{"id":"W4307563023","doi":"10.1111/fwb.14004","title":"Dark diversity in Amazonian stream fish communities: What factors determine species absence along environmental gradients?","year":2022,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Fish biology, ecology, and behavior","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Vale Canada Limited","keywords":"Ecology; Amazonian; Alpha diversity; Species diversity; Habitat; Ecosystem diversity; Beta diversity; Biodiversity; Geography; Biology; Amazon rainforest","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0005628985,0.0001787078,0.0002699081,0.0009109805,0.0004708742,0.0005924518,0.0002591657,0.0001891896,0.001081296],"category_scores_gemma":[0.002369104,0.0001864391,0.0003236947,0.0007574254,0.0007833287,0.0004366806,0.0007178464,0.0001984009,0.00006817297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003178135,"about_ca_system_score_gemma":0.0002015571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01148752,"about_ca_topic_score_gemma":0.02314539,"domain_scores_codex":[0.9997341,0.00007774783,0.00002670322,0.00007185296,0.00003781117,0.00005183352],"domain_scores_gemma":[0.998393,0.0005678419,0.0005860699,0.00009508631,0.0001441531,0.0002138632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002679365,0.000005657853,0.9977759,0.00001180826,0.00002901558,0.00001959782,0.0002071123,0.0001173303,0.000673296,0.00004066528,0.00001311902,0.00107977],"study_design_scores_gemma":[0.000001212121,0.00001272234,0.9985628,0.000004503298,0.000007363504,0.000027666,0.0002840883,0.0009076902,0.00004400748,0.0001029827,0.00004283989,0.000002119494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996214,0.00005292034,0.0001409709,0.00001507594,5.501076e-7,0.00000144957,0.00004576831,0.000001695518,0.0001201204],"genre_scores_gemma":[0.9999021,0.00001054226,0.00004025105,0.000002304216,7.74734e-7,8.289976e-7,0.00002629414,5.508701e-7,0.00001642896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01148752,"threshold_uncertainty_score":0.02284127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02821743157093767,"score_gpt":0.2216415978900401,"score_spread":0.1934241663191025,"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."}}