{"id":"W4213286945","doi":"10.3389/fmars.2022.826587","title":"Safeguarding Seafood Security, Marine Biodiversity and Threatened Species: Can We Have Our Fish and Eat It too?","year":2022,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"Minderoo Foundation; Marisla Foundation; MAVA Foundation; National Institute of Water and Atmospheric Research","keywords":"Threatened species; Fishery; Biodiversity; Fishing; Marine conservation; Yellowfin tuna; Overfishing; Near-threatened species; Tuna; Geography; Ecology; Biology; Habitat","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.0006695889,0.0001999693,0.0002868346,0.0001685845,0.001042019,0.00009948225,0.0004745198,0.00002493976,0.0003984055],"category_scores_gemma":[0.00005114623,0.0001937204,0.00003514002,0.0006843805,0.0004456079,0.0003515624,0.0116883,0.0002201344,0.00000532697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005023587,"about_ca_system_score_gemma":0.00002588868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002820235,"about_ca_topic_score_gemma":0.003726998,"domain_scores_codex":[0.9980033,0.00005392388,0.000200673,0.0007079705,0.0005338202,0.0005003114],"domain_scores_gemma":[0.999485,0.0000170878,0.00007898093,0.0002453232,0.00001311815,0.0001605045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002730268,0.00003273395,0.9618019,0.00001600897,0.000007272339,0.00002695477,0.00100492,0.00002251349,0.00007459836,0.00002041461,0.02772393,0.009241438],"study_design_scores_gemma":[0.0006993876,0.0001895492,0.9509916,0.000007859679,0.00001888888,0.00004664017,0.01266243,0.001029003,0.000117054,0.00320032,0.03064392,0.0003933082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663137,0.00002032686,0.00001524513,0.01035769,0.0007018094,0.0003574361,0.00005212788,0.0000301348,0.02215149],"genre_scores_gemma":[0.9898891,0.0003084876,0.002583015,0.0005560922,0.00003131927,0.00002666365,0.000008220206,0.00000632853,0.006590709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02357542,"threshold_uncertainty_score":0.996305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01082421403958476,"score_gpt":0.1959621535978506,"score_spread":0.1851379395582659,"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."}}