{"id":"W3123484228","doi":"","title":"Technical Efficiency in the Malaysian Gill Net Artisanal Fishery","year":2002,"lang":"en","type":"preprint","venue":"ANU Open Research (Australian National University)","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Marine Fisheries Service; Social Sciences and Humanities Research Council of Canada","keywords":"Artisanal fishing; Fishing; Fishery; Business; Fish <Actinopterygii>; Biology","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":[0.001145637,0.0002157983,0.0001239121,0.001707062,0.0002570461,0.0005444763,0.0002915721,0.0001738136,0.002538775],"category_scores_gemma":[0.003925258,0.00008839677,0.000268626,0.0008802037,0.0003875498,0.0006246551,0.0006116547,0.0001528512,0.0005145341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001069448,"about_ca_system_score_gemma":0.0005099047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02628554,"about_ca_topic_score_gemma":0.05029695,"domain_scores_codex":[0.9995859,0.00006630022,0.00005562216,0.00008604526,0.0001049865,0.0001011628],"domain_scores_gemma":[0.997044,0.0006606465,0.001153308,0.0003094348,0.0005774705,0.0002551495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000694308,0.00002135665,0.9800929,0.00003146499,0.0000470346,0.0000857841,0.0004022329,0.001731416,0.0007191505,0.0004224123,0.0002559639,0.01612086],"study_design_scores_gemma":[0.000001288854,0.00002107172,0.9979131,0.000008497927,0.000007815259,0.0000651252,0.000265736,0.0008334821,0.0003573351,0.0001173315,0.0004042364,0.000005089023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971615,0.0000474945,0.0002585076,0.00002851536,0.000001177376,0.000005611304,0.0002732648,0.000004834045,0.002219048],"genre_scores_gemma":[0.9972951,0.00004239986,0.0003357123,0.000006723005,0.000001075376,0.000003920276,0.0003286696,0.000002514255,0.001983945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02628554,"threshold_uncertainty_score":0.05226505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1448877655690181,"score_gpt":0.3504082481777206,"score_spread":0.2055204826087025,"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."}}