{"id":"W6892114204","doi":"10.5063/aa/nceas.19.13","title":"Insights on community dynamics from large-scale, long-term data: time series for zooplankton and environmental variates from 35 North American lakes","year":2004,"lang":"en","type":"dataset","venue":"UC Santa Barbara","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Zooplankton; Community structure; Food web; Temperate climate; Time series; Habitat; Series (stratigraphy); Environmental change","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0002736806,0.001566527,0.00190855,0.0003577181,0.001024852,0.0003499369,0.002879308,0.0005602802,0.000361196],"category_scores_gemma":[0.00009693542,0.001549582,0.0001764023,0.0002978238,0.001172857,0.0009673971,0.0022468,0.001972565,0.001944318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008178322,"about_ca_system_score_gemma":0.0001837253,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01215487,"about_ca_topic_score_gemma":0.1746588,"domain_scores_codex":[0.9947771,0.0007537749,0.0009192566,0.001769035,0.000817124,0.0009637423],"domain_scores_gemma":[0.9921805,0.00115186,0.0009873272,0.005207362,0.00002834672,0.0004446607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002589686,0.002563532,0.04492373,0.0002099697,0.001583109,0.0002210644,0.0008772362,0.00004452724,0.0002810195,0.000003969879,0.9464127,0.0002894149],"study_design_scores_gemma":[0.006727263,0.002260117,0.6627346,0.0009711693,0.003728667,0.00004553092,0.001068909,0.002083979,0.0001786262,0.000302015,0.3150552,0.00484394],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.4204353,0.0004215754,0.00002376402,0.00001149603,0.0002136738,0.0007934513,0.5779587,0.0001318495,0.00001019911],"genre_scores_gemma":[0.02656646,0.001124201,0.0006302032,0.0003081275,0.000515582,0.0001070523,0.9703695,0.0003394515,0.00003947717],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.6313576,"threshold_uncertainty_score":0.9997083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01337383193193733,"score_gpt":0.2434706070683985,"score_spread":0.2300967751364612,"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."}}