{"id":"W7005994173","doi":"","title":"The Role Livelihood Outcomes and Strategies Play in the Adaptive Co-management of the Sea Urchin Fisheries in Barbados and St. Lucia","year":2021,"lang":"en","type":"other","venue":"AquaDocs  (United Nations Educational, Scientific and Cultural Organization)","topic":"Leprosy Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Livelihood; Bay; Resource (disambiguation); Fisheries management; Traditional knowledge; Indigenous; Marine conservation","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00116619,0.0002025166,0.0002169932,0.0005689486,0.002641909,0.002082712,0.0005331325,0.0003494436,0.001763609],"category_scores_gemma":[0.001555105,0.0001313358,0.0001317445,0.0005352234,0.001996186,0.0008096216,0.001505288,0.0004990674,0.0001360906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004927946,"about_ca_system_score_gemma":0.00243956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3280087,"about_ca_topic_score_gemma":0.6178941,"domain_scores_codex":[0.9994385,0.0001905375,0.00001097043,0.00006507626,0.00004448009,0.0002505438],"domain_scores_gemma":[0.9988475,0.0001546717,0.0003666547,0.00004149188,0.0001694401,0.0004203053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001170544,0.0001942527,0.9280916,0.00006049201,0.00003954984,0.0003971988,0.04106129,0.0003557078,0.00117232,0.004704097,0.0004013821,0.02340496],"study_design_scores_gemma":[0.000001148403,0.00004010839,0.965813,0.00003831138,0.000006143985,0.00003312268,0.03262587,0.0001127495,0.00006174497,0.000337086,0.000925666,0.00000506361],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960797,0.0001460168,0.00005748122,0.0002894071,0.000001959433,0.000005787746,0.00003096334,7.025961e-7,0.003387808],"genre_scores_gemma":[0.9992163,0.000104503,0.00008824857,0.00001896701,7.334506e-7,0.000003505771,0.00001904665,5.582119e-7,0.0005480365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3280087,"threshold_uncertainty_score":0.6521989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489013031995244,"score_gpt":0.2871895466884827,"score_spread":0.2722994163685303,"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."}}