{"id":"W2124733857","doi":"10.14430/arctic601","title":"Combining Research and Education: Bioclimatic Zonation along a Canadian Arctic Transect","year":2003,"lang":"en","type":"article","venue":"ARCTIC","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tundra; Transect; Arctic; Shrub; Forb; Vegetation (pathology); Arctic vegetation; Physical geography; Geography; Beringia; Ecology; Grassland; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001993614,0.0002552738,0.0003246277,0.002646592,0.008468687,0.002203093,0.0006480773,0.0003603964,0.001530052],"category_scores_gemma":[0.002256171,0.0002978519,0.000197702,0.004731317,0.00192808,0.0004824513,0.002718506,0.0005815837,0.0001223877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02509815,"about_ca_system_score_gemma":0.05375149,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9888982,"about_ca_topic_score_gemma":0.9979079,"domain_scores_codex":[0.9976068,0.0003081645,0.00006383184,0.0002604057,0.0008712593,0.0008895344],"domain_scores_gemma":[0.9968039,0.0001951256,0.0002755178,0.00006466475,0.001809155,0.0008516155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002745624,0.00007147834,0.8775735,0.0001225507,0.00006484275,0.0002586616,0.06634995,0.0004163193,0.003857052,0.001349675,0.003350689,0.04631073],"study_design_scores_gemma":[0.000006387661,0.00003077749,0.9606385,0.000026036,0.00001391832,0.00004509696,0.03169538,0.0001341521,0.0002361648,0.00004723323,0.007109615,0.00001690889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859886,0.000359718,0.0002157404,0.0007435873,0.00001428,0.0000735001,0.0005658662,0.00001156207,0.01202728],"genre_scores_gemma":[0.9954544,0.0002458536,0.0006033081,0.0001478123,0.000004057749,0.00004154985,0.0002839899,0.000004274711,0.003214733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02509815,"threshold_uncertainty_score":0.1821007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08781240977050236,"score_gpt":0.2995737211171074,"score_spread":0.2117613113466051,"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."}}