{"id":"W2151013094","doi":"10.14430/arctic100","title":"A Life Vest for Hudson Bay's Drifting Stewardship","year":2009,"lang":"en","type":"article","venue":"ARCTIC","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stewardship (theology); Bay; Bioregion; Environmental resource management; Arctic; Marine life; Geography; Environmental planning; Oceanography; Biodiversity; Politics; Environmental science; Ecology; Political science; Archaeology; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005705834,0.00009670262,0.0002128555,0.00003737871,0.002993155,0.00000459755,0.00009739333,0.0001211252,0.0001869181],"category_scores_gemma":[0.001347464,0.00008532791,0.00005709305,0.00008059482,0.00001785517,0.0000408604,0.00004621259,0.0002600744,0.0003745739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000144501,"about_ca_system_score_gemma":0.0002920033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008851543,"about_ca_topic_score_gemma":0.007041831,"domain_scores_codex":[0.9984228,0.00009766941,0.0002772832,0.000180182,0.00006915825,0.0009528926],"domain_scores_gemma":[0.9989151,0.0005272531,0.0001085545,0.0001689833,0.0001464237,0.0001336902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000462463,0.0005525599,0.6246729,0.001418941,0.0002549098,0.00002496884,0.2406561,0.00006778134,0.0004101969,0.0608519,0.05918223,0.01144505],"study_design_scores_gemma":[0.003912411,0.002519729,0.6036344,0.0003161674,0.000156311,0.000005802287,0.06561261,0.0004528056,0.00002021019,0.01390255,0.308807,0.0006599707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9352922,0.000393577,0.0002691305,0.03082786,0.00180303,0.002157163,0.00001346075,0.000176815,0.02906672],"genre_scores_gemma":[0.9820747,0.00002741694,0.0008648092,0.01465403,0.000732674,0.0001314615,0.000008887662,0.00001519986,0.001490867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2496248,"threshold_uncertainty_score":0.9983048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06090194162970544,"score_gpt":0.3954615805640785,"score_spread":0.3345596389343731,"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."}}