{"id":"W3025801512","doi":"","title":"Influence of terrain and highway construction on thermokarst distribution, North Slave region, NWT, Canada","year":2017,"lang":"en","type":"article","venue":"EGUGA","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Thermokarst; Terrain; Physical geography; Geology; Distribution (mathematics); Sinkhole; Hydrology (agriculture); Geography; Geomorphology; Environmental science; Permafrost; Cartography; Oceanography; Paleontology; Geotechnical engineering; Karst","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005075783,0.00007701493,0.00009815234,0.00001287952,0.0003031291,0.00003713758,0.0001253785,0.00003032739,0.0001731134],"category_scores_gemma":[0.0000460697,0.00006179576,0.00001312729,0.0000295571,0.0001783718,0.0001193732,0.000009610741,0.00005898401,0.000007449292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006286623,"about_ca_system_score_gemma":0.00006288353,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5804046,"about_ca_topic_score_gemma":0.9409329,"domain_scores_codex":[0.9994814,0.00001792343,0.0001103471,0.0001358152,0.0001230724,0.0001313863],"domain_scores_gemma":[0.9994988,0.00004531282,0.0001224294,0.0002273692,0.00003829147,0.000067732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001616023,0.000002188135,0.9942968,0.000008595645,0.000004427211,0.00001037699,0.0001099678,0.0000748341,0.00003308347,0.00005796749,0.001700333,0.003685286],"study_design_scores_gemma":[0.0001246334,0.00004117308,0.9916033,0.00002195571,0.000004637437,0.00001946762,0.00006286235,0.00007160781,0.000186996,0.0001143772,0.007671459,0.00007758042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953161,0.00006149329,0.000001437394,0.0005883808,0.0001688739,0.00006263926,0.002204635,0.000006763327,0.001589642],"genre_scores_gemma":[0.9989727,0.00008138226,0.000003386117,0.0001330151,0.00007319504,4.472166e-7,0.0006732752,0.000001441656,0.0000611674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3605283,"threshold_uncertainty_score":0.4223895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01751610595883312,"score_gpt":0.2057573826819861,"score_spread":0.1882412767231529,"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."}}