{"id":"W2150275054","doi":"10.1371/journal.pone.0120516","title":"Human, Oceanographic and Habitat Drivers of Central and Western Pacific Coral Reef Fish Assemblages","year":2015,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":172,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"National Oceanic and Atmospheric Administration; Coral Reef Conservation Program; Natural Sciences and Engineering Research Council of Canada; U.S. Fish and Wildlife Service; U.S. Department of the Interior","keywords":"Reef; Coral reef; Coral reef fish; Fishery; Biomass (ecology); Atoll; Archipelago; Population; Oceanography; Coral; Productivity; Ecology; Habitat; Geography; Environmental science; Biology; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000855977,0.00009219269,0.0001883972,0.00002475509,0.00006848272,0.00001752962,0.00006260819,0.00002825134,0.00001571514],"category_scores_gemma":[0.00001715552,0.00008094659,0.00001764153,0.00007822643,0.0001934813,0.0001412286,0.0002574589,0.00005236677,0.000006782405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002042301,"about_ca_system_score_gemma":0.0000023006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001444957,"about_ca_topic_score_gemma":0.001423673,"domain_scores_codex":[0.9992895,0.00002387784,0.000125703,0.0001802723,0.0002071977,0.00017349],"domain_scores_gemma":[0.999698,0.0000151072,0.00005836666,0.0001013065,0.00001183984,0.0001153429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006846386,0.0001590006,0.9947245,0.00004087973,0.00003294567,0.000003373611,0.000437146,3.276741e-7,0.002992251,0.00001304767,0.00143597,0.0001537723],"study_design_scores_gemma":[0.0003742388,0.0002530411,0.9977047,0.00004852134,0.00004790849,0.000002060543,0.0004053138,0.00004152639,0.0006092598,0.0002054847,0.0001958876,0.0001120132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968369,0.00007223463,0.000001215638,0.0002998425,0.00002528124,0.0001327475,0.000007719347,0.0000218162,0.002602229],"genre_scores_gemma":[0.9988539,0.00008996714,0.00007907254,0.00002486582,0.00001887073,0.000003906235,0.000002892939,0.00000593812,0.0009206185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002980305,"threshold_uncertainty_score":0.3300906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04075547191648902,"score_gpt":0.2074664127493578,"score_spread":0.1667109408328688,"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."}}