{"id":"W1979795670","doi":"10.1080/14634980802319135","title":"Freshwater fishes and aquatic habitats in Peru: Current knowledge and conservation","year":2008,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Fish biology, ecology, and behavior","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Fishing; Geography; Habitat; Fishery; Characidae; Deforestation (computer science); Drainage basin; Ecology; Catch per unit effort; Biodiversity; Fish <Actinopterygii>; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008263966,0.0001875241,0.000323612,0.00009942857,0.0002277793,0.00001774272,0.0001232929,0.00006245908,0.0001220339],"category_scores_gemma":[0.00002693344,0.0001653372,0.00002336178,0.0001598457,0.0001399737,0.0001344569,0.0001920557,0.0001174182,0.0003589947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000305107,"about_ca_system_score_gemma":0.00001878114,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000866521,"about_ca_topic_score_gemma":0.05594136,"domain_scores_codex":[0.9981337,0.0002731394,0.0005582513,0.0004649194,0.0001424615,0.0004275928],"domain_scores_gemma":[0.9993427,0.0001370927,0.000151378,0.0002198351,0.000003000629,0.0001459754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008332996,0.000220829,0.9575471,0.0004609546,0.000009729715,0.00001844821,0.001328397,0.000003115213,0.00001685417,0.00007330764,0.01279789,0.02751507],"study_design_scores_gemma":[0.0007620972,0.0001620039,0.9624026,0.0001282691,0.00001649766,0.000018601,0.0002791398,0.007662977,0.000003784655,0.0002444359,0.0281383,0.0001812675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931812,0.00141406,0.0000666464,0.003050796,0.00032365,0.001205313,0.000005279399,0.0000334582,0.0007196115],"genre_scores_gemma":[0.9968607,0.001141608,0.0008118266,0.0006219704,0.00001962135,0.0001904683,0.00001661439,0.00001283099,0.0003243553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05507484,"threshold_uncertainty_score":0.9612852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03445178259423372,"score_gpt":0.2806369032492184,"score_spread":0.2461851206549847,"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."}}