{"id":"W4213207563","doi":"10.1007/978-3-319-71064-8_88-1","title":"Traditional Fishing Community and Sustainable Development","year":2021,"lang":"en","type":"book-chapter","venue":"Encyclopedia of the UN sustainable development goals","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Fishing; Sustainable development; Fishery; Geography; Environmental planning; Business; Ecology; 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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001504528,0.0007315833,0.0008869798,0.0004313565,0.002238858,0.0002624491,0.001010266,0.0004719717,0.0006746215],"category_scores_gemma":[0.0003406025,0.0006527915,0.0002166628,0.0002324401,0.0002835282,0.0004663459,0.001575351,0.001361889,0.00001292971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001061089,"about_ca_system_score_gemma":0.0009704286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001163094,"about_ca_topic_score_gemma":0.00004379568,"domain_scores_codex":[0.9959339,0.0002960489,0.001239281,0.0005890066,0.0009150536,0.00102666],"domain_scores_gemma":[0.9970917,0.0004617385,0.0006471906,0.0007611528,0.0008108901,0.0002273835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001603426,0.003459111,0.009775819,0.03738874,0.003525594,0.002428102,0.1190256,0.000112385,0.00008324955,0.4573006,0.3140658,0.05123151],"study_design_scores_gemma":[0.001144273,0.0000453108,0.01282043,0.0009071213,0.000118229,0.00005220943,0.004902727,0.000001233998,0.003635075,0.03286059,0.942611,0.0009017584],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1276858,0.003409569,0.00009723113,0.004245539,0.001219921,0.002631624,0.0000558924,0.0002068571,0.8604476],"genre_scores_gemma":[0.05361387,0.0004083781,0.003340037,0.001044272,0.0003048233,0.0001149924,0.0005983376,0.0001769065,0.9403984],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6285452,"threshold_uncertainty_score":0.9995923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01848414752650732,"score_gpt":0.2230684046396473,"score_spread":0.20458425711314,"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."}}