{"id":"W2805189765","doi":"10.1007/978-3-319-76078-0_2","title":"Overview of Small-Scale Fisheries in Latin America and the Caribbean: Challenges and Prospects","year":2018,"lang":"en","type":"book-chapter","venue":"MARE publication series","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Seoul National University","keywords":"Livelihood; Latin Americans; Stewardship (theology); Sustainability; Fisheries management; Corporate governance; Business; Caribbean region; Fishing; Environmental resource management; Scale (ratio); Fish stock; Fisheries law; Fishery; Government (linguistics); Variety (cybernetics); Geography; Environmental planning; Political science; Economics; Ecology; Finance; Agriculture","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":[0.0001543203,0.0001767217,0.0003465272,0.00003426072,0.00007999608,0.00004011044,0.0001296811,0.00007342469,0.0006534095],"category_scores_gemma":[0.00005207563,0.000119907,0.00003108085,0.00004266814,0.0008970276,0.0001707705,0.0006206479,0.00008739231,0.00001782284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003083016,"about_ca_system_score_gemma":0.000007007871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000271271,"about_ca_topic_score_gemma":0.008546181,"domain_scores_codex":[0.9991676,0.00002690835,0.0002613744,0.0002923872,0.000138302,0.000113401],"domain_scores_gemma":[0.9993785,0.00006151639,0.000231817,0.0002582128,0.00003909248,0.00003083478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004525708,0.00008858029,0.05192417,0.00223149,0.0002076501,0.000003435176,0.03724616,3.500479e-7,0.00002848903,0.3117832,0.02718036,0.5688536],"study_design_scores_gemma":[0.0002527479,0.0001046254,0.131542,0.00009372109,0.00002121902,0.000005857434,0.0005916323,0.000007248978,0.000006429405,0.02086098,0.8463252,0.000188338],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008730407,0.01635598,0.000002500346,0.02409107,0.00009481246,0.001066352,0.00005972264,0.00005323804,0.9495459],"genre_scores_gemma":[0.092568,0.103217,0.0008815977,0.0005764896,0.0002238676,0.0006048052,0.00009874679,0.00008787684,0.8017416],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8191448,"threshold_uncertainty_score":0.7154376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03344626153444624,"score_gpt":0.2089604142933342,"score_spread":0.175514152758888,"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."}}