{"id":"W4408486734","doi":"10.5194/egusphere-egu25-17219","title":"Patterns of prokaryotic diversity in freshwaters across the circumpolar region","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Institut National de la Recherche Scientifique; Wilfrid Laurier University","funders":"","keywords":"Circumpolar star; Diversity (politics); Geography; Ecology; Environmental science; Oceanography; Biology; Geology; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002360147,0.0002014005,0.0002863587,0.002109569,0.0008333451,0.0007949493,0.000169611,0.0001858097,0.0006306265],"category_scores_gemma":[0.0004576506,0.0001336593,0.0001834498,0.002338572,0.000567207,0.00032417,0.0006973416,0.0001547074,0.0001178926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008010662,"about_ca_system_score_gemma":0.0006780231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08488869,"about_ca_topic_score_gemma":0.1448647,"domain_scores_codex":[0.9997621,0.00003181735,0.00002254233,0.00008458547,0.00004234203,0.00005668946],"domain_scores_gemma":[0.9994996,0.00004877055,0.0001541546,0.00001841009,0.0001553068,0.0001238301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007648663,0.00000871548,0.9844589,0.00004679968,0.00004264099,0.0001164068,0.002055591,0.0001328563,0.008571229,0.00007754212,0.00009094636,0.004321755],"study_design_scores_gemma":[5.248186e-7,0.000007390609,0.9986655,0.000007088154,0.000005299742,0.00003027908,0.0009027344,0.00004248312,0.000102434,0.00001270273,0.0002213659,0.000002288997],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987299,0.0003973371,0.00005106108,0.00002117647,0.000002393811,0.000003234937,0.0003101419,0.000003242173,0.0004815094],"genre_scores_gemma":[0.998578,0.0004795944,0.0002033614,0.00003171511,0.000005484651,0.000006424559,0.0004895221,0.000001857254,0.0002039768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08488869,"threshold_uncertainty_score":0.1687892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02827430641763735,"score_gpt":0.2577534020921383,"score_spread":0.229479095674501,"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."}}