{"id":"W2146257778","doi":"10.1002/ppp.615","title":"Recent advances in permafrost modelling","year":2008,"lang":"en","type":"article","venue":"Permafrost and Periglacial Processes","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":464,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Permafrost; Climate change; Spatial ecology; Arctic; Climatology; Geology; Environmental science; Climate model; Scale (ratio); Physical geography; Earth science; Geography; Cartography; Ecology; Oceanography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000152723,0.0002893845,0.00033383,0.0001563159,0.0004974563,0.00008678638,0.0001879109,0.0001193366,0.005135452],"category_scores_gemma":[0.00004986502,0.0002509395,0.00003975315,0.0005302406,0.0002706939,0.0009640615,0.00002368416,0.0002304841,0.000134337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008034867,"about_ca_system_score_gemma":0.0001354786,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005423785,"about_ca_topic_score_gemma":0.02596509,"domain_scores_codex":[0.998298,0.00004249603,0.0003438904,0.0004750586,0.0002957988,0.0005446946],"domain_scores_gemma":[0.9993441,0.0001201136,0.00007791664,0.0001436825,0.0001146324,0.000199616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001411938,0.00003479377,0.9765438,0.0001645794,0.00000337952,0.00006791914,0.004805439,0.001570306,0.00006080878,0.00001038134,0.0001254925,0.01647189],"study_design_scores_gemma":[0.001153259,0.0002018854,0.4573571,0.0001316023,0.00001900953,0.0003810566,0.001721557,0.01582786,0.0002014736,0.000587075,0.5214098,0.001008319],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8820229,0.09723468,0.00004273207,0.0004175656,0.0004018742,0.000252888,0.007158728,0.00007082981,0.01239785],"genre_scores_gemma":[0.7087072,0.2864955,0.00006412981,0.0004526472,0.0004538414,0.000007746979,0.003616875,0.00001242628,0.0001896408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5212843,"threshold_uncertainty_score":0.9999943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04578642101854394,"score_gpt":0.2513263898213112,"score_spread":0.2055399688027672,"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."}}