{"id":"W7100134426","doi":"","title":"Modeling of River Ice Jams for Flood Forecasting in New Brunswick","year":2015,"lang":"en","type":"article","venue":"","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flood myth; Flooding (psychology); Damages; Hydrology (agriculture); Slush; Transect; Flood forecasting; Hydrograph; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002443262,0.0005563012,0.0003981833,0.0005595229,0.0006781355,0.000895169,0.001100511,0.0006340272,0.001863599],"category_scores_gemma":[0.0007434011,0.0003714329,0.0004845615,0.0007194199,0.0003939921,0.0004015454,0.0005605331,0.0006038374,0.0001354554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004402785,"about_ca_system_score_gemma":0.004420073,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7845085,"about_ca_topic_score_gemma":0.8081865,"domain_scores_codex":[0.9999294,0.00001249754,0.000005616682,0.00001356073,0.00001067647,0.00002819914],"domain_scores_gemma":[0.9998364,0.00005690954,0.00001741443,0.000006851478,0.00006091637,0.00002147745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003973746,0.00002553063,0.01110561,0.00001223191,0.00001825746,0.000122691,0.00003221261,0.9834723,0.0007364767,0.000451132,0.000457127,0.003526575],"study_design_scores_gemma":[0.00001470098,0.000008476404,0.002890287,0.00000558842,0.000007314166,0.000006646319,0.00005378472,0.9961902,0.0002038715,0.000121181,0.0004905495,0.000007389931],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727504,0.0002711118,0.01313106,0.0006520564,0.00006051151,0.00015834,0.001638191,0.0002005689,0.01113777],"genre_scores_gemma":[0.9853796,0.0002653966,0.008027161,0.00007115924,0.00001129587,0.00009177199,0.00112554,0.00003264778,0.004995351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2154915,"threshold_uncertainty_score":0.4335212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05794733083370508,"score_gpt":0.2325916156036976,"score_spread":0.1746442847699925,"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."}}