{"id":"W4402058966","doi":"10.1061/9780784485590.004","title":"Kingstown Port Modernization—Working around a Crumbling Sewer Outfall","year":2024,"lang":"en","type":"article","venue":"","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Outfall; Port (circuit theory); Modernization theory; Marine engineering; Engineering; Environmental science; Environmental engineering; Electrical engineering; Political science; Law","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":[0.00005827583,0.0001353113,0.0001169586,0.0001939702,0.00004157734,0.0002049489,0.00007483706,0.00006076822,0.000337698],"category_scores_gemma":[0.000009632666,0.000122975,0.0000779259,0.0004319696,0.00000923219,0.0001693898,0.00001282638,0.000134249,0.0000940012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006137344,"about_ca_system_score_gemma":0.000009488514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001648167,"about_ca_topic_score_gemma":0.00000966581,"domain_scores_codex":[0.9993454,0.000003576623,0.0001779913,0.0001603566,0.0001397936,0.0001728493],"domain_scores_gemma":[0.9997621,0.00002458267,0.000006805034,0.0001275156,0.00002124897,0.0000577042],"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":[3.816266e-7,0.000001047438,0.00013129,0.00004197987,0.00009129654,0.000007629058,0.0001747619,0.9803834,0.001147183,0.004113383,0.0008429828,0.01306466],"study_design_scores_gemma":[0.00003884212,0.000002333961,0.0001188896,0.00004227167,0.00002753707,0.000009783313,0.00006907377,0.9824769,0.001014002,0.0002380071,0.01579347,0.0001688249],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02686616,0.0006921287,0.9503505,0.0001447877,0.0007769556,0.00004398595,0.000001300552,0.002417762,0.01870643],"genre_scores_gemma":[0.9951914,0.00003940679,0.002555428,0.00005441198,0.0002103997,0.000005276516,0.00001844019,0.00004419225,0.001881075],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9683252,"threshold_uncertainty_score":0.5014774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424376980477467,"score_gpt":0.2192513035346652,"score_spread":0.2050075337298906,"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."}}