{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009896085,0.0003346947,0.0001875744,0.0009276218,0.000235877,0.0006257488,0.0003013041,0.0002614524,0.0007110047],"category_scores_gemma":[0.00170452,0.0001240635,0.0003696189,0.001192105,0.0001329301,0.0003862383,0.0003296445,0.0001824116,0.0001503327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008576722,"about_ca_system_score_gemma":0.0009679607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.158319,"about_ca_topic_score_gemma":0.2350739,"domain_scores_codex":[0.9997261,0.0000631658,0.0000330162,0.00006521447,0.00007217882,0.00004029201],"domain_scores_gemma":[0.9990541,0.0001492375,0.0001176717,0.0001412724,0.0004848748,0.00005284796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002743847,0.00005059238,0.83345,0.0001838528,0.0002447868,0.0004326944,0.0002285177,0.1214888,0.005269706,0.000705762,0.002621564,0.03504926],"study_design_scores_gemma":[0.00002590624,0.00003392951,0.8347189,0.00008023661,0.00005403028,0.00005500416,0.0003352758,0.1575544,0.001948527,0.0002321296,0.004933651,0.0000280974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818134,0.0002633934,0.004494265,0.00009468354,0.00002007698,0.00003428661,0.01141317,0.0001789486,0.001687716],"genre_scores_gemma":[0.984841,0.00007494611,0.005027016,0.00001615618,0.000004986327,0.00002213133,0.00972551,0.00001627308,0.0002720208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.158319,"threshold_uncertainty_score":0.314795,"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."}}