{"id":"W2761531911","doi":"10.33997/j.afs.2007.20.4.002","title":"Wild Shrimp Larvae Harvesting in the Coastal Zone of Bangladesh: Socio-economic Perspectives","year":2007,"lang":"en","type":"article","venue":"Asian Fisheries Science","topic":"Microfinance and Financial Inclusion","field":"Economics, Econometrics and Finance","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Danish International Development Agency","keywords":"Shrimp; Fishery; Livelihood; Shrimp farming; BENGAL; Business; Government (linguistics); Poverty; Bay; Estuary; Geography; Environmental resource management; Aquaculture; Fish <Actinopterygii>; Ecology; Economic growth; Agriculture; Biology; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.002531497,0.0001375095,0.0002873622,0.0002493275,0.0003543669,0.0001071035,0.0007326353,0.00007618321,0.0001066328],"category_scores_gemma":[0.0001897613,0.0001337612,0.00007757598,0.0006857496,0.001143049,0.000882477,0.0001797417,0.0001965571,0.00007351944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001354977,"about_ca_system_score_gemma":0.0001042004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002184039,"about_ca_topic_score_gemma":0.002107333,"domain_scores_codex":[0.9984144,0.00001154486,0.000568681,0.0004458245,0.00007708454,0.0004824701],"domain_scores_gemma":[0.9991978,0.00006191232,0.0003329166,0.0003245103,0.00003497896,0.00004792625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005203195,0.000171921,0.394068,0.00003219716,0.000008035902,0.00002657322,0.05198497,0.0000228859,0.003464193,0.5358353,0.0007886377,0.01354521],"study_design_scores_gemma":[0.0006680256,0.000246031,0.8997296,0.00005661974,0.000003673306,0.00002771625,0.03307973,0.0002350699,0.002488978,0.0146739,0.048265,0.0005256221],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8578294,0.0006003605,0.002604165,0.0014181,0.0002965954,0.0001864425,0.00005357549,0.00001805173,0.1369933],"genre_scores_gemma":[0.9980165,0.00007602831,0.001094836,0.0001974897,0.00009813054,0.000005419143,0.000002353358,0.0000109253,0.0004983221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5211614,"threshold_uncertainty_score":0.5454625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02276216551883547,"score_gpt":0.2331887701754936,"score_spread":0.2104266046566581,"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."}}