{"id":"W2978473274","doi":"10.1111/fwb.13405","title":"Circumpolar patterns of Arctic freshwater fish biodiversity: A baseline for monitoring","year":2019,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of New Brunswick","funders":"Norges Forskningsråd; Naturvårdsverket; Ministry of Science and Higher Education of the Russian Federation; Academy of Finland","keywords":"Species richness; Biodiversity; Arctic; Circumpolar star; Salvelinus; Ecology; Beta diversity; Ecoregion; Alpha diversity; Freshwater ecosystem; Latitude; Geography; Gamma diversity; Species diversity; Freshwater fish; Ecosystem; Biology; Fishery; Oceanography; Trout; Fish <Actinopterygii>","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":[0.001613741,0.0002956666,0.0003304941,0.003515955,0.0007560095,0.001072379,0.0003155265,0.0002162884,0.001368748],"category_scores_gemma":[0.00143823,0.0001516628,0.0002312565,0.00329568,0.0001844746,0.0008492295,0.0008976433,0.0002990225,0.000405552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006844978,"about_ca_system_score_gemma":0.0009439955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04658808,"about_ca_topic_score_gemma":0.0805396,"domain_scores_codex":[0.999447,0.0001675534,0.00008129367,0.0001109113,0.000118902,0.0000742886],"domain_scores_gemma":[0.9980499,0.0001245561,0.0005664861,0.0001643119,0.0007818686,0.0003128601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001115152,0.00002934533,0.9810909,0.00005358183,0.00004270995,0.00004126213,0.0005650792,0.0002997872,0.001586886,0.0001463788,0.000944928,0.01508758],"study_design_scores_gemma":[0.000001998177,0.00003909042,0.9960752,0.000032486,0.00001155969,0.00004040744,0.001066313,0.0003162526,0.0002335139,0.00006156165,0.002117735,0.000003796976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723832,0.001089121,0.002836819,0.0002229189,0.00002697626,0.0001486275,0.0154339,0.00007776579,0.007780585],"genre_scores_gemma":[0.9732299,0.0009509573,0.0115912,0.0001127113,0.00004645559,0.0002877469,0.01278072,0.00002473023,0.0009756575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04658808,"threshold_uncertainty_score":0.09263384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01326049273303148,"score_gpt":0.2184527174396036,"score_spread":0.2051922247065721,"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."}}