИТОПЛАНКТОНЕ РЕКИ КАЗАНКА","year":2023,"lang":"ru","type":"article","venue":"Российский журнал прикладной экологии","topic":"Aquatic and Environmental Studies","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001657186,0.001546699,0.001628616,0.0006134331,0.002101225,0.0004681999,0.001607682,0.0007765442,0.03079485],"category_scores_gemma":[0.0003313175,0.001416592,0.000785604,0.002636811,0.001403615,0.0008807261,0.0006273609,0.001193753,0.1312344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001398839,"about_ca_system_score_gemma":0.0002460843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00354947,"about_ca_topic_score_gemma":0.001285599,"domain_scores_codex":[0.9903112,0.0004824061,0.001690016,0.002148884,0.002113608,0.003253898],"domain_scores_gemma":[0.9956537,0.0009691324,0.0006043122,0.001530337,0.00007529968,0.001167165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003333156,0.0004288912,0.4870304,0.0005292904,0.0009935237,0.001051728,0.006093981,0.003703224,0.000245528,0.0008881021,0.3767711,0.121931],"study_design_scores_gemma":[0.002224146,0.00101397,0.5411319,0.000365357,0.0004921624,0.0001135675,0.00777132,0.01379606,0.0003803473,0.002774905,0.4272008,0.002735468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7702805,0.02127757,0.0004882168,0.01154508,0.01058893,0.002815985,0.00256604,0.002086486,0.1783512],"genre_scores_gemma":[0.9208847,0.008746674,0.0005564462,0.001966241,0.002143213,0.00004906979,0.001274037,0.00013339,0.0642462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1506042,"threshold_uncertainty_score":0.9997281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02763176312846976,"score_gpt":0.2002180548086898,"score_spread":0.17258629168022,"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."}}