{"id":"W2945066119","doi":"10.1590/1809-4422asoc0070r2vu19l1ao","title":"PARTICIPATORY DESIGN OF A MONITORING PROTOCOL FOR THE SMALL-SCALE FISHERIES AT THE COMMUNITY OF TARITUBA, PARATY, RJ, BRAZIL","year":2019,"lang":"en","type":"article","venue":"Ambiente & sociedade","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Fishing; Sustainability; Citizen journalism; Environmental planning; Legitimacy; Environmental resource management; Protocol (science); Fishery; Geography; Scale (ratio); Business; Political science; Ecology; Economics; Cartography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007555863,0.0001165222,0.0001490231,0.000006258883,0.0003261209,0.00001875615,0.0004888722,0.00003216687,0.0003959249],"category_scores_gemma":[0.0000215453,0.00006998215,0.000103888,0.0001078981,0.0004419089,0.00007755832,0.002159471,0.0001417991,0.00003406051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007389799,"about_ca_system_score_gemma":0.00001010139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002440582,"about_ca_topic_score_gemma":0.0008238122,"domain_scores_codex":[0.9989866,0.0001562975,0.0002364773,0.0001383776,0.0002390876,0.0002431709],"domain_scores_gemma":[0.9989623,0.0003217428,0.000155062,0.0005135543,0.00001404818,0.00003328463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008280347,0.001346101,0.7563474,0.0006026506,0.0002331088,8.837715e-7,0.01839407,0.01006316,0.06884886,0.0003201147,0.07996354,0.06305213],"study_design_scores_gemma":[0.003907216,0.001893485,0.566174,0.000144589,0.0002030635,0.000002311576,0.01227694,0.004181399,0.1269379,0.003314278,0.2803504,0.0006143569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9095549,0.00001637265,0.001795509,0.00112561,0.0002262142,0.08062214,0.00001983923,0.00003600845,0.006603409],"genre_scores_gemma":[0.9428818,0.00000416583,0.0004820788,0.0001744263,0.00002298955,0.04971344,0.000002240835,0.00001574353,0.006703114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2003869,"threshold_uncertainty_score":0.43351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08030065009283617,"score_gpt":0.3050237493909598,"score_spread":0.2247230992981237,"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."}}