{"id":"W3096644212","doi":"10.1002/we.2583","title":"Characterization of offshore vertical wind shear conditions in Southern New England","year":2020,"lang":"en","type":"article","venue":"Wind Energy","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Offshore wind power; Submarine pipeline; Geology; Shear (geology); Marine engineering; Geotechnical engineering; Engineering; Aerospace engineering; Petrology; Turbine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002373325,0.00007217324,0.000115867,0.00001339512,0.00003305612,0.00000602474,0.00007528441,0.00003929156,0.00115479],"category_scores_gemma":[0.00001374612,0.00006406681,0.00002689299,0.000150391,0.00007262028,0.00007142396,0.00006323672,0.00004553962,0.00009879079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001559422,"about_ca_system_score_gemma":0.00000824156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003374054,"about_ca_topic_score_gemma":0.0001084663,"domain_scores_codex":[0.9994463,0.00002060344,0.0001365455,0.0001472148,0.0001217427,0.0001275402],"domain_scores_gemma":[0.9998168,0.00001271302,0.00001750671,0.0000652189,0.000002510014,0.00008522501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001228582,0.0002542116,0.1917864,0.0000223972,0.00004818356,0.0000338706,0.02816238,0.008593978,0.7501385,0.0008330496,0.002670491,0.01733363],"study_design_scores_gemma":[0.002914508,0.0003060632,0.8604076,0.00006073112,0.00003705857,0.000004763018,0.001371331,0.006544231,0.03213545,0.000698834,0.09499506,0.0005243679],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961321,0.000007662348,0.0001736811,0.002001816,0.0000343722,0.00002694452,0.00001873975,0.00001254393,0.001592093],"genre_scores_gemma":[0.9988793,0.000007125355,0.0000359841,0.0005830717,0.0001478842,8.801219e-7,0.00003142198,0.000007106547,0.0003072902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7180031,"threshold_uncertainty_score":0.9997583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01116441799968394,"score_gpt":0.1992528227868572,"score_spread":0.1880884047871733,"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."}}