{"id":"W2796579719","doi":"10.1126/science.aas9431","title":"The future of artisanal fishing <b>Fishing Lessons: Artisanal Fisheries and the Future of Our Oceans</b> <i>Kevin M. Bailey</i> University of Chicago Press, 2018. 252 pp.","year":2018,"lang":"en","type":"article","venue":"Science","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Fishing; Artisanal fishing; Business; Fishery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001083607,0.0007343531,0.0004817725,0.0008519247,0.001700578,0.005525718,0.001142059,0.003226331,0.03968566],"category_scores_gemma":[0.001757314,0.0002700223,0.0003647975,0.001561696,0.002554974,0.006272342,0.001732326,0.003568515,0.008667185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002318115,"about_ca_system_score_gemma":0.004847373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02323745,"about_ca_topic_score_gemma":0.06278574,"domain_scores_codex":[0.9995645,0.00009695244,0.0000230226,0.00005065236,0.0001585635,0.0001063177],"domain_scores_gemma":[0.9986899,0.0004184585,0.0001097708,0.00003607444,0.0003279262,0.0004178928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002697702,0.00002343187,0.0007382901,0.0002820242,0.000007544863,0.00008097163,0.0003847996,0.0001467928,0.00009195067,0.01158733,0.8678212,0.1188085],"study_design_scores_gemma":[0.000005702837,0.00001309841,0.002163241,0.0008936367,0.000005197511,0.0001184634,0.001979575,0.00008343154,0.00005113558,0.02275945,0.9719111,0.00001589575],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.001147068,0.5936965,0.0003829145,0.3393877,0.01427871,0.00000541615,0.0002127072,0.00008804691,0.05080091],"genre_scores_gemma":[0.05707405,0.7121267,0.001322227,0.06244584,0.02378186,0.00002619947,0.0006495984,0.0001117147,0.1424618],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03968566,"threshold_uncertainty_score":0.1327618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00716660342206434,"score_gpt":0.1969734791126374,"score_spread":0.189806875690573,"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."}}