{"id":"W3168201509","doi":"10.3389/fmars.2021.671837","title":"Evolving Perspectives of Stewardship in the Seafood Industry","year":2021,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"Japan Society for the Promotion of Science; Marcus och Amalia Wallenbergs minnesfond; Stockholms Universitet; Consortium of International Agricultural Research Centers; Svenska Forskningsrådet Formas; Royal Swedish Academy of Sciences; Vetenskapsrådet; Stockholm Environment Institute; Government of Canada; University of Tokyo; Walton Family Foundation; Gordon and Betty Moore Foundation","keywords":"Stewardship (theology); Business; Agency (philosophy); Corporate governance; Context (archaeology); Civil society; Environmental stewardship; Stakeholder; Environmental resource management; Public relations; Political science; Environmental planning; Politics; Sociology; Economics; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01624651,0.0005639475,0.0008202318,0.003399401,0.009007297,0.02073851,0.002161447,0.00913685,0.00368635],"category_scores_gemma":[0.007811792,0.0003957661,0.0006962207,0.002830253,0.06267202,0.02254282,0.01183861,0.01076177,0.0003255333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009940003,"about_ca_system_score_gemma":0.008027622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005047054,"about_ca_topic_score_gemma":0.006195805,"domain_scores_codex":[0.9886619,0.007574715,0.0003056902,0.001097009,0.001191829,0.001168788],"domain_scores_gemma":[0.9852078,0.009126517,0.001149691,0.000714065,0.001404366,0.002397488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002338342,0.00005938782,0.002021271,0.0001721973,0.00001449563,0.0003288761,0.04239353,0.0004226829,0.0003050705,0.9375812,0.002623399,0.01405449],"study_design_scores_gemma":[0.000008567521,0.00009575693,0.004097368,0.001120672,0.00001572362,0.0003812166,0.1218237,0.00142421,0.0003700883,0.7054462,0.165148,0.00006848969],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1438991,0.1105193,0.02079098,0.5697052,0.001306136,0.00004022606,0.00006651989,0.00004839564,0.1536242],"genre_scores_gemma":[0.952844,0.02563771,0.00352954,0.01429611,0.000738046,0.00003023697,0.00002200177,0.00002908563,0.002873256],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02073851,"threshold_uncertainty_score":0.08592081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009693768737959664,"score_gpt":0.2452561222180854,"score_spread":0.2355623534801258,"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."}}