{"id":"W4392578513","doi":"10.1088/1748-9326/ad31d7","title":"Canopy cover and microtopography control precipitation-enhanced thaw of ecosystem-protected permafrost","year":2024,"lang":"en","type":"article","venue":"Environmental Research Letters","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Biological and Environmental Research; National Science Foundation; Division of Earth Sciences; Office of Integrative Activities; U.S. Department of Energy; Office of Science","keywords":"Permafrost; Environmental science; Canopy; Transect; Hydrology (agriculture); Growing season; Physical geography; Atmospheric sciences; Geology; Ecology; Oceanography; Geography","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":[0.0001691396,0.0001367423,0.0001735196,0.000269417,0.0002955652,0.0004385934,0.0001667197,0.0001631704,0.0009961919],"category_scores_gemma":[0.0003640477,0.0001551851,0.0001491963,0.0001575759,0.0002170691,0.0002707473,0.0002805545,0.0001902226,0.00009363529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003529665,"about_ca_system_score_gemma":0.0002027711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0136751,"about_ca_topic_score_gemma":0.03061815,"domain_scores_codex":[0.9999449,0.000009277848,0.00000411516,0.00001939817,0.00000662786,0.00001560542],"domain_scores_gemma":[0.9996697,0.00005416233,0.0001135733,0.00001613515,0.00004863189,0.00009782729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002160311,0.00005688914,0.9692742,0.00001801655,0.00003862911,0.00009526111,0.0002234744,0.0005952604,0.02672976,0.00005093293,0.0001145966,0.002586913],"study_design_scores_gemma":[8.446452e-7,0.00001271572,0.9988592,0.000001472302,0.000003337662,0.000013779,0.0001014342,0.0007130067,0.000232247,0.00001835574,0.00004239939,0.00000119978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997666,0.00002086228,0.0000547468,0.00000358438,8.034505e-7,9.562053e-7,0.00004079887,0.000002719163,0.0001088321],"genre_scores_gemma":[0.9997943,0.00000928284,0.00004978454,0.000004301146,7.878015e-7,0.000001226036,0.00005186661,0.000001429868,0.00008698282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0136751,"threshold_uncertainty_score":0.02719098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02116856139064545,"score_gpt":0.2589669094551332,"score_spread":0.2377983480644878,"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."}}