{"id":"W1560059364","doi":"","title":"Landscapes of transition : landform assemblages and transformations in cold regions","year":2002,"lang":"en","type":"book","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Landform; Permafrost; Fluvial; Glacier; Physical geography; Geology; Arctic; Delta; Glacial period; Snow; Geomorphology; Shore; Sediment; River delta; Oceanography; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.00008011328,0.0001409512,0.0001202674,0.0009690639,0.0004547288,0.0008243439,0.0002156809,0.000128346,0.05595312],"category_scores_gemma":[0.0001825226,0.00005529343,0.00008199779,0.001637232,0.0002267818,0.000467521,0.0005133599,0.0002075816,0.002598288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007329241,"about_ca_system_score_gemma":0.0002157025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02970159,"about_ca_topic_score_gemma":0.06679378,"domain_scores_codex":[0.999971,0.000005635475,0.000001906859,0.00000785669,0.000006263756,0.000007208866],"domain_scores_gemma":[0.9999163,0.00001473375,0.00001201268,0.000003379258,0.00002821474,0.00002525731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001480321,0.00005649054,0.08114464,0.0007887915,0.00002933336,0.0003993939,0.004031907,0.001277236,0.001269772,0.009587405,0.547236,0.354031],"study_design_scores_gemma":[0.000007535868,0.00004480946,0.4754295,0.0003382727,0.000009596908,0.0003241307,0.004794984,0.0002625816,0.0001069959,0.003408211,0.5152603,0.00001313957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3170985,0.1530083,0.002475663,0.02633473,0.007537769,0.0003170284,0.05386889,0.0003323934,0.4390267],"genre_scores_gemma":[0.6736433,0.03862384,0.001944684,0.001734332,0.003232755,0.0002730151,0.02902914,0.0001252904,0.2513937],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05595312,"threshold_uncertainty_score":0.1871818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02943286604832344,"score_gpt":0.2117084082707268,"score_spread":0.1822755422224034,"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."}}