{"id":"W2979360492","doi":"","title":"Observations, Interactions, and Implications of Permafrost Systems in Transition III Posters","year":2019,"lang":"en","type":"article","venue":"AGU Fall Meeting 2019","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Permafrost; Transition (genetics); Astrobiology; Computer science; Geology; Physics; Chemistry; Oceanography","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":[0.0001940791,0.0002081604,0.000205073,0.0006125132,0.0014724,0.0008525187,0.0003832545,0.0006693489,0.006420853],"category_scores_gemma":[0.0002145229,0.0001316344,0.0002312799,0.0005272361,0.0003822373,0.0004318673,0.001212484,0.0009374066,0.0008517331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004580749,"about_ca_system_score_gemma":0.0002693651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004397935,"about_ca_topic_score_gemma":0.007304199,"domain_scores_codex":[0.9998751,0.000007035089,0.000003652211,0.00003463994,0.00004233995,0.00003720813],"domain_scores_gemma":[0.9998846,0.00001731042,0.00001649264,0.00001146209,0.00002420807,0.00004599852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003633706,0.000327256,0.1618117,0.0005534289,0.00008966574,0.00409537,0.005355907,0.004175487,0.6244326,0.003270945,0.03574752,0.1565064],"study_design_scores_gemma":[0.00009445833,0.0005103932,0.8246625,0.0001268494,0.00005919084,0.00064458,0.007468871,0.004305924,0.06642042,0.003445873,0.0921863,0.00007457511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9514967,0.001201409,0.002600609,0.001798215,0.0003197979,0.00009194399,0.002173135,0.0003138336,0.04000447],"genre_scores_gemma":[0.989338,0.0003052043,0.001211848,0.0001557045,0.0001368644,0.00003093474,0.0006116554,0.00003417847,0.008175628],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006420853,"threshold_uncertainty_score":0.0214799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01298191861614569,"score_gpt":0.2202647362826747,"score_spread":0.207282817666529,"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."}}