{"id":"W3082866781","doi":"10.1007/978-3-030-50930-9_12","title":"Arctic Wetlands and Lakes-Dynamics and Linkages","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada; University of Toronto; York University","funders":"","keywords":"Wetland; Permafrost; Environmental science; Arctic; Hydrology (agriculture); Climate change; Ecosystem; Snow; Water cycle; Ecology; Oceanography; Geology","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":[0.0001894177,0.0002886535,0.0001732351,0.0005412759,0.0005820614,0.002259305,0.0002406153,0.0003819024,0.0146444],"category_scores_gemma":[0.0003385548,0.0001675715,0.00014457,0.001959368,0.0005267607,0.001161756,0.0005796725,0.0003760779,0.001371494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009799472,"about_ca_system_score_gemma":0.001262504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03045949,"about_ca_topic_score_gemma":0.08855366,"domain_scores_codex":[0.9999399,0.00002030149,0.000001749967,0.000009357062,0.00001784871,0.00001078396],"domain_scores_gemma":[0.9999373,0.00003343169,0.000005883164,0.000003591001,0.00001205752,0.000007740688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003092401,0.00002693377,0.002208057,0.0002193421,0.00002031959,0.0001934717,0.001889485,0.003483034,0.0004149157,0.5811313,0.1042996,0.3060825],"study_design_scores_gemma":[0.000002800184,0.00001137839,0.008534546,0.0003407112,0.00001504987,0.000166124,0.001634225,0.001144282,0.0001229442,0.1372857,0.8507345,0.00000774732],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01412721,0.1197854,0.00298006,0.004546021,0.001277879,0.00001438315,0.0004745885,0.00005778633,0.8567368],"genre_scores_gemma":[0.1912778,0.1646754,0.004152962,0.001142834,0.001278066,0.00004157522,0.0006836737,0.00008433621,0.6366633],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03045949,"threshold_uncertainty_score":0.0605644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03003753131542661,"score_gpt":0.2092948679835352,"score_spread":0.1792573366681086,"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."}}