{"id":"W3034246340","doi":"10.1139/cjfas-2019-0348","title":"Improved understanding and prediction of freshwater fish communities through the use of joint species distribution models","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Habitat; Ecology; Species distribution; Abiotic component; Community; Mutualism (biology); Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002880933,0.0007070232,0.0009549937,0.001542751,0.000557469,0.001317937,0.001487891,0.0009049868,0.001120544],"category_scores_gemma":[0.01001131,0.0006953305,0.001072269,0.001434357,0.0009652315,0.002425574,0.001405634,0.001115866,0.0002323944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001311733,"about_ca_system_score_gemma":0.001314392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02765779,"about_ca_topic_score_gemma":0.02403626,"domain_scores_codex":[0.9991585,0.0003979158,0.00005664351,0.0002272711,0.00009471784,0.00006497413],"domain_scores_gemma":[0.9955798,0.002788169,0.0007285431,0.0003529685,0.0003100409,0.0002404706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001979403,0.0000197378,0.01008714,0.00002330235,0.00006024676,0.00002866954,0.00004868757,0.9734792,0.0003060009,0.008560351,0.0002587276,0.007108126],"study_design_scores_gemma":[0.000002585163,0.000004615822,0.001060732,0.000003716243,0.000004787111,0.0000114283,0.00001010971,0.9873029,0.00004974066,0.01141433,0.000128094,0.000006941062],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1619339,0.0003967972,0.8343063,0.0004006088,0.00002592994,0.0000283143,0.0006503119,0.0004263981,0.001831351],"genre_scores_gemma":[0.8901883,0.0002805198,0.1071851,0.0001246713,0.00004292886,0.00008130028,0.0008370742,0.0000749976,0.001185146],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02765779,"threshold_uncertainty_score":0.05499357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1386536761597284,"score_gpt":0.2071122700277605,"score_spread":0.06845859386803213,"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."}}