{"id":"W2032919824","doi":"10.1016/j.ecolmodel.2010.06.014","title":"The representation of cyanobacteria life cycle processes in aquatic ecosystem models","year":2010,"lang":"en","type":"article","venue":"Ecological Modelling","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact","funders":"","keywords":"Cyanobacteria; Ecosystem; Environmental science; Nitrogen fixation; Biomass (ecology); Diazotroph; Nitrogen cycle; Ecology; Nitrogen; Biology; Biological system; Atmospheric sciences; Geology; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0004154918,0.00008697018,0.000186339,0.00003548346,0.0001124448,0.00005704626,0.000219601,0.00007979519,0.0002719057],"category_scores_gemma":[0.0001618296,0.00005302185,0.00003620302,0.0002314511,0.00002869957,0.000200223,0.00001856738,0.0001646854,0.00003597512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000210888,"about_ca_system_score_gemma":0.00006192585,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001419185,"about_ca_topic_score_gemma":0.05136961,"domain_scores_codex":[0.9989654,0.00007922577,0.0003901163,0.0001957491,0.000153519,0.0002159643],"domain_scores_gemma":[0.999058,0.0005398521,0.0001340156,0.0001574029,0.00003928869,0.00007144979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000400786,0.00003179291,0.06267232,0.0000545592,0.000006200017,0.000003185902,0.000145241,0.9325805,0.00003768518,0.0003719429,0.000006021573,0.004050483],"study_design_scores_gemma":[0.0001095274,0.00005277333,0.009092532,0.00001139459,0.000003321993,0.000002392592,0.0001397756,0.9770733,0.00005316091,0.01329065,0.00009873173,0.00007241758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871453,0.00005957391,0.003155248,0.00009529483,0.0002296209,0.000223602,0.00000941167,0.00002196508,0.009059988],"genre_scores_gemma":[0.9993455,0.00006930946,0.000435276,0.00002281167,0.00006480405,0.000006995769,0.00001432449,0.000002220249,0.00003871605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05357978,"threshold_uncertainty_score":0.9659404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02950638987574784,"score_gpt":0.2213472215539011,"score_spread":0.1918408316781533,"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."}}