{"id":"W4401904260","doi":"10.2139/ssrn.4938665","title":"Characterization of Atmospheric and Wind Farm Turbulence","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Aeolian processes and effects","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Turbulence; Atmospheric turbulence; Environmental science; Characterization (materials science); Meteorology; Atmospheric sciences; Geography; Physics; Optics","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":[0.0001765415,0.0001817765,0.0002643107,0.00107885,0.0002604319,0.0005361668,0.0001487231,0.0003134703,0.001097228],"category_scores_gemma":[0.0003892595,0.0001458541,0.0001411781,0.0007746684,0.0002233222,0.0004093235,0.0002253119,0.000249046,0.0002027805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002065918,"about_ca_system_score_gemma":0.0002216528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003190247,"about_ca_topic_score_gemma":0.003336604,"domain_scores_codex":[0.9998987,0.00001230501,0.000006574398,0.00003257229,0.00002522925,0.00002458737],"domain_scores_gemma":[0.9997759,0.00006645451,0.00002721112,0.00002829393,0.00005898863,0.00004309753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001453817,0.0004119498,0.4400921,0.0001745232,0.0001562996,0.0004382971,0.0003924271,0.03809344,0.4375955,0.002832376,0.001034908,0.07732438],"study_design_scores_gemma":[0.00003269802,0.0001662602,0.8838071,0.000008667774,0.00003113376,0.0001261466,0.0001183305,0.09748976,0.0167501,0.0005397082,0.0008995966,0.0000305248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937586,0.0001213179,0.003572195,0.00002242462,0.00001061587,0.00001068626,0.0004454633,0.00007396333,0.001984742],"genre_scores_gemma":[0.9982444,0.00005177356,0.000787071,0.000005276654,0.00000557466,0.000003769314,0.000488556,0.00001156467,0.0004020291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003190247,"threshold_uncertainty_score":0.006343365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004426239537249543,"score_gpt":0.1953314319884251,"score_spread":0.1909051924511755,"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."}}