{"id":"W4224014502","doi":"10.1017/9781108767262","title":"The Global Cryosphere","year":2022,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Cryosphere; Permafrost; Glacier; Sea ice; Climatology; Physical geography; Snow; Environmental science; Geology; Geography; Oceanography; Geomorphology","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":[0.0003169393,0.001119536,0.0004896473,0.001037323,0.000726689,0.003220654,0.0005254856,0.0007697578,0.06879029],"category_scores_gemma":[0.0006816533,0.0002219848,0.0002696884,0.002764617,0.0008102696,0.002550733,0.001321563,0.001470416,0.0440017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001652851,"about_ca_system_score_gemma":0.001882995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01037465,"about_ca_topic_score_gemma":0.01168612,"domain_scores_codex":[0.9998242,0.00002362707,0.000006268609,0.00003864832,0.00008897564,0.00001822729],"domain_scores_gemma":[0.9998542,0.00001825865,0.00001287427,0.00002515914,0.00006386951,0.00002555454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001027772,0.000005266053,0.0002561249,0.0001917934,0.000009700379,0.00003570723,0.0001877762,0.0001984923,0.0003558008,0.03274479,0.8252702,0.140734],"study_design_scores_gemma":[7.139731e-7,0.000001775669,0.0001913924,0.00005345744,9.13655e-7,0.00001706923,0.0000148188,0.00000939791,0.00001227444,0.001580302,0.9981169,9.627139e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009443862,0.1743874,0.001895756,0.01104004,0.01145635,0.00007308787,0.0069243,0.0006385068,0.79264],"genre_scores_gemma":[0.01325324,0.1225598,0.003999505,0.005872862,0.003865091,0.0001890529,0.006982968,0.000421752,0.8428557],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06879029,"threshold_uncertainty_score":0.2301264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0177070390561448,"score_gpt":0.1827417474666537,"score_spread":0.1650347084105089,"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."}}