{"id":"W2022332163","doi":"10.1007/s10499-008-9236-0","title":"Social aspects of the sustainability of integrated multi-trophic aquaculture","year":2008,"lang":"en","type":"article","venue":"Aquaculture International","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":143,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada; University of New Brunswick","funders":"","keywords":"Aquaculture; Sustainability; Population; Business; Fishery; Mainstream; Monoculture; Environmental resource management; Ecology; Biology; Environmental health; Economics; Political science; Fish <Actinopterygii>; Medicine","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":[0.000126877,0.0002009801,0.0002512987,0.00002439701,0.0002213169,0.000007759281,0.0006348312,0.0001208879,0.0007537397],"category_scores_gemma":[0.0003310164,0.0001127231,0.0002886837,0.0003652579,0.0007923892,0.0001424286,0.0003939247,0.000264336,0.00002255155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002083407,"about_ca_system_score_gemma":0.00004640822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009281423,"about_ca_topic_score_gemma":0.0004811609,"domain_scores_codex":[0.9984379,0.00007748698,0.0003822069,0.0002841105,0.0006249878,0.0001933113],"domain_scores_gemma":[0.9992234,0.00002621763,0.0002825369,0.0001923592,0.0002378105,0.00003771319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001818607,0.001355363,0.84035,0.0000592794,0.0005126928,0.00002578649,0.01607336,0.0004486052,0.05068829,0.02902454,0.05925553,0.002024697],"study_design_scores_gemma":[0.0009248919,0.00006118661,0.8809702,0.00002107154,0.00004376043,0.00003590878,0.001432025,0.000204531,0.01180812,0.002896213,0.1013377,0.0002644109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503646,0.00006949254,0.0002059583,0.005640559,0.000307183,0.0004480463,0.00009873288,0.00004466257,0.04282079],"genre_scores_gemma":[0.9937505,0.00001821711,0.0003342519,0.0001484605,0.00008571663,0.00001332328,0.00003156134,0.000009176215,0.005608812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0433859,"threshold_uncertainty_score":0.8252921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01452047430351031,"score_gpt":0.2666624677983709,"score_spread":0.2521419934948606,"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."}}