{"id":"W1988991112","doi":"10.1139/l10-022","title":"Discussion of “Smoothed particle hydrodynamics hybrid model of ice-jam formation and release” Appears in Canadian Journal of Civil Engineering, <b>36</b>(7): 1133–1143.","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Smoothed-particle hydrodynamics; Particle (ecology); Geology; Engineering; Computer science; Physics; Mechanics; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003874705,0.0001907982,0.0003739212,0.001092817,0.00004512695,0.0000433135,0.0002126521,0.0001043719,0.00004799289],"category_scores_gemma":[0.0003545985,0.0001805297,0.0001228037,0.0003081213,0.00004148065,0.0006773104,0.000008508481,0.0006118315,5.219539e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000276851,"about_ca_system_score_gemma":0.0005557403,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006333306,"about_ca_topic_score_gemma":0.7095284,"domain_scores_codex":[0.9983996,0.00001139422,0.0009320392,0.00008015325,0.0001733135,0.0004035601],"domain_scores_gemma":[0.9985801,0.00007049157,0.0002262774,0.000183708,0.0002277876,0.0007116353],"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":[0.000005387878,0.000008491565,0.001440104,0.0001147828,0.00003482119,0.00001858637,0.0006228211,0.9740636,0.0226018,0.0007245016,0.00006269426,0.0003023868],"study_design_scores_gemma":[0.0004420326,0.00005369155,0.002900158,0.0003613182,0.00003303094,0.0001459477,0.00006881668,0.9941338,0.001040286,0.0001444015,0.0005018644,0.0001746002],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9432043,0.0003346629,0.05534678,0.00008331917,0.0006277935,0.00009727016,0.0000648542,0.00001030333,0.0002306984],"genre_scores_gemma":[0.9987172,0.00005369934,0.00109059,0.000004583506,0.00006577646,0.000001499088,0.000003935621,0.00004857466,0.0000141189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7031952,"threshold_uncertainty_score":0.9574106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004470517468556357,"score_gpt":0.1782980402269428,"score_spread":0.1738275227583865,"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."}}