{"id":"W2885463866","doi":"10.1080/15230430.2018.1494941","title":"Warming and shrub encroachment decrease decomposition in arid alpine and subalpine ecosystems","year":2018,"lang":"en","type":"article","venue":"Arctic Antarctic and Alpine Research","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Science Foundation","keywords":"Shrub; Environmental science; Ecosystem; Perennial plant; Ecology; Litter; Climate change; Nutrient cycle; Global warming; Plant community; Arid; Agronomy; Ecological succession; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002375936,0.0002326467,0.0001906035,0.0003021519,0.0002628564,0.0003863561,0.0001864991,0.0001515857,0.0009778766],"category_scores_gemma":[0.0003305502,0.0001444332,0.0002052068,0.0001593848,0.0002459548,0.0002519548,0.0002245746,0.0002000173,0.0000778075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00038254,"about_ca_system_score_gemma":0.0002467861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01213389,"about_ca_topic_score_gemma":0.03012374,"domain_scores_codex":[0.99989,0.00002271235,0.00000923458,0.00003555783,0.00001864826,0.00002398129],"domain_scores_gemma":[0.9996257,0.00005804632,0.000167039,0.00002698779,0.00003462133,0.00008756069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001273663,0.0003999819,0.5071187,0.000177597,0.0002673019,0.0001707091,0.0006222503,0.0007955068,0.4763957,0.0001131238,0.0001669308,0.01249858],"study_design_scores_gemma":[0.000003625207,0.00006207187,0.9975674,0.00000182434,0.00001447133,0.0000176529,0.00007581258,0.0002669371,0.001856263,0.00001916611,0.0001130945,0.000001575153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999719,0.00008199874,0.00002333481,0.000005603041,6.920155e-7,0.000001105341,0.00002426547,0.000004169918,0.0001399134],"genre_scores_gemma":[0.999504,0.0000935959,0.0001169021,0.00001570464,0.000002495855,0.000003781986,0.00009235959,0.000002831283,0.0001683356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01213389,"threshold_uncertainty_score":0.02412653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06266299640353705,"score_gpt":0.3396206849396555,"score_spread":0.2769576885361185,"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."}}