{"id":"W2260244779","doi":"10.1002/esp.3918","title":"A modified landform development model for the topography of drained thermokarst lake basins in fine‐grained sediments","year":2016,"lang":"en","type":"article","venue":"Earth Surface Processes and Landforms","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Carleton University; Laurentian University","funders":"","keywords":"Thermokarst; Permafrost; Geology; Aggradation; Geomorphology; Shelf ice; Tundra; Sediment; Arctic; Hydrology (agriculture); Structural basin; Fluvial; Oceanography; Arctic ice pack; Antarctic sea ice; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003118832,0.0001579668,0.0002030898,0.00005765742,0.0001432642,0.00003441583,0.0001473164,0.00006113376,0.0003151958],"category_scores_gemma":[0.00003398177,0.00006978519,0.00004103037,0.0002104635,0.00007074042,0.0001866185,0.00001567833,0.00004964217,0.000004587766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001559524,"about_ca_system_score_gemma":0.000088211,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002028708,"about_ca_topic_score_gemma":0.1598516,"domain_scores_codex":[0.9990505,0.000008109724,0.0002554296,0.0002001164,0.0001683829,0.000317441],"domain_scores_gemma":[0.9993752,0.0002773461,0.00009036067,0.0001188394,0.00006771007,0.00007058483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005010755,0.00005356296,0.9682077,0.0003620803,0.00005288775,0.000001686088,0.005327416,0.002555418,0.0002840121,0.00004874786,0.0001086385,0.02249676],"study_design_scores_gemma":[0.006421024,0.0004107311,0.797883,0.0004466822,0.00004790764,0.000009479702,0.0009025927,0.1726047,0.00263713,0.0023939,0.01545339,0.0007894538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943715,0.0007200157,0.001327622,0.0005769141,0.00005386602,0.0004081607,0.001908039,0.00001794067,0.0006159614],"genre_scores_gemma":[0.9982845,0.0004033059,0.0002667242,0.0001197762,0.00002602195,0.00000940914,0.0002237507,0.000005734113,0.0006607904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1703247,"threshold_uncertainty_score":0.8554789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03497382156756641,"score_gpt":0.2309531457013102,"score_spread":0.1959793241337438,"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."}}