{"id":"W1733606568","doi":"10.1139/l11-036","title":"Comparative testing of numerical models of river ice jams","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Beekeepers' Association; University of Alberta; Alberta Energy; Manitoba Hydro; KGS Group (Canada)","funders":"","keywords":"Mode (computer interface); Environmental science; Computation; Computer science; Meteorology; Geology; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.006113705,0.002030632,0.001429676,0.002312731,0.001154498,0.002515305,0.002758929,0.002500596,0.001713807],"category_scores_gemma":[0.02336015,0.0009198976,0.001704132,0.001445103,0.001989384,0.00212174,0.002448933,0.001697634,0.0003580154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00334496,"about_ca_system_score_gemma":0.001785766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04046745,"about_ca_topic_score_gemma":0.01502688,"domain_scores_codex":[0.9961875,0.001729673,0.0005468994,0.0004886136,0.0006379476,0.0004093465],"domain_scores_gemma":[0.9685835,0.0237195,0.001688678,0.001722716,0.003332228,0.0009535219],"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":[0.000756977,0.0006679295,0.008874862,0.0000971961,0.0001024888,0.00007260384,0.0002554271,0.9792659,0.001171587,0.001875643,0.0003582478,0.006501169],"study_design_scores_gemma":[0.00009262673,0.0004535136,0.001592926,0.00001582965,0.00002594007,0.00001111623,0.00009053748,0.99585,0.001245987,0.0003906612,0.0001989931,0.00003187712],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790132,0.0003089034,0.01203447,0.0003401767,0.0001136227,0.0001815877,0.0005762004,0.0005232666,0.006908535],"genre_scores_gemma":[0.9920357,0.0001317688,0.00639936,0.00004643647,0.00002120159,0.0001056648,0.0004209929,0.00006636872,0.0007724746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04046745,"threshold_uncertainty_score":0.08046377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03439456899214326,"score_gpt":0.1856259682983388,"score_spread":0.1512313993061956,"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."}}