{"id":"W2145921235","doi":"10.1139/l02-042","title":"Climatic change and river ice breakup","year":2003,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breakup; Environmental science; Climate change; Climatology; Precipitation; Greenhouse gas; Hydrology (agriculture); Geology; Geography; Meteorology; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001958518,0.0000708845,0.0001087211,0.0001212789,0.00006202314,0.00002771995,0.00006890296,0.00003073713,0.0006716736],"category_scores_gemma":[0.00008164926,0.00006306414,0.00002831277,0.00008689828,0.00003442089,0.0002016959,9.734532e-7,0.0001318065,0.000009749538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009554923,"about_ca_system_score_gemma":0.0001175431,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002853923,"about_ca_topic_score_gemma":0.1147122,"domain_scores_codex":[0.9995102,0.00001224503,0.0001339553,0.00005029535,0.00007516484,0.0002180822],"domain_scores_gemma":[0.9994196,0.0000527631,0.00004738237,0.00004702513,0.00002762536,0.0004056176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006168586,0.000005121685,0.9558234,0.0001834252,0.00009249421,0.0006613249,0.005215575,0.01562787,0.00001116752,0.00238765,0.0005002435,0.01948562],"study_design_scores_gemma":[0.0005455787,0.0001673186,0.8950173,0.0002599959,0.00007284167,0.002606119,0.0006410819,0.04769252,0.00000504195,0.0009753345,0.05161578,0.0004010659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791867,0.002822791,0.004533911,0.0004414706,0.001382699,0.0001140777,0.000032449,0.00001226811,0.01147368],"genre_scores_gemma":[0.9987112,0.00007561495,0.0009459655,0.0001429896,0.0000899433,8.71085e-8,0.000001369003,0.000003306837,0.00002954687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1118583,"threshold_uncertainty_score":0.901442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01174377449516455,"score_gpt":0.1631183852020442,"score_spread":0.1513746107068796,"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."}}