{"id":"W2163130220","doi":"10.14430/arctic4102","title":"Resonance Strategies of Sámi Reindeer Herders in Northernmost Finland during Climatically Extreme Years","year":2011,"lang":"en","type":"article","venue":"ARCTIC","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lapin Yliopisto; Oulun Yliopisto","keywords":"Herding; Fell; Geography; Snow; Herd; Pastoralism; Physical geography; Population; Livestock; Forestry; Ecology; Cartography; Demography; Meteorology; Biology","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":[0.0001277296,0.00008275582,0.0001339751,0.00005547197,0.00003756555,0.00001564771,0.000127259,0.00004431708,0.006654903],"category_scores_gemma":[0.00002012802,0.00007383229,0.00003164321,0.0001475796,0.00007537633,0.0001751671,0.00001023136,0.00009410589,0.0002049759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003661792,"about_ca_system_score_gemma":0.00002392587,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01336,"about_ca_topic_score_gemma":0.121188,"domain_scores_codex":[0.9992501,0.00003273456,0.0001989466,0.0001490748,0.0001365597,0.0002325648],"domain_scores_gemma":[0.9996646,0.0000643454,0.00005120667,0.0001529313,0.00001860473,0.00004833242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005229376,0.00001598036,0.9952641,0.00005636491,0.000003977844,0.00004764034,0.002967359,0.00004296418,0.0001520223,0.00003188385,0.000007349858,0.001358049],"study_design_scores_gemma":[0.0002507374,0.00005385831,0.9972247,0.0000715715,0.000004603968,0.000008107011,0.001190576,0.0002928465,0.00005076706,0.000672836,0.00009125099,0.00008807924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880836,0.0004464937,0.000001228936,0.0000373162,0.00006849274,0.00007724525,0.00008753172,0.000008094788,0.01119001],"genre_scores_gemma":[0.999405,0.0001934526,0.0001721231,0.00004176644,0.00002413173,8.378049e-7,0.00004253439,0.000003843917,0.0001162695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.107828,"threshold_uncertainty_score":0.9942532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06515055335740504,"score_gpt":0.2212136689411758,"score_spread":0.1560631155837708,"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."}}