{"id":"W6949833156","doi":"10.5281/zenodo.16876404","title":"Isoperla dicala Frison 1942","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bay; Period (music); Shore; Spring (device); Cape","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001072476,0.0006686437,0.0002070116,0.001522465,0.001348291,0.0004281352,0.0004719637,0.000416423,0.01051271],"category_scores_gemma":[0.0002982628,0.0001953535,0.0001773477,0.0003209751,0.00034149,0.0005997801,0.0007056601,0.0003461771,0.002881759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006390233,"about_ca_system_score_gemma":0.0002823868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01349982,"about_ca_topic_score_gemma":0.02785929,"domain_scores_codex":[0.9998742,0.000009150276,0.000007836549,0.00005632118,0.00003068203,0.00002174622],"domain_scores_gemma":[0.9998963,0.00001616871,0.00003448224,0.000009529539,0.00002887029,0.00001476595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006109476,0.0001990629,0.09262288,0.001372246,0.0001012148,0.003625426,0.001984292,0.0008143827,0.07754289,0.003837516,0.03569518,0.781594],"study_design_scores_gemma":[0.00008126145,0.0004810811,0.4486679,0.0006273662,0.0001167663,0.01245507,0.001505039,0.0007232149,0.007778531,0.001196725,0.5263203,0.00004674626],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5652457,0.02168179,0.00627094,0.0007713847,0.0006991051,0.0004641647,0.004712236,0.000624241,0.3995304],"genre_scores_gemma":[0.9520705,0.002943741,0.004049541,0.0005644435,0.000128613,0.00009037209,0.001488588,0.00002246473,0.03864184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01349982,"threshold_uncertainty_score":0.03516853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270450546431612,"score_gpt":0.2249355833908199,"score_spread":0.2122310779265038,"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."}}