{"id":"W3089340227","doi":"10.5194/egusphere-egu2020-12248","title":"Community-based observations help interface Indigenous and local knowledge, scientific research, and education in response to rapid Arctic coastal change","year":2020,"lang":"en","type":"article","venue":"","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Arctic; Indigenous; Permafrost; Context (archaeology); Sea ice; Environmental resource management; Traditional knowledge; Oceanography; Geography; Computer science; Environmental science; Ecology; Meteorology; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.03346802,0.000479491,0.0004805986,0.003435587,0.008398637,0.006247487,0.002448045,0.003232312,0.0112661],"category_scores_gemma":[0.02838326,0.0004472604,0.0005403542,0.00248556,0.006306241,0.01199382,0.01802081,0.00323674,0.001139159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005581455,"about_ca_system_score_gemma":0.02352472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02124689,"about_ca_topic_score_gemma":0.09230155,"domain_scores_codex":[0.982016,0.01377854,0.0007791737,0.0008575834,0.001171453,0.001397298],"domain_scores_gemma":[0.9528293,0.03225427,0.002994261,0.002943081,0.003944944,0.005034117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001281104,0.0007983004,0.02670963,0.002206089,0.0000874488,0.002471594,0.5140728,0.001356201,0.004389035,0.04179303,0.03047338,0.3755143],"study_design_scores_gemma":[0.00005737352,0.0002576828,0.01724994,0.00236784,0.00005522132,0.0002022096,0.5895926,0.000668244,0.0008937207,0.03272112,0.3558356,0.00009841739],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3030492,0.007013292,0.1271945,0.1412489,0.002334921,0.003088769,0.0006720975,0.001268276,0.4141301],"genre_scores_gemma":[0.8650928,0.006204194,0.09667686,0.007455865,0.0004348472,0.001858687,0.000358196,0.000165162,0.02175346],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03346802,"threshold_uncertainty_score":0.176998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2985090288039396,"score_gpt":0.4679251874791548,"score_spread":0.1694161586752152,"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."}}