{"id":"W1482827589","doi":"10.7202/045407ar","title":"Co-management institutions, knowledge, and learning: Adapting to change in the Arctic","year":2011,"lang":"en","type":"article","venue":"Études/Inuit/Studies","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; University of Manitoba","funders":"","keywords":"Indigenous; Climate change; Adaptive capacity; Traditional knowledge; Arctic; Vulnerability (computing); Geography; Context (archaeology); Environmental resource management; Adaptive management; Environmental planning; Political science; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001838686,0.0002186288,0.0004161739,0.0001829247,0.004055592,0.000006110807,0.0002172301,0.00009608617,0.00007295902],"category_scores_gemma":[0.0003805063,0.0001522584,0.00004117644,0.0003160838,0.0001587524,0.00008232406,0.0005137484,0.000595375,0.0003730704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001139076,"about_ca_system_score_gemma":0.0003021327,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003545249,"about_ca_topic_score_gemma":0.7317162,"domain_scores_codex":[0.9976783,0.0005136706,0.000432882,0.0003361729,0.0001309724,0.0009079377],"domain_scores_gemma":[0.9988726,0.0004994538,0.0001292943,0.0002281417,0.0002061765,0.00006429249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002642621,0.00009282818,0.02007972,0.0004844524,0.0002085265,0.00003019262,0.9495749,0.000002013079,0.000001166077,0.02762361,0.001194006,0.0006821268],"study_design_scores_gemma":[0.0004083287,0.0002413354,0.03625356,0.0003222396,0.0000643201,0.000003687196,0.9516742,0.000005229534,5.099173e-7,0.0003615522,0.01048487,0.0001802325],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754122,0.005290189,4.090859e-7,0.001096693,0.0006324223,0.002038124,0.000004703467,0.00007531526,0.01544991],"genre_scores_gemma":[0.990656,0.003737524,0.0003025516,0.00262482,0.0002812177,0.001686269,0.000001767976,0.00001854415,0.00069131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7281709,"threshold_uncertainty_score":0.997241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.292189701610259,"score_gpt":0.4587795258639143,"score_spread":0.1665898242536553,"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."}}