{"id":"W6948282750","doi":"10.5061/dryad.3r2280gtm","title":"Species' traits modulate rapid changes in flight time in high-Arctic muscid flies under climate change","year":2025,"lang":"en","type":"dataset","venue":"DRYAD","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University; Fisheries and Oceans Canada","funders":"Innovationsfonden","keywords":"Phenology; Interspecific competition; Climate change; Context (archaeology); Population; Insect flight; Habitat; Adaptation (eye)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005042934,0.0004194567,0.0003695616,0.0007392062,0.0003405251,0.0004792984,0.0005312033,0.000375633,0.002809903],"category_scores_gemma":[0.0009937865,0.0001359422,0.0005721262,0.0008397664,0.0001370386,0.0002737107,0.0005507667,0.0003490153,0.001631602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005051182,"about_ca_system_score_gemma":0.0004248105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03420888,"about_ca_topic_score_gemma":0.08705083,"domain_scores_codex":[0.9997932,0.00005147642,0.00001498964,0.00008449337,0.00002452232,0.00003121325],"domain_scores_gemma":[0.9998333,0.00005472586,0.00004014788,0.00002622452,0.0000286398,0.00001689769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007785936,0.0002501865,0.5867463,0.002473784,0.001031093,0.0004242778,0.0007335446,0.01435696,0.006457576,0.002079802,0.3366165,0.04805132],"study_design_scores_gemma":[0.000193029,0.00007074102,0.8300762,0.0002602046,0.0002088969,0.0002434386,0.0005576392,0.009997905,0.00122736,0.0008175643,0.1562959,0.00005131229],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.1962693,0.0008687108,0.0007448398,0.000341094,0.00003208612,0.00002270359,0.7994736,0.0004399978,0.001807747],"genre_scores_gemma":[0.1143992,0.0002540659,0.002213844,0.00008412832,0.00001035463,0.00008489009,0.8818004,0.00004469351,0.001108568],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.03420888,"threshold_uncertainty_score":0.06801951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01025410033073246,"score_gpt":0.2519163687480774,"score_spread":0.2416622684173449,"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."}}