{"id":"W3168712513","doi":"10.1111/are.15377","title":"Boom and bust: Soft‐shell mud crab farming in south‐east coastal Bangladesh","year":2021,"lang":"en","type":"article","venue":"Aquaculture Research","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Agriculture; Fishery; Bust; Fishing; Agricultural economics; Geography; Boom; Agricultural science; Business; Biology; Ecology; Economics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006598731,0.0002493811,0.0001732079,0.000740107,0.003966271,0.001251045,0.0004734355,0.0008861097,0.003560406],"category_scores_gemma":[0.0008365266,0.0003049341,0.0001157434,0.001651127,0.002602529,0.001318274,0.001873975,0.0007005492,0.0003749809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003833399,"about_ca_system_score_gemma":0.002050518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05486099,"about_ca_topic_score_gemma":0.1762928,"domain_scores_codex":[0.9996049,0.0001200265,0.00002197344,0.00005244654,0.0000508677,0.0001499027],"domain_scores_gemma":[0.9993415,0.0001625513,0.0002019279,0.00002070278,0.00005721619,0.0002160697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001599007,0.00009579872,0.2174528,0.0006593359,0.0000223443,0.02315366,0.7194893,0.000160202,0.008304954,0.003254816,0.004042834,0.02320401],"study_design_scores_gemma":[0.000003014567,0.00008557971,0.1209916,0.0001480919,0.000005918914,0.001382065,0.861191,0.00005081932,0.000208635,0.0001894288,0.01572117,0.00002273869],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954345,0.0003396458,0.00003954688,0.0009832734,0.000008710027,0.00001314683,0.00006183929,0.000001807916,0.003117631],"genre_scores_gemma":[0.996176,0.001244924,0.00006805266,0.0002635178,0.000004871129,0.00001716155,0.00004749116,0.000002377501,0.002175574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05486099,"threshold_uncertainty_score":0.1090833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04224161594170041,"score_gpt":0.295939597215536,"score_spread":0.2536979812738356,"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."}}