{"id":"W3197222896","doi":"10.1002/wcc.735","title":"The rapidly changing Arctic and its societal implications","year":2021,"lang":"en","type":"article","venue":"Wiley Interdisciplinary Reviews Climate Change","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Northern British Columbia","funders":"ArcticNet","keywords":"Climate change; Subsistence agriculture; Geography; Arctic; Nexus (standard); Natural resource economics; Vulnerability (computing); Livelihood; Coastal erosion; Psychological resilience; Environmental resource management; Environmental planning; Environmental science; Ecology; Agriculture; Fishery; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001611971,0.0002296542,0.0005061409,0.00004972957,0.01284049,0.00002399625,0.0002122059,0.0001372235,0.000406108],"category_scores_gemma":[0.0001340914,0.0001531903,0.0001831524,0.0003147102,0.0000837768,0.0001333838,0.00297699,0.000482228,0.0009346962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002217844,"about_ca_system_score_gemma":0.00005859621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007737651,"about_ca_topic_score_gemma":0.001712825,"domain_scores_codex":[0.9969069,0.0004856737,0.0006731487,0.0003981687,0.000083022,0.00145308],"domain_scores_gemma":[0.9984357,0.0004445615,0.0003190695,0.0004333984,0.0002491598,0.0001181464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001075093,0.0003661643,0.03621315,0.00937722,0.0003646903,0.00008075072,0.7508225,2.802979e-7,0.0008564448,0.03990114,0.05823822,0.1036719],"study_design_scores_gemma":[0.0009810763,0.0003453396,0.03283124,0.004048336,0.0002889173,0.0001827917,0.225628,0.0001809948,0.00001264307,0.002859054,0.7318385,0.000803138],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1805479,0.6114098,0.00005031113,0.1541321,0.006536788,0.009623775,0.0003669031,0.0002895509,0.03704277],"genre_scores_gemma":[0.2886764,0.6934372,0.0001030762,0.006229383,0.002076264,0.006780265,0.0001404469,0.00007513546,0.00248186],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6736003,"threshold_uncertainty_score":0.9998432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1346590112011722,"score_gpt":0.4367587073116561,"score_spread":0.3020996961104839,"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."}}