{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00307014,0.0002277418,0.0002466609,0.000445516,0.0004297191,0.0005521009,0.005177889,0.0003436804,0.03189168],"category_scores_gemma":[0.0002847432,0.0002044411,0.0001185475,0.002317453,0.0009621394,0.0005492213,0.007103057,0.002624006,0.000654224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001120615,"about_ca_system_score_gemma":0.000217428,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008601519,"about_ca_topic_score_gemma":0.002301904,"domain_scores_codex":[0.994495,0.0009376197,0.0002770012,0.0008584553,0.002596463,0.0008354004],"domain_scores_gemma":[0.9986045,0.0003464389,0.00007624515,0.0006276297,0.0001228902,0.0002223361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002310898,0.001334846,0.1073992,0.00007575468,0.00004234753,0.001924657,0.000453558,0.002107942,0.0001355106,0.01719258,0.8624149,0.006687594],"study_design_scores_gemma":[0.0005363289,0.0001597335,0.06612731,0.00003217929,0.000006468171,0.00002074997,0.0005774938,0.001035435,0.00001886352,0.004814635,0.9263014,0.000369369],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02503342,0.000002123044,0.00001885228,0.01138014,0.00004319898,0.001357421,0.00009264986,0.00001810719,0.9620541],"genre_scores_gemma":[0.7056142,0.0001491076,0.0005847267,0.0002451122,0.0001195563,0.00003902863,0.00018754,0.00002437888,0.2930363],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6805808,"threshold_uncertainty_score":0.999677,"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."}}