{"id":"W2023229904","doi":"10.1371/journal.pone.0113614","title":"Assessing the Effect of Marine Reserves on Household Food Security in Kenyan Coral Reef Fishing Communities","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"International Development Research Centre; World Wildlife Fund","keywords":"Food security; Fishing; Livelihood; Marine conservation; Natural resource management; Coral reef; Fisheries management; Marine protected area; Marine reserve; Household income; Fishery; Natural resource economics; Poverty; Natural resource; Coral reef fish; Environmental resource management; Business; Geography; Ecology; Economics; Agriculture; Economic growth","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":[0.001313557,0.0001868499,0.0001520822,0.0006473007,0.001053786,0.0004189351,0.0002438326,0.0002257846,0.001410393],"category_scores_gemma":[0.004615961,0.0001639033,0.0001638648,0.000582166,0.0009592418,0.0005469089,0.001209479,0.0003028458,0.0000624263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006321014,"about_ca_system_score_gemma":0.0004947126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02447286,"about_ca_topic_score_gemma":0.08170509,"domain_scores_codex":[0.9993082,0.0003743787,0.00003649881,0.00007839067,0.00006388554,0.00013866],"domain_scores_gemma":[0.9973704,0.001077361,0.001040786,0.0001259369,0.0001329537,0.0002525459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006540721,0.00004343485,0.9923638,0.00001935669,0.00004374688,0.0000704886,0.002531541,0.00008767137,0.0003046393,0.00009749057,0.00004182298,0.004330514],"study_design_scores_gemma":[0.000001204519,0.00005647334,0.9962137,0.00001469028,0.00001144666,0.0000245296,0.003330091,0.0001611987,0.00006578098,0.00003941042,0.0000786649,0.000002817606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996858,0.00002883216,0.00002115936,0.00002034425,3.772595e-7,0.000004245494,0.0000246418,1.684404e-7,0.0002145588],"genre_scores_gemma":[0.9998492,0.00003309732,0.00005143484,0.000005556727,4.430828e-7,0.000005362185,0.00001636954,1.27703e-7,0.0000383589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02447286,"threshold_uncertainty_score":0.04866081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06036055806186853,"score_gpt":0.2353696875406289,"score_spread":0.1750091294787604,"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."}}