{"id":"W7018196446","doi":"","title":"Continental-scale drivers of lake drainage in permafrost regions","year":2023,"lang":"en","type":"other","venue":"Helmholtz-Zentrum für Polar-und Meeresforschung (Alfred-Wegener-Institut)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permafrost; Thermokarst; Drainage; Transect; Hydrology (agriculture); Ecosystem; Arctic; Climate change","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":[0.0002517932,0.0001512094,0.0001871841,0.0008277778,0.0003349542,0.0006215693,0.0001743554,0.0001803813,0.0010318],"category_scores_gemma":[0.0007537122,0.0001116074,0.0003969739,0.001312175,0.0003231517,0.0003117979,0.0004500431,0.0001788534,0.0001013787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004358815,"about_ca_system_score_gemma":0.0003667605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05655578,"about_ca_topic_score_gemma":0.0941669,"domain_scores_codex":[0.9998851,0.00002037392,0.00001081135,0.00004513062,0.00001557018,0.00002288448],"domain_scores_gemma":[0.9996883,0.00007390271,0.0001017562,0.00002868323,0.0000505649,0.00005692358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003040509,0.000008158734,0.9945841,0.0000126604,0.00008215955,0.00004945986,0.0001992647,0.001572183,0.0008634654,0.0000799128,0.0001723036,0.002345908],"study_design_scores_gemma":[0.000001746242,0.000003749418,0.9972649,0.000004962612,0.00001221009,0.0000276697,0.0001837873,0.002114982,0.00006737066,0.0000489725,0.0002662991,0.000003434772],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990523,0.00006949993,0.00006264102,0.00001967494,0.000001029716,9.598594e-7,0.0005661206,0.00001102795,0.0002167785],"genre_scores_gemma":[0.9988198,0.00003537553,0.0001055258,0.000007502857,0.000001802524,0.000002779313,0.0009492071,0.000004373541,0.00007365367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05655578,"threshold_uncertainty_score":0.1124532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01493430894746605,"score_gpt":0.2737471610540019,"score_spread":0.2588128521065359,"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."}}