{"id":"W1517894914","doi":"10.1029/2007gl029536","title":"An evaluation of deep soil configurations in the CLM3 for improved representation of permafrost","year":2007,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":184,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institute for Advanced Research; National Science Foundation","keywords":"Permafrost; Layer (electronics); Slab; Active layer; Geology; Soil science; Soil horizon; Environmental science; Atmospheric sciences; Soil water; Geophysics; Materials science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0009987768,0.001001124,0.0006242242,0.0003409545,0.0004160348,0.0006710655,0.001402874,0.0009116755,0.001540451],"category_scores_gemma":[0.002981175,0.0004037649,0.0005880817,0.0006842751,0.0003356556,0.0008584899,0.0006366953,0.0006186535,0.0002196227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008155552,"about_ca_system_score_gemma":0.0008976887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03093833,"about_ca_topic_score_gemma":0.02587779,"domain_scores_codex":[0.9996954,0.0001279973,0.00002039342,0.00004862025,0.00004809548,0.00005941991],"domain_scores_gemma":[0.9987594,0.0006082746,0.00006667513,0.0002100744,0.0002121865,0.0001434478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006326778,0.0001750018,0.01388823,0.00006534292,0.0000892317,0.0001524473,0.00005582523,0.9668024,0.006438468,0.0007007451,0.0005665313,0.01043313],"study_design_scores_gemma":[0.0001601359,0.0001800996,0.004045236,0.000009985641,0.00002822914,0.00002247586,0.00005996661,0.9915814,0.003177164,0.0002721298,0.000440486,0.00002265836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904744,0.0001233738,0.005571665,0.0001175047,0.00002441025,0.00003240028,0.001099527,0.0007857599,0.001770931],"genre_scores_gemma":[0.9898134,0.00004504171,0.009007115,0.00002710017,0.00000432748,0.00002018047,0.0008211402,0.00009818005,0.0001635322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03093833,"threshold_uncertainty_score":0.06151646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1349032467963563,"score_gpt":0.4001274342034326,"score_spread":0.2652241874070763,"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."}}