{"id":"W1549961712","doi":"10.7275/978413","title":"Documenting the History of Oxygen Depletion in Lake St. Croix, Minnesota, Using Chironomidae Remains in the Sedimentary Record","year":2023,"lang":"en","type":"article","venue":"Scholarworks (University of Massachusetts Amherst)","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Park Service; University of Minnesota","keywords":"Chironomidae; Sedimentary rock; Paleolimnology; Archaeology; Hydrology (agriculture); Geology; Oceanography; Environmental science; Physical geography; History; Geochemistry; Holocene; Ecology; Geography; Biology; Geotechnical engineering","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":[0.0002763217,0.0002170592,0.0001609876,0.00147286,0.0007222015,0.0004801437,0.0003688408,0.0001883713,0.0004069645],"category_scores_gemma":[0.000524174,0.0002145784,0.0001058949,0.0009655037,0.0003111452,0.0002590639,0.0005849726,0.0001831583,0.00009913212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001896661,"about_ca_system_score_gemma":0.001141818,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5670413,"about_ca_topic_score_gemma":0.8611717,"domain_scores_codex":[0.9998409,0.00001448247,0.00001823344,0.00004243479,0.00005089441,0.00003303737],"domain_scores_gemma":[0.9993994,0.00002897739,0.0002054921,0.00001631177,0.0002431605,0.0001066669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002962926,0.000009981795,0.992183,0.00001905821,0.00001750822,0.00004708944,0.0005178503,0.00003596187,0.004072431,0.00001718041,0.0001713724,0.002878877],"study_design_scores_gemma":[4.966337e-7,0.000006411518,0.9995006,0.000003692353,0.000003338557,0.0000128491,0.0001378568,0.00005791393,0.00009557978,0.000001097359,0.0001793708,8.013018e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987205,0.0001330332,0.00005283157,0.00003102797,0.000002331994,0.00001325496,0.0004459782,0.000005119139,0.0005958276],"genre_scores_gemma":[0.9982983,0.0001492341,0.0003180537,0.00002531982,0.000003794831,0.00001268545,0.0006410683,0.000002299347,0.0005491588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5670413,"threshold_uncertainty_score":0.871017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02040990902855906,"score_gpt":0.1952565159879597,"score_spread":0.1748466069594007,"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."}}