{"id":"W2034102848","doi":"10.1061/(asce)hy.1943-7900.0000818","title":"Discussion of “Pressure Surges Following Sudden Air Pocket Entrapment in Storm-Water Tunnels” by Jose G. Vasconcelos and Gabriel M. Leite","year":2014,"lang":"en","type":"article","venue":"Journal of Hydraulic Engineering","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Entrapment; Storm surge; Storm; Environmental science; Hydrology (agriculture); Geology; Geotechnical engineering; Oceanography; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003519533,0.0003332356,0.0003004983,0.000753644,0.004344345,0.002571593,0.002205815,0.01328412,0.003537046],"category_scores_gemma":[0.0142306,0.0002932568,0.0007751594,0.0008636893,0.003093395,0.002087848,0.001841954,0.00488072,0.0007116416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001110063,"about_ca_system_score_gemma":0.002035841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008513002,"about_ca_topic_score_gemma":0.009346235,"domain_scores_codex":[0.9990234,0.0003822102,0.00008566869,0.0001340937,0.0002449913,0.0001296811],"domain_scores_gemma":[0.9962037,0.00269728,0.0002993436,0.00008929399,0.000525996,0.000184307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004713299,0.00008891968,0.008831391,0.001035766,0.00008123097,0.02597396,0.02183115,0.003817392,0.003526311,0.03784208,0.8502354,0.04626506],"study_design_scores_gemma":[0.00006057625,0.0001653777,0.0147753,0.001026549,0.00004365495,0.004336431,0.02371271,0.002118343,0.001916905,0.009315454,0.9424257,0.0001029834],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.044637,0.01186421,0.004920336,0.8448002,0.06546109,0.00009296452,0.0002877498,0.0001985325,0.02773788],"genre_scores_gemma":[0.5743569,0.01815847,0.002239116,0.2678195,0.1149844,0.0001455463,0.0002606252,0.0001713295,0.02186412],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01328412,"threshold_uncertainty_score":0.01861328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002545308581761259,"score_gpt":0.1733951436034167,"score_spread":0.1708498350216554,"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."}}