{"id":"W4411695342","doi":"10.1002/ppp.70001","title":"Thermokarst Lagoons: Distribution, Classification and Dynamics in Permafrost‐to‐Marine Transitions","year":2025,"lang":"en","type":"article","venue":"Permafrost and Periglacial Processes","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research; Bundesministerium für Bildung und Forschung; Deutsche Bundesstiftung Umwelt; National Science Foundation","keywords":"Thermokarst; Permafrost; Geology; Distribution (mathematics); Geomorphology; Physical geography; Earth science; 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":[0.0003075163,0.0002309379,0.0001436022,0.002684708,0.0002301951,0.0008435642,0.0001494819,0.000133865,0.001293731],"category_scores_gemma":[0.0006317607,0.00009453137,0.0002311251,0.003042286,0.0002227649,0.0003212797,0.0004490804,0.0001808799,0.0002520204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003986368,"about_ca_system_score_gemma":0.0003604697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0593079,"about_ca_topic_score_gemma":0.109734,"domain_scores_codex":[0.9998641,0.00001586396,0.00001593197,0.00004337802,0.00001959733,0.00004106984],"domain_scores_gemma":[0.9993156,0.0001172356,0.0002591595,0.0000455287,0.0001337951,0.0001287505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006677493,0.00001556247,0.9873677,0.00003135758,0.00003116184,0.00006701148,0.0004052098,0.000869897,0.0009542421,0.00008933539,0.001091252,0.009010525],"study_design_scores_gemma":[0.000002630164,0.000004468934,0.9964688,0.00001537292,0.000004682661,0.00002174791,0.0006433724,0.001865156,0.0001099114,0.00003203178,0.0008276901,0.000004104023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937537,0.0001139176,0.0001978018,0.00001819638,0.000004606983,0.000007557205,0.005375484,0.00002814894,0.000500458],"genre_scores_gemma":[0.9884394,0.0001237713,0.0007210885,0.00000901542,0.000005227696,0.00001471304,0.0103016,0.000009495121,0.0003757059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0593079,"threshold_uncertainty_score":0.1179254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01810465029298875,"score_gpt":0.2527842995678447,"score_spread":0.234679649274856,"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."}}