{"id":"W3046981780","doi":"10.1016/j.rsma.2020.101388","title":"Evaluating data-limited fisheries for grouper (Serranidae) and snapper (Lutjanidae) in the Coral Triangle, eastern Indonesia","year":2020,"lang":"en","type":"article","venue":"Regional Studies in Marine Science","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"Murdoch University","keywords":"Grouper; Lutjanidae; Fishery; Serranidae; Epinephelus; Fishing; Coral reef; Biology; Fish <Actinopterygii>","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00239226,0.000170464,0.0002636095,0.00005840404,0.0003512566,0.0001079295,0.001260674,0.000034607,0.0002021211],"category_scores_gemma":[0.00118626,0.0001178954,0.00002875784,0.001269241,0.002120938,0.0007019683,0.003980444,0.000223021,0.00001054546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009600262,"about_ca_system_score_gemma":0.00004300864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004769795,"about_ca_topic_score_gemma":0.0007742582,"domain_scores_codex":[0.9974355,0.0001273907,0.0003196474,0.0007249428,0.0009101226,0.0004823803],"domain_scores_gemma":[0.9989864,0.0004413257,0.00006937876,0.0003769328,0.00003823129,0.00008769872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001846124,0.00004759493,0.9456599,0.00003914311,0.000007723185,0.00001414684,0.003073098,0.00003210335,0.000228457,0.000204592,0.001699816,0.04880876],"study_design_scores_gemma":[0.001535157,0.0004202834,0.9286783,0.00001908024,0.00001120561,0.00001791132,0.006406597,0.03835379,0.000009650619,0.0009743209,0.02327844,0.0002952956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755402,0.00006651352,0.00004522888,0.01346592,0.00007024009,0.0007883362,0.000005573471,0.00001461609,0.01000335],"genre_scores_gemma":[0.9940382,0.0002315634,0.002910417,0.002381632,0.0001036773,0.00009313315,0.00001708273,0.00001139336,0.00021296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04851347,"threshold_uncertainty_score":0.7814683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3176296108636004,"score_gpt":0.4029832097484178,"score_spread":0.08535359888481742,"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."}}