{"id":"W4414267830","doi":"10.46754/jssm.2025.07.014","title":"A SCOPING REVIEW PROTOCOL ON THE SIGNIFICANCE OF SUSTAINABLE INDIGENOUS SEAFOOD SYSTEMS","year":2025,"lang":"en","type":"review","venue":"Journal of Sustainability Science and Management","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Tropical Aquaculture and Fisheries, University Malaysia Terengganu; Universiti Malaysia Terengganu; University of Saskatchewan","keywords":"Indigenous; Sustenance; Sustainability; Traditional knowledge; Natural resource; Protocol (science); Sustainable development","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1392288,0.00307797,0.007715463,0.02448794,0.005608273,0.00850695,0.005357898,0.009114989,0.07844929],"category_scores_gemma":[0.1459911,0.003305816,0.009099442,0.02151936,0.005470678,0.008179971,0.007647133,0.005403383,0.01735104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01325281,"about_ca_system_score_gemma":0.09814605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004923795,"about_ca_topic_score_gemma":0.01113985,"domain_scores_codex":[0.9172683,0.03438863,0.03306033,0.003833115,0.009362958,0.002086552],"domain_scores_gemma":[0.854183,0.06596391,0.0169036,0.01043588,0.04959157,0.002922024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001449005,0.0002548042,0.0004450188,0.7507725,0.0005773968,0.0007460424,0.004997103,0.0005494442,0.00169384,0.01438201,0.0924148,0.1317181],"study_design_scores_gemma":[0.002124833,0.0004350728,0.001884711,0.545758,0.001369909,0.0003972626,0.003496243,0.0002899099,0.0008712445,0.0089346,0.4342446,0.0001936639],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0005425967,0.007501621,0.004821978,0.002406584,0.001193222,0.9679602,0.01049719,0.000197253,0.00487932],"genre_scores_gemma":[0.0007918734,0.006838906,0.01303449,0.0006703282,0.0001133831,0.9751117,0.001760827,0.00002091434,0.001657599],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1392288,"threshold_uncertainty_score":0.736321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05615277779252222,"score_gpt":0.4663814864070158,"score_spread":0.4102287086144936,"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."}}