{"id":"W2075198834","doi":"10.4031/002533207787442376","title":"Architecture of a Community Infrastructure for Predicting and Analyzing Coastal Inundation","year":2007,"lang":"en","type":"article","venue":"Marine Technology Society Journal","topic":"Tropical and Extratropical Cyclones Research","field":"Earth and Planetary Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"National Oceanic and Atmospheric Administration","keywords":"Cyberinfrastructure; Interoperability; Computer science; Workflow; Service-oriented architecture; Architecture; Web service; World Wide Web; Systems engineering; Engineering; Data science","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":[0.002276193,0.0006638888,0.0006550854,0.002794624,0.00213271,0.002313787,0.002684002,0.001324086,0.003741347],"category_scores_gemma":[0.004016898,0.0005185234,0.0008074525,0.003141598,0.0007933306,0.002621331,0.003564776,0.001125166,0.00168756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001815307,"about_ca_system_score_gemma":0.007005865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05409776,"about_ca_topic_score_gemma":0.0395561,"domain_scores_codex":[0.9986657,0.0002627637,0.00009168167,0.0003187624,0.0004745036,0.0001865961],"domain_scores_gemma":[0.9972051,0.0002874667,0.0001328407,0.0005418424,0.001254502,0.0005782831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009793154,0.002912371,0.09321602,0.0004493422,0.000550115,0.001308304,0.003224812,0.2494166,0.02575208,0.05407659,0.05223894,0.5158756],"study_design_scores_gemma":[0.0001332175,0.0001900965,0.008149497,0.00004142733,0.00009083222,0.000136661,0.0006073804,0.9363087,0.005179656,0.01843783,0.0306232,0.0001015943],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1536712,0.0002361003,0.7738203,0.001873454,0.0001354945,0.002055199,0.002682962,0.04142449,0.02410077],"genre_scores_gemma":[0.5795723,0.0001734456,0.4037041,0.0002230182,0.00006137472,0.001020633,0.008103661,0.0005481363,0.00659335],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05409776,"threshold_uncertainty_score":0.1075658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00977108115786715,"score_gpt":0.2501411053386645,"score_spread":0.2403700241807974,"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."}}