{"id":"W7132932179","doi":"","title":"Ironing Out the Question: What is Limiting Cyanobacteria in Freshwater Lakes in the Prairie Pothole Region?","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Eutrophication; Cyanobacteria; Limiting; Nutrient; Dominance (genetics); Pothole (geology)","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":[0.0005062582,0.0001307619,0.0002306875,0.0004597735,0.001613306,0.001123461,0.0003546079,0.0005240423,0.00118098],"category_scores_gemma":[0.001446117,0.0001076606,0.0001338348,0.0008237879,0.001236557,0.001127175,0.0005369771,0.0004096623,0.0001409137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002692854,"about_ca_system_score_gemma":0.005541951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4026572,"about_ca_topic_score_gemma":0.7158611,"domain_scores_codex":[0.9998556,0.0000176453,0.000008102889,0.00003516329,0.00003734994,0.00004612616],"domain_scores_gemma":[0.9995525,0.00007962273,0.0001108954,0.0000120244,0.0001440885,0.0001007869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001236395,0.00006811858,0.7958866,0.0007862365,0.00009158203,0.0005172195,0.01343878,0.0007786329,0.04051135,0.002290488,0.004516074,0.1409913],"study_design_scores_gemma":[0.000002796169,0.00004230303,0.9752731,0.0001080341,0.00003002092,0.0000968723,0.01591072,0.0003541468,0.00115825,0.0009674453,0.006038909,0.00001734158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813737,0.004202275,0.0003258116,0.009535132,0.00002284437,0.00001294237,0.0002135013,0.00001456971,0.00429928],"genre_scores_gemma":[0.9941894,0.003043827,0.0006342219,0.0007539713,0.00003405786,0.000005738288,0.00007835599,0.000003435811,0.001257072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4026572,"threshold_uncertainty_score":0.8006269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01880142127648582,"score_gpt":0.307070950417127,"score_spread":0.2882695291406412,"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."}}