{"id":"W2938538141","doi":"10.1111/faf.12364","title":"Thirty years of change and the future of Alaskan fisheries: Shifts in fishing participation and diversification in response to environmental, regulatory and economic pressures","year":2019,"lang":"en","type":"article","venue":"Fish and Fisheries","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"National Marine Fisheries Service; National Oceanic and Atmospheric Administration; Exxon Valdez Oil Spill Trustee Council","keywords":"Diversification (marketing strategy); Fishing; Portfolio; Fisheries management; Fishery; Commercial fishing; Business; Natural resource economics; Psychological resilience; Environmental resource management; Economics; Finance; Biology","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":[0.001627113,0.0001073189,0.0001191997,0.001114986,0.001305569,0.002170937,0.0003019422,0.0005628791,0.002009211],"category_scores_gemma":[0.002060368,0.00009853282,0.000200583,0.001119238,0.0013297,0.002322642,0.001250727,0.0005203156,0.0001038352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001635985,"about_ca_system_score_gemma":0.001294788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02417265,"about_ca_topic_score_gemma":0.0638497,"domain_scores_codex":[0.9995701,0.0001465851,0.00003703177,0.00007548287,0.00008811193,0.00008270366],"domain_scores_gemma":[0.9988372,0.0002696636,0.0003861095,0.00005197394,0.0002218855,0.0002332556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000218337,0.00009585964,0.855511,0.000286444,0.0001970248,0.001136949,0.05141902,0.002401334,0.00209576,0.01440977,0.002442698,0.06978577],"study_design_scores_gemma":[0.000002608181,0.00009621608,0.8893309,0.000210133,0.00003739806,0.0002658038,0.0819565,0.0005634858,0.0002566161,0.005483341,0.02175063,0.00004633771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881442,0.002451047,0.0001371204,0.00123371,0.00002976122,0.000003270204,0.000167619,0.000002647118,0.007830551],"genre_scores_gemma":[0.9985033,0.0008217482,0.0000820655,0.00006114248,0.000008678857,0.000003963422,0.00006332156,6.961328e-7,0.0004551231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02417265,"threshold_uncertainty_score":0.04806393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01842826820543824,"score_gpt":0.2192052894386891,"score_spread":0.2007770212332509,"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."}}