{"id":"W4416393169","doi":"10.3389/frsus.2025.1717554","title":"Editorial: Un-graying of the fleet: young people and their futures in search for sustainable fisheries","year":2025,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Stewardship (theology); Sustainability; Futures contract; Traditional knowledge; Safeguarding; Aotearoa; Workforce; Cornerstone; Corporate governance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00651778,0.004795563,0.00441859,0.003653912,0.004765397,0.009514426,0.00618578,0.02178795,0.02336118],"category_scores_gemma":[0.03304382,0.001376388,0.003396572,0.001804412,0.004635899,0.008045618,0.002789835,0.02565169,0.01429503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003952598,"about_ca_system_score_gemma":0.004981591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004189033,"about_ca_topic_score_gemma":0.005838137,"domain_scores_codex":[0.9937465,0.001101489,0.0006917305,0.001102498,0.002779173,0.0005786383],"domain_scores_gemma":[0.9715071,0.01619601,0.001397696,0.000562691,0.006664111,0.003672351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002542306,0.00001520591,0.00004077829,0.0002239715,0.000009630879,0.00009517964,0.00006167641,0.0000177064,0.00003052415,0.0002006841,0.9963952,0.002884172],"study_design_scores_gemma":[0.00006651926,0.00006202145,0.0006711454,0.001681989,0.00005706893,0.000438781,0.000487279,0.0002177665,0.0001441906,0.001327804,0.994799,0.00004644116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00006465295,0.0030254,0.00007226356,0.04828168,0.9473907,0.00002794785,0.00009258882,0.00005500254,0.0009897322],"genre_scores_gemma":[0.0006814032,0.003355,0.00006949663,0.02472457,0.9666079,0.00003671118,0.00004084468,0.00003669368,0.004447358],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02336118,"threshold_uncertainty_score":0.07815093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00836953555346831,"score_gpt":0.3126414548893179,"score_spread":0.3042719193358496,"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."}}