{"id":"W2031412679","doi":"10.1016/s0380-1330(05)70275-6","title":"Modeling the Growth, Biomass, and Tissue Phosphorus Concentration of Cladophora glomerata in Eastern Lake Erie: Model Description and Field Testing","year":2005,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Ministry of Natural Resources","keywords":"Cladophora; Biomass (ecology); Environmental science; Phosphorus; Eutrophication; Range (aeronautics); Ecology; Algae; Hydrology (agriculture); Biology; Nutrient; Geology; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001087989,0.00006691826,0.0001286811,0.00004889528,0.0001378355,0.00003927024,0.0001320564,0.00007802789,0.0002065934],"category_scores_gemma":[0.00019571,0.00004612785,0.00001352777,0.0001979916,0.0002264123,0.000392471,0.00008748844,0.0003002274,0.000007574743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000584619,"about_ca_system_score_gemma":0.00003470272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001867554,"about_ca_topic_score_gemma":0.003339401,"domain_scores_codex":[0.9989406,0.0001208913,0.0003052594,0.0001130932,0.0003250681,0.0001950801],"domain_scores_gemma":[0.999586,0.0001321051,0.00007843405,0.00007737959,0.00006690082,0.00005919844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003062389,0.0001869466,0.8022158,0.00003444067,0.00001556929,0.00005294701,0.002592243,0.009056123,0.1075479,0.0001167393,0.0008246762,0.07705038],"study_design_scores_gemma":[0.0005974145,0.0004606103,0.02258564,0.00006883962,0.00001679537,0.00009641561,0.0003839154,0.964889,0.009815104,0.0009015087,0.00009828317,0.00008649243],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971914,0.0002571914,0.001090127,0.0008544999,0.0000233663,0.0001249305,0.00000299688,0.00000169102,0.0004537948],"genre_scores_gemma":[0.9983077,0.0001531203,0.001322028,0.00004319761,0.00003276356,0.000002739241,7.453904e-7,0.000004556862,0.0001331285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9558328,"threshold_uncertainty_score":0.2262053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08284027963252803,"score_gpt":0.3237566290816614,"score_spread":0.2409163494491334,"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."}}