{"id":"W2156022083","doi":"10.1061/(asce)cr.1943-5495.0000046","title":"Canadian Geophysical Union Hydrology Section Committee on River Ice Processes and the Environment: Brief History","year":2012,"lang":"en","type":"article","venue":"Journal of Cold Regions Engineering","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact; Environment and Climate Change Canada","funders":"","keywords":"Section (typography); Hydrology (agriculture); Geology; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002062329,0.00006527633,0.0001013928,0.00008859817,0.00007544176,0.000009158021,0.00006579496,0.00004199819,0.000117225],"category_scores_gemma":[0.00001888604,0.0000447367,0.00002834276,0.00004984883,0.00006007845,0.0001585955,0.000003362476,0.0001846902,0.000008872261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004248308,"about_ca_system_score_gemma":0.000033705,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0130787,"about_ca_topic_score_gemma":0.01561609,"domain_scores_codex":[0.9995694,0.00003359151,0.0001002344,0.00004251546,0.00009149734,0.0001627972],"domain_scores_gemma":[0.9995647,0.0001601738,0.00005991898,0.00005720512,0.00001310631,0.00014488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007222146,0.0003849022,0.728551,0.0005974733,0.0005782237,0.000278056,0.03581956,0.1194561,0.002581282,0.01172927,0.08794129,0.01136071],"study_design_scores_gemma":[0.0006454011,0.0001318601,0.2114116,0.00004039898,0.00004541309,0.0002364381,0.000077335,0.004500584,0.00003371694,0.00002878033,0.7827271,0.0001214343],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894952,0.005016248,0.0001980119,0.002507474,0.001200002,0.0001030621,0.00003117373,0.000008769756,0.001440073],"genre_scores_gemma":[0.9985034,0.0005553543,0.00002007652,0.0002574986,0.0005115963,4.326566e-7,0.000008250719,0.000002974452,0.0001403867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6947858,"threshold_uncertainty_score":0.9934933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01401360174274159,"score_gpt":0.1698890700675225,"score_spread":0.1558754683247809,"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."}}