{"id":"W2037286338","doi":"10.1080/00221686.2008.9521944","title":"Uncertainty assessment: Application to the shoreline","year":2008,"lang":"en","type":"article","venue":"Journal of Hydraulic Research","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Army Corps of Engineers; Canada Excellence Research Chairs, Government of Canada","keywords":"Shore; Geology; Hydrology (agriculture); Geotechnical engineering; Oceanography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003554441,0.000808985,0.0008513753,0.002412969,0.0009393749,0.001878103,0.0009682701,0.001321007,0.002026542],"category_scores_gemma":[0.02648226,0.0003736132,0.0009386292,0.001589833,0.001036929,0.001557172,0.001931625,0.001317701,0.0001554244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003442,"about_ca_system_score_gemma":0.001489283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008570923,"about_ca_topic_score_gemma":0.004441089,"domain_scores_codex":[0.9982916,0.0008310178,0.00007815901,0.0002086506,0.0005260578,0.00006456152],"domain_scores_gemma":[0.986007,0.011765,0.000800522,0.0002964608,0.0009566276,0.0001743074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00003363783,0.00002047246,0.003487019,0.00008287672,0.00008076455,0.0001932995,0.0001882411,0.8808966,0.0005718373,0.02671234,0.0004196964,0.08731328],"study_design_scores_gemma":[0.000005617987,0.0000247881,0.0006389805,0.00003194267,0.00001275852,0.00006617141,0.00005784457,0.9468212,0.0004069459,0.050835,0.001076626,0.00002212505],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02148849,0.0003490093,0.9749394,0.0003661921,0.00002226119,0.00005200707,0.0001115951,0.000240522,0.002430542],"genre_scores_gemma":[0.6595823,0.0006952496,0.338082,0.00007418322,0.00009954608,0.0001278157,0.0001510136,0.00009739964,0.001090498],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008570923,"threshold_uncertainty_score":0.01879787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04577887453543723,"score_gpt":0.3407219779129041,"score_spread":0.2949431033774669,"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."}}