{"id":"W4390884581","doi":"10.3389/fevo.2023.1129356","title":"Increasing fish biodiversity in high elevation Albertan lakes in response to global environmental change over the past 50 years","year":2024,"lang":"en","type":"article","venue":"Frontiers in Ecology and Evolution","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada; York University; Genome Canada","keywords":"Biodiversity; Beta diversity; Species richness; Ecology; Threatened species; Gamma diversity; Alpha diversity; Environmental change; Freshwater fish; Climate change; Geography; Species diversity; Global biodiversity; Environmental science; Biology; Fish <Actinopterygii>; Habitat; Fishery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004654628,0.000159517,0.0001315335,0.001460199,0.000760655,0.0007810486,0.0003170611,0.000166591,0.001106792],"category_scores_gemma":[0.0007378514,0.0001105346,0.000155145,0.002395196,0.0007862524,0.0003155864,0.0007082725,0.0001698554,0.00007101926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003393926,"about_ca_system_score_gemma":0.002162033,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6132571,"about_ca_topic_score_gemma":0.8381382,"domain_scores_codex":[0.9998059,0.00002312367,0.000008023423,0.00003933334,0.00006335067,0.00006025274],"domain_scores_gemma":[0.9994603,0.00004239809,0.0002311,0.00001805795,0.0001348249,0.0001132388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004467439,0.00000720762,0.9891931,0.00004926825,0.00004965287,0.00009114698,0.0008848982,0.0003585111,0.00146524,0.0001148815,0.000423574,0.007317757],"study_design_scores_gemma":[6.936635e-7,0.000003516203,0.9991863,0.000006544719,0.000005894031,0.00001957068,0.0003316257,0.000101973,0.00003327767,0.00002183015,0.0002871813,0.000001504457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976534,0.0005022341,0.00008758216,0.000115439,0.000002990114,0.000002924209,0.0005432766,0.00001003931,0.001082155],"genre_scores_gemma":[0.9988266,0.000263994,0.0002023207,0.0000384866,0.000004439734,0.000003087244,0.0003337072,0.000001698975,0.0003256631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3867429,"threshold_uncertainty_score":0.7780411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004875259229044699,"score_gpt":0.1867916150538282,"score_spread":0.1819163558247835,"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."}}