{"id":"W2763504488","doi":"10.3389/fmars.2017.00306","title":"An Improved Reconstruction of Total Marine Fisheries Catches for the New Hebrides and the Republic of Vanuatu, 1950–2014","year":2017,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"University of British Columbia; Oak Foundation","keywords":"Fishery; Subsistence agriculture; Food security; Geography; Exclusive economic zone; Fisheries management; Marine fisheries; Scale (ratio); Agriculture; Marine conservation; Population; Fishing; Business; Cartography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003706885,0.0003483132,0.0001907042,0.002937021,0.0003134978,0.0008387775,0.0006283312,0.0002097385,0.002748772],"category_scores_gemma":[0.001365346,0.0002542238,0.0003204647,0.003043216,0.0001944422,0.0005037868,0.0006807282,0.0002795039,0.0003670498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00324605,"about_ca_system_score_gemma":0.002810478,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6391798,"about_ca_topic_score_gemma":0.6795964,"domain_scores_codex":[0.9997969,0.00003182113,0.00002304105,0.00006147632,0.00004283924,0.0000440331],"domain_scores_gemma":[0.9996227,0.00003622645,0.00009136226,0.00002845209,0.00019024,0.00003097637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001870986,0.00005045257,0.8659175,0.0006846956,0.0007219926,0.00152144,0.002476878,0.01261503,0.00236444,0.002450993,0.01417644,0.09683306],"study_design_scores_gemma":[0.000008023324,0.00003019896,0.9516606,0.0004426358,0.0001263924,0.0002805854,0.002923233,0.00668371,0.0008046688,0.0001728355,0.03683102,0.0000359646],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961182,0.003157118,0.001319129,0.0003717775,0.0001065402,0.0000572958,0.02193965,0.00007226302,0.0117942],"genre_scores_gemma":[0.9723958,0.0009800937,0.003321623,0.00005697153,0.00001185073,0.00006351234,0.01655542,0.00003402896,0.006580744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6391798,"threshold_uncertainty_score":0.7258903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007354456824069374,"score_gpt":0.2126852748453278,"score_spread":0.2053308180212584,"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."}}