{"id":"W4256655826","doi":"10.31223/x5s029","title":"Arctic soil patterns analogous to fluid instabilities","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Biological and Environmental Research; Office of Science; U.S. Department of Energy","keywords":"Solifluction; Geology; Arctic; Soil water; Geomorphology; Soil science; Oceanography; Glacial period","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008684256,0.0001480989,0.0001552425,0.001105184,0.0004387964,0.0007461346,0.000114629,0.0001977736,0.001317383],"category_scores_gemma":[0.000630805,0.0000981475,0.0001576633,0.0008129517,0.0005147272,0.0003189651,0.0003285514,0.0001471479,0.0001469233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003108229,"about_ca_system_score_gemma":0.0002737882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007775436,"about_ca_topic_score_gemma":0.0106924,"domain_scores_codex":[0.9999169,0.000009964293,0.000005593882,0.00003002678,0.00001490499,0.0000226192],"domain_scores_gemma":[0.9997472,0.0000426072,0.00008818774,0.00003336174,0.00005020796,0.00003846766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006041003,0.0001038804,0.6585245,0.0003686707,0.000278054,0.002141574,0.002977808,0.05413046,0.1742876,0.0337643,0.005760104,0.06705899],"study_design_scores_gemma":[0.00003773262,0.0000755682,0.865975,0.00005288149,0.00006367134,0.001045594,0.001700197,0.08410092,0.01408889,0.01693207,0.01586444,0.00006297055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898436,0.0002110104,0.005512454,0.00006977867,0.00001449464,0.00001092546,0.0006765468,0.0001529017,0.003508207],"genre_scores_gemma":[0.9979923,0.00007089632,0.001273176,0.00001034607,0.000007114695,0.000004816753,0.0002858691,0.00001312778,0.0003423116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007775436,"threshold_uncertainty_score":0.01546031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02756730181442691,"score_gpt":0.2529435335770955,"score_spread":0.2253762317626686,"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."}}