{"id":"W2772242671","doi":"10.1029/2017eo089075","title":"Airborne Surveys Examine Water Levels of Lakes Perched on Permafrost","year":2017,"lang":"en","type":"article","venue":"Eos","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permafrost; Physical geography; Environmental science; Hydrology (agriculture); Oceanography; Geology; Geography; Geotechnical engineering","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":[0.00009165546,0.0001243242,0.0001228118,0.0005362242,0.001031849,0.0003815792,0.0003210601,0.0002239611,0.001412451],"category_scores_gemma":[0.000388442,0.0001162882,0.0001147107,0.001154251,0.0004433047,0.0001973112,0.0003012769,0.0001607076,0.0001951457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002116724,"about_ca_system_score_gemma":0.001999778,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8750214,"about_ca_topic_score_gemma":0.9661111,"domain_scores_codex":[0.9998597,0.0000098724,0.000003106732,0.0000259763,0.00004021362,0.00006118189],"domain_scores_gemma":[0.9997347,0.00002694,0.00005308021,0.00001048284,0.000123447,0.00005136288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006729378,0.00002201428,0.9820572,0.00001644209,0.00003646104,0.00004008856,0.001834374,0.0001646547,0.005096519,0.00009533249,0.0005391351,0.0100305],"study_design_scores_gemma":[0.000001144766,0.000008270248,0.9985483,0.000002206211,0.000002779772,0.000008058424,0.000848838,0.00009357279,0.0001327322,0.000008775838,0.0003433107,0.000001932442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979315,0.00002468753,0.00006800434,0.0000243533,0.000001021756,0.000006307366,0.0004077211,0.000004693678,0.001531673],"genre_scores_gemma":[0.9985832,0.00004790056,0.0002297154,0.0000197444,0.000001329351,0.000006095289,0.0004384128,0.000001445262,0.0006720932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8750214,"threshold_uncertainty_score":0.2514292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.109112471221323,"score_gpt":0.2836627530892222,"score_spread":0.1745502818678992,"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."}}