{"id":"W7114801122","doi":"10.1002/pan3.70214","title":"Indigenous resurgence in the Blue Economy: Relational values to guide kelp mariculture","year":2025,"lang":"en","type":"article","venue":"People and Nature","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Assembly of First Nations; Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Kelp; Mariculture; Kelp forest; Sustainability; Corporate governance; Indigenous; Climate change","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002233443,0.00007361911,0.00009330633,0.00006811589,0.000134302,0.00003186173,0.0001479197,0.000146122,0.0001798675],"category_scores_gemma":[0.00005110838,0.00004341966,0.00001935781,0.0002913987,0.00001397501,0.00006237517,0.00002112724,0.0002819607,0.00002330658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002192487,"about_ca_system_score_gemma":0.00005313571,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004905595,"about_ca_topic_score_gemma":0.07952923,"domain_scores_codex":[0.9994624,0.00005078794,0.0001108311,0.0001731451,0.00005475385,0.0001481427],"domain_scores_gemma":[0.9996427,0.0001997709,0.00001920373,0.00009108901,0.00001756904,0.0000297247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004970944,0.00001087304,0.9047626,0.00001377888,0.00001297791,0.00001500245,0.001964528,0.0001685381,0.000005074235,0.001975731,0.03856629,0.05245491],"study_design_scores_gemma":[0.00004863724,0.00002352112,0.6519629,0.000004967861,0.000003707094,0.00001301115,0.0003109084,0.00006863057,0.000006290229,0.00221668,0.3452889,0.00005186517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8733932,0.002509509,0.00001626334,0.005072542,0.000196725,0.000208625,0.00007882482,0.00001299753,0.1185113],"genre_scores_gemma":[0.9839178,0.0002379382,0.0001302249,0.006346853,0.0000863,0.000002780849,0.000277651,7.698586e-7,0.008999675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3067226,"threshold_uncertainty_score":0.9372669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004979638418119397,"score_gpt":0.2123094657215968,"score_spread":0.2073298273034774,"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."}}