{"id":"W6930856824","doi":"10.5281/zenodo.15118507","title":"Data supporting: Heatwaves, elevated temperature, and insecticide-induced effects at different trophic levels of a freshwater ecosystem","year":2025,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Biological Stains and Phytochemicals","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"European Commission","keywords":"Trophic level; Macrophyte; Periphyton; Table (database); Freshwater ecosystem; Biomass (ecology); Population; Ecosystem; Zooplankton","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004921318,0.0003240617,0.0006971319,0.0002244968,0.0005847975,0.000156562,0.0009277919,0.0003931368,0.004078014],"category_scores_gemma":[0.001826989,0.0002402888,0.00007006744,0.0003517909,0.0001099015,0.00005867357,0.003631418,0.0007612011,0.00009688774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001630968,"about_ca_system_score_gemma":0.00001061149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001942266,"about_ca_topic_score_gemma":0.000005396253,"domain_scores_codex":[0.9973633,0.0004686503,0.0005828669,0.0007843473,0.0003794408,0.0004214041],"domain_scores_gemma":[0.9976348,0.0001116288,0.0002671079,0.00132708,0.000390901,0.0002684846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002633692,0.0001727641,0.000005286252,0.001894335,0.0001756158,0.00006299434,0.00002377397,8.781888e-8,0.117505,0.00002566901,0.8784738,0.001397297],"study_design_scores_gemma":[0.001080114,0.0008444858,0.000837887,0.0005835247,0.0001701544,0.0001420107,0.00001361183,0.00002189297,0.01462852,0.00002498747,0.9814242,0.0002286006],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.157122,0.0002003648,0.000005792904,0.0002439405,0.00008170972,0.001055102,0.8409162,0.0001353119,0.0002395958],"genre_scores_gemma":[0.1819003,0.0001879411,0.00002006322,0.0001577094,0.0001233257,1.383497e-7,0.8171547,0.000251795,0.0002039872],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1029504,"threshold_uncertainty_score":0.9968324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05689206470424121,"score_gpt":0.2967025073729705,"score_spread":0.2398104426687293,"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."}}