{"id":"W3191884201","doi":"10.1111/faf.12602","title":"Small‐scale fisheries and local food systems: Transformations, threats and opportunities","year":2021,"lang":"en","type":"article","venue":"Fish and Fisheries","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"Membrane Reactor Technologies (Canada); University of British Columbia; Fisheries and Oceans Canada","funders":"","keywords":"Food security; Food systems; Business; Corporate governance; Fisheries law; Poverty; Fisheries management; Scale (ratio); Fishery; Fisheries science; Sustainability; Environmental resource management; Economics; Economic growth; Geography; Ecology; Fishing; Agriculture; Biology","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":[0.00007806304,0.0001550448,0.0002293092,0.00001411897,0.0003288255,0.0001829451,0.00004187787,0.00005802139,0.0001499674],"category_scores_gemma":[0.000008841762,0.0001349911,0.00002180892,0.00005489886,0.0003950732,0.0004173387,0.000206766,0.00006888407,0.000002611244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001562703,"about_ca_system_score_gemma":0.000009718073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002201191,"about_ca_topic_score_gemma":0.005317968,"domain_scores_codex":[0.9992439,0.00003496884,0.0001921567,0.000231705,0.000102054,0.0001952205],"domain_scores_gemma":[0.9996961,0.00004218232,0.00003529085,0.0001023267,0.0000154545,0.0001086348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006021107,0.00007502588,0.6078056,0.0008692435,0.000119099,0.00005978969,0.009157097,0.000002000531,0.00007421071,0.00130065,0.0463143,0.3341629],"study_design_scores_gemma":[0.0006929212,0.0004907782,0.3150804,0.0001034683,0.00007380091,0.0003950473,0.02813845,0.0003134524,0.0002007094,0.001840339,0.6520991,0.0005715016],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9593411,0.004214161,0.0002802274,0.005562124,0.0001753229,0.0001863099,0.0001128295,0.00006808079,0.03005983],"genre_scores_gemma":[0.9862922,0.007960714,0.0001181664,0.000464078,0.00004093634,0.00005463638,0.00002846423,0.00001107473,0.005029722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6057848,"threshold_uncertainty_score":0.5504776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03702348064427917,"score_gpt":0.188213804698224,"score_spread":0.1511903240539449,"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."}}