{"id":"W4394953559","doi":"10.1364/ao.520976","title":"Comparative analysis of <i>C</i> <i>n</i>2 estimation methods for sonic anemometer data","year":2024,"lang":"en","type":"article","venue":"Applied Optics","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada","funders":"Defence Research and Development Canada; U.S. Department of Defense","keywords":"Anemometer; Scintillometer; Turbulence; Physics; Optics; Acoustics; Remote sensing; Meteorology; Geology","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":[0.0003320921,0.0001343215,0.0003864579,0.000148536,0.00005800194,0.00006575399,0.0001782406,0.00003145523,0.00002790129],"category_scores_gemma":[0.000003849647,0.000122862,0.000115334,0.0005266475,0.00005592581,0.00009373693,0.0001045919,0.00008681272,0.000006531452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001219938,"about_ca_system_score_gemma":0.00004106558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001129443,"about_ca_topic_score_gemma":0.000001488179,"domain_scores_codex":[0.9991438,0.00001811479,0.0002736204,0.0003129822,0.00008610825,0.0001654004],"domain_scores_gemma":[0.9989051,0.0004621267,0.00009141952,0.0004401082,0.00006206871,0.00003912895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003135164,0.0001126153,0.00006884615,0.00006387706,0.005053641,3.753799e-7,0.0009440788,0.02927656,0.01185708,0.8284733,0.0009825408,0.1231357],"study_design_scores_gemma":[0.0001260902,0.00001955738,0.00004407194,0.00001084858,0.00199642,8.789883e-8,0.0002783918,0.9771385,0.006177031,0.01045645,0.003609073,0.0001434317],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005630923,0.0001053611,0.9816835,0.00003691583,0.0000933273,0.0002508436,0.0003435122,0.00002225543,0.01183339],"genre_scores_gemma":[0.5479357,0.00000153121,0.4512292,0.00001187217,0.00005158599,0.000007228768,0.0006884363,0.000008976226,0.00006551133],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.947862,"threshold_uncertainty_score":0.5010167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06507865813923168,"score_gpt":0.38953784916225,"score_spread":0.3244591910230183,"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."}}