{"id":"W4415666478","doi":"10.1080/17550874.2025.2571098","title":"Phylogeography of Arctic plants: where are we after 35 years, and where to go?","year":2025,"lang":"en","type":"article","venue":"Plant Ecology & Diversity","topic":"Bryophyte Studies and Records","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Phylogeography; Arctic; Ectotherm; The arctic; Climate change; Arctic ecology","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.00006051221,0.00009469329,0.0002176726,0.00002371085,0.0002162922,0.000008080823,0.0001518991,0.0001024679,0.0002149521],"category_scores_gemma":[0.00000562459,0.00004303075,0.00006421322,0.0001522573,0.00009778277,0.00002867808,0.0005716743,0.00008823247,0.00001494412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001302258,"about_ca_system_score_gemma":0.000003115458,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000641266,"about_ca_topic_score_gemma":0.03133299,"domain_scores_codex":[0.999378,0.00003606914,0.00009347631,0.0002285172,0.0000637582,0.0002001631],"domain_scores_gemma":[0.9997116,0.0001175602,0.00005051181,0.00003813794,0.00002603754,0.00005620446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009984944,0.00005691633,0.9668847,0.00003481958,0.00007295372,0.00002549678,0.000127098,3.781699e-7,0.0001770118,0.00001941285,0.02913388,0.003367526],"study_design_scores_gemma":[0.0001208854,0.0001327764,0.9338473,0.00006398948,0.00002805023,0.00000233417,0.0008104073,0.000001004744,0.000009185009,0.0001422241,0.06475995,0.00008190489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994371,0.001475643,2.564394e-7,0.002528453,0.0006106888,0.0001314473,0.0005443741,0.00001718555,0.000320953],"genre_scores_gemma":[0.9962975,0.002938185,0.00001840907,0.0003499682,0.00008186176,0.000004284183,0.000009444519,3.00112e-7,0.0003000189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03562607,"threshold_uncertainty_score":0.9863427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007998473641718547,"score_gpt":0.1808239096825967,"score_spread":0.1728254360408781,"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."}}