{"id":"W4286539728","doi":"10.2139/ssrn.4167738","title":"The Simulation of Ice Jam Profiles in Multi-Channel Systems Using a One-Dimensional Network Model","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Channel (broadcasting); Computer science; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001364741,0.0001020222,0.0001547008,0.0001099591,0.0003521533,0.00002017038,0.0001913726,0.00005086775,5.195276e-7],"category_scores_gemma":[0.00004895986,0.00008647993,0.00004655674,0.0002508991,0.00002271768,0.00006365858,0.00006287537,0.001326445,4.879467e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008268915,"about_ca_system_score_gemma":0.0003200062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006985742,"about_ca_topic_score_gemma":0.00009793765,"domain_scores_codex":[0.9983543,0.00006419447,0.0003023866,0.00008941894,0.0002350489,0.0009546943],"domain_scores_gemma":[0.9995878,0.0001299295,0.0001013,0.0001257628,0.00004039658,0.00001479181],"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":[0.00002366052,0.0000174104,0.00008513841,0.000009323722,0.00004253285,8.425886e-7,0.0000901165,0.9945675,0.0003825119,0.00405597,0.00001110246,0.0007138561],"study_design_scores_gemma":[0.0002999358,0.00005542949,0.00002114243,0.0000455058,0.00001194929,0.00004347258,0.001165529,0.9842217,0.0001623712,0.01387091,0.00001018494,0.00009189032],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6154094,0.004583682,0.3792604,0.00005229626,0.0003074019,0.0001966821,0.000002772451,0.0001597641,0.00002759642],"genre_scores_gemma":[0.9993175,0.0001847356,0.0003517194,0.000004548278,0.00005778153,0.00001032854,0.000001266133,0.00002463957,0.00004747276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3839081,"threshold_uncertainty_score":0.576282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.027740743322159,"score_gpt":0.2469779182822181,"score_spread":0.2192371749600591,"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."}}