{"id":"W2141076118","doi":"10.1111/j.1365-2427.2010.02477.x","title":"<i>In situ</i>measurements confirm the seasonal dominance of benthic algae over phytoplankton in nearshore primary production of a large lake","year":2010,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Benthic zone; Cladophora; Phytoplankton; Environmental science; Primary production; Plankton; Oceanography; Dominance (genetics); Biomass (ecology); Algae; Ecology; Dissolved organic carbon; Biology; Environmental chemistry; Nutrient; Chemistry; Ecosystem; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006881876,0.00009898507,0.0001949829,0.00003050976,0.00003583276,0.000001796733,0.0002021701,0.0001681196,0.003662549],"category_scores_gemma":[0.00003441269,0.00006662414,0.00003276064,0.0001152259,0.0004787477,0.00008135835,0.0001018704,0.0002573454,0.00008351292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002681013,"about_ca_system_score_gemma":0.00002096529,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001456528,"about_ca_topic_score_gemma":0.09447543,"domain_scores_codex":[0.9990119,0.0001286714,0.0002620442,0.0002394263,0.0001070648,0.0002509445],"domain_scores_gemma":[0.9996164,0.00002753962,0.0001159383,0.0002116247,0.000009816678,0.00001867899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004653654,0.0001598939,0.6193488,0.000007034895,0.000002945413,0.00000200829,0.0002506446,0.000003889806,0.3790002,0.0000573815,0.0009022352,0.0002184537],"study_design_scores_gemma":[0.0005638683,0.0000727563,0.8511618,0.000008194561,0.000008299881,0.000005520716,0.00001328299,0.00004604163,0.1419705,0.0003382481,0.005736776,0.00007467507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980999,0.00001982501,0.000006016607,0.0003993281,0.0005910594,0.0002787876,0.00003434162,0.000003636266,0.0005670738],"genre_scores_gemma":[0.9991509,0.000003717678,0.0001776106,0.0002810381,0.00003590156,0.00003037085,0.00004030424,0.000005089461,0.0002750428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2370297,"threshold_uncertainty_score":0.9972482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01234259370633543,"score_gpt":0.2476132028185099,"score_spread":0.2352706091121745,"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."}}