{"id":"W2151149095","doi":"10.1139/f10-062","title":"Are seasonal lakes as productive as permanent lakes? A case study from Ireland","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nutrient; Chlorophyll a; Seasonality; Environmental science; Phosphorus; Chlorophyll; Biomass (ecology); Ecology; Biology; Botany","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0007174125,0.0003641361,0.0003187353,0.0009499781,0.001851814,0.001281564,0.0006778474,0.0008053277,0.001243992],"category_scores_gemma":[0.001792495,0.0003275884,0.0004652339,0.001470877,0.001383473,0.000767106,0.001370631,0.0005420829,0.0001770072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003430585,"about_ca_system_score_gemma":0.001900577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.109412,"about_ca_topic_score_gemma":0.2827877,"domain_scores_codex":[0.999288,0.0001649113,0.00005241976,0.00009527,0.00008361904,0.0003157478],"domain_scores_gemma":[0.9988476,0.0002363238,0.000332426,0.00009951677,0.0001614043,0.0003226583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005881038,0.0003192847,0.7787787,0.0003927215,0.00008626509,0.1492988,0.03139056,0.0004741086,0.002940954,0.001022424,0.002719541,0.03198856],"study_design_scores_gemma":[0.00003871301,0.0007247619,0.778738,0.0002298896,0.00008502049,0.07197115,0.1335497,0.0006911264,0.0008484566,0.0003982557,0.01264764,0.00007732807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970006,0.0002042698,0.0001316639,0.000193883,0.000007630869,0.00002907195,0.000107092,0.000005202525,0.002320557],"genre_scores_gemma":[0.9982756,0.0003463589,0.0002687474,0.0001093341,0.00001180627,0.00001777457,0.00008117811,0.000005593581,0.0008835741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.109412,"threshold_uncertainty_score":0.2175503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01250000862267753,"score_gpt":0.2223546266105475,"score_spread":0.20985461798787,"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."}}