{"id":"W2889665496","doi":"10.1139/as-2018-0008","title":"Snow physical properties may be a significant determinant of lemming population dynamics in the high Arctic","year":2018,"lang":"en","type":"article","venue":"Arctic Science","topic":"Animal Ecology and Behavior Studies","field":"Environmental Science","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Center for Northern Studies","funders":"Agence Nationale de la Recherche","keywords":"Snow; Arctic; Tundra; Population; Snowpack; Population cycle; Snowmelt; Boreal; Ecology; Climate change; Arctic vegetation; Environmental science; Climatology; Predation; Geography; Biology; Demography; Meteorology; Geology","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":[0.0005779711,0.00008083892,0.0001097307,0.00003494788,0.000335436,0.00001711687,0.0003974994,0.00002058034,0.00005840603],"category_scores_gemma":[0.0002353054,0.00004827472,0.0000236296,0.0004809178,0.002741205,0.0002360032,0.0001905877,0.00008601971,0.00003131993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002424875,"about_ca_system_score_gemma":0.00001673905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005734644,"about_ca_topic_score_gemma":0.004445274,"domain_scores_codex":[0.9989358,0.0000478878,0.0001459099,0.0002591691,0.0003471911,0.0002640262],"domain_scores_gemma":[0.9996148,0.00008431332,0.00007360471,0.0001822384,0.00001958559,0.0000254998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001453314,0.0001314021,0.982043,0.000006789398,0.000001059497,0.000003839027,0.002823962,0.00003331065,0.01083234,0.001089207,0.000004915196,0.003015654],"study_design_scores_gemma":[0.0000659252,0.0002516613,0.9894441,0.00002366952,0.00001168591,0.000006950261,0.001378774,0.006066338,0.00205151,0.0006153857,0.000008100126,0.00007584743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988074,0.000002273842,0.00003560467,0.0005999206,0.00007915837,0.0001559342,9.446281e-7,0.000006089229,0.0003127081],"genre_scores_gemma":[0.9995196,0.000001702747,0.0002804776,0.0001129163,0.00001880457,0.0000179553,4.705996e-7,0.000002963649,0.00004509864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008780826,"threshold_uncertainty_score":0.9999728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02887931979470166,"score_gpt":0.2747848569763265,"score_spread":0.2459055371816249,"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."}}