{"id":"W3170236841","doi":"10.14430/arctic72667","title":"How Reindeer Herders Cope with Harsh Winter Conditions in Northern Finland: Insights from an Interview Study","year":2021,"lang":"en","type":"article","venue":"ARCTIC","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lapin Yliopisto; Oulun Yliopisto; University at Albany; University of Notre Dame; National Science Foundation","keywords":"Herding; Extreme weather; Geography; Climate change; Extreme Cold; Clothing; Preparedness; Socioeconomics; Cold climate; Environmental protection; Environmental resource management; Ecology; Environmental science; Meteorology; Political science; Climatology; Forestry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001626953,0.0001484721,0.0003355373,0.00005624899,0.001026302,0.00001855975,0.0001235865,0.00009415576,0.0009968103],"category_scores_gemma":[0.00006768436,0.0001131483,0.00003413672,0.0001730292,0.00004704796,0.0001382649,0.0001498367,0.0004894957,0.0003877498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002299266,"about_ca_system_score_gemma":0.0002621922,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0102868,"about_ca_topic_score_gemma":0.9394832,"domain_scores_codex":[0.9980187,0.0007500476,0.0002669098,0.0003402734,0.0001128693,0.0005111526],"domain_scores_gemma":[0.9989656,0.0002403136,0.00009725153,0.0003644045,0.0002544841,0.00007792152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003616305,0.0004747534,0.8804095,0.00005088817,0.0001619661,0.0002665853,0.1181161,0.000009448465,0.00001160996,0.00004345179,0.0003099185,0.000109639],"study_design_scores_gemma":[0.001954975,0.000570629,0.7605325,0.0002179542,0.00006557172,0.00000391633,0.2294736,0.00001439991,0.000003264716,0.0005010437,0.00647866,0.0001835428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922485,0.0002736017,0.00001857005,0.004625168,0.000404551,0.0008070752,0.00001945803,0.00002660822,0.001576505],"genre_scores_gemma":[0.9940578,0.00003424865,0.00004822906,0.00321075,0.0001147574,0.0002435229,0.00009267349,0.0000272046,0.002170795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9291964,"threshold_uncertainty_score":0.9999164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04591455136237707,"score_gpt":0.3532527426428341,"score_spread":0.307338191280457,"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."}}