{"id":"W4416256177","doi":"10.5324/cjcr.v0i40.6298","title":"Midges below zero: A review of hibernal emergence of Chironomidae in temperate regions","year":2025,"lang":"no","type":"article","venue":"CHIRONOMUS Journal of Chironomidae Research","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Holarctic; Chironomidae; Temperate climate; Taxon; Range (aeronautics); STREAMS; Cold climate","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006361825,0.0005532026,0.001987756,0.001500023,0.0003664023,0.00005334745,0.002657536,0.0003988188,0.007292392],"category_scores_gemma":[0.0005852428,0.0005353194,0.0007632098,0.001821396,0.002817683,0.0007821041,0.001471332,0.001923392,0.0002309427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008266654,"about_ca_system_score_gemma":0.001342008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001498732,"about_ca_topic_score_gemma":0.001007154,"domain_scores_codex":[0.9923382,0.001406011,0.00313158,0.0007690638,0.0009929048,0.001362197],"domain_scores_gemma":[0.9961662,0.000525516,0.00156196,0.0009690006,0.0003090514,0.0004682373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003056642,0.005276128,0.7538633,0.01958164,0.001444525,0.0002211491,0.004643005,0.00789561,0.02413682,0.004961331,0.148862,0.02605783],"study_design_scores_gemma":[0.008451768,0.003698897,0.8551727,0.04059445,0.0006594598,0.0001537483,0.003193219,0.001354884,0.04099081,0.008400008,0.03570793,0.001622153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.926995,0.05728763,0.0001098707,0.005546669,0.0008878869,0.0009385273,0.00009910249,0.000006317463,0.008128983],"genre_scores_gemma":[0.910234,0.08580888,0.0007302585,0.0002177816,0.0001232931,0.00001451327,0.00001261145,0.00003713396,0.002821503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1131541,"threshold_uncertainty_score":0.999896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04105307436132222,"score_gpt":0.330821555230202,"score_spread":0.2897684808688797,"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."}}