{"id":"W4417182360","doi":"10.5194/wes-10-2965-2025","title":"Wind dataset assessment and energy estimation for potential future offshore wind farm development areas on the Scotian Shelf","year":2025,"lang":"en","type":"article","venue":"Wind energy science","topic":"Wind Energy Research and Development","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography","funders":"Fisheries and Oceans Canada","keywords":"Offshore wind power; Wind power; Turbine; Wind speed; Submarine pipeline; Renewable energy; Production (economics); Sea breeze","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006055566,0.000278758,0.0001935821,0.0003209471,0.0007795622,0.0003225665,0.000585642,0.00009653061,0.00003486459],"category_scores_gemma":[0.00002934294,0.0002060253,0.00003620787,0.0006837447,0.0002730775,0.000266475,0.0001999734,0.0001544908,0.000003367395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002905287,"about_ca_system_score_gemma":0.0006711617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005836083,"about_ca_topic_score_gemma":0.0001407429,"domain_scores_codex":[0.9978241,0.00003111775,0.0002964358,0.0005192752,0.0006717968,0.0006572621],"domain_scores_gemma":[0.9991463,0.00008094885,0.00003906915,0.0004209631,0.0000897949,0.0002229382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000847205,0.0001684958,0.0005942561,0.00009676071,0.0002229316,0.00002606636,0.0004145512,0.4646651,0.005261147,0.1832968,0.04202889,0.3031403],"study_design_scores_gemma":[0.001053754,0.0001322411,0.05618349,0.0002090819,0.00003052398,0.0000200949,0.0005222999,0.2051022,0.02395192,0.002185762,0.7097949,0.0008136519],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6670306,0.001880822,0.2649821,0.01270117,0.00908344,0.001108577,0.0008540766,0.0007673926,0.04159184],"genre_scores_gemma":[0.9915767,0.00009668898,0.006086226,0.00067959,0.0001921576,0.00004243242,0.0004909029,0.00002215836,0.0008131801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.667766,"threshold_uncertainty_score":0.8401468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0096509266321891,"score_gpt":0.2555178466259708,"score_spread":0.2458669199937817,"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."}}