{"id":"W6967125300","doi":"10.5061/dryad.59zw3r26r","title":"Data from: Indigenous knowledge of key ecological processes confers resilience to a small-scale kelp fishery","year":2021,"lang":"en","type":"dataset","venue":"Open MIND","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Bell (Canada); Simon Fraser University","funders":"","keywords":"Indigenous; Stewardship (theology); Ecological resilience; Traditional knowledge; Kelp; Psychological resilience; Environmental stewardship; Kelp forest","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science","insufficient_payload"],"consensus_categories":["open_science","insufficient_payload"],"category_scores_codex":[0.001228435,0.0007299781,0.001597226,0.0002752154,0.0002105913,0.0007540408,0.01216944,0.0007949991,0.02533135],"category_scores_gemma":[0.003342084,0.0006928364,0.00008083475,0.001381082,0.0003923094,0.0005241522,0.01164651,0.0008097842,0.03244821],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000240473,"about_ca_system_score_gemma":0.006940996,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002805658,"about_ca_topic_score_gemma":0.1798372,"domain_scores_codex":[0.9944608,0.0004973864,0.001064272,0.002596391,0.0005298833,0.0008512802],"domain_scores_gemma":[0.9925389,0.0008410988,0.0007236897,0.00475389,0.0006643093,0.0004780672],"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":[0.0002591742,0.001728125,0.0001535204,0.0002592725,0.0001811039,0.0002841737,0.001020658,0.000006317245,0.0003332868,2.315451e-8,0.9937522,0.002022083],"study_design_scores_gemma":[0.0005879209,0.0002898275,0.0007012502,0.0007543867,0.0003666666,0.00002108779,0.0009234798,0.000004088159,0.001424449,0.000003880637,0.9940944,0.0008285274],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.04422772,0.0007519873,0.000002383718,0.00003588705,0.0002933852,0.002223743,0.9493298,0.000005861175,0.003129245],"genre_scores_gemma":[0.0002139892,0.0001358128,0.004151959,0.00007322607,0.000193711,0.0001654618,0.9933724,0.00008982068,0.001603617],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1770315,"threshold_uncertainty_score":0.9995522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1292342409545695,"score_gpt":0.3662282162329779,"score_spread":0.2369939752784084,"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."}}