{"id":"W2098313111","doi":"10.1111/jbi.12350","title":"Population structure and dynamics of Arctic willow (<i>Salix arctica</i>) in the High Arctic","year":2014,"lang":"en","type":"article","venue":"Journal of Biogeography","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Université du Québec à Trois-Rivières; Université Laval; Center for Northern Studies","funders":"Natural Sciences and Engineering Research Council of Canada; University of Warwick; ArcticNet","keywords":"Arctic; Arctic vegetation; Willow; Glacier; Physical geography; Population; Shrub; Ecology; Environmental science; Geography; Biology; Tundra; Demography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004629662,0.00009178574,0.0002004765,0.0002684612,0.00005113378,0.00003921052,0.0001552188,0.00005783661,0.0002624117],"category_scores_gemma":[0.00004593092,0.0000554534,0.00008939519,0.0003842581,0.00008465031,0.0001520261,0.000005414071,0.000182454,7.81123e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003197485,"about_ca_system_score_gemma":0.000006343311,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008524803,"about_ca_topic_score_gemma":0.02436266,"domain_scores_codex":[0.9990849,0.0001180895,0.0003133975,0.00008330557,0.0002580146,0.0001422191],"domain_scores_gemma":[0.9992921,0.0002159412,0.0002660682,0.0001101276,0.00006080343,0.000054988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003823169,0.00001220229,0.9966063,0.00004920596,0.00001443717,0.000003956183,0.0002214263,0.00008998317,0.00004283519,0.0001301751,0.00001279309,0.002778413],"study_design_scores_gemma":[0.0002790208,0.0002424983,0.9858962,0.0000674195,0.00003845411,0.0001078238,0.0001764776,0.0008353741,0.000006303439,0.0121468,0.0001368967,0.00006677223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980845,0.0004417085,0.00001058057,0.0008573852,0.0002180604,0.00005834365,0.0002835371,0.000001629992,0.00004425998],"genre_scores_gemma":[0.9988657,0.0003147651,0.0001913652,0.000287589,0.0001233124,8.195794e-8,0.0002141453,0.000002289373,7.53854e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01583785,"threshold_uncertainty_score":0.9980775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008319462271431956,"score_gpt":0.2047300807359454,"score_spread":0.1964106184645134,"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."}}