{"id":"W7132874208","doi":"","title":"A Line-of-Sight Light Antennation Measurement for Droplet sizing (LADS)","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sizing; Light scattering; Wavelet; Filter (signal processing); Attenuation; Particle (ecology); Scattering; Field (mathematics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005638835,0.0007028905,0.0008115282,0.0005368971,0.0001379348,0.0001408542,0.0002747822,0.0006223911,0.0001859825],"category_scores_gemma":[0.00009323112,0.0007483065,0.0005410658,0.0004817804,0.00002005,0.0001165636,0.00001839058,0.0005425955,0.00007755982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004166368,"about_ca_system_score_gemma":0.0002311191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001537027,"about_ca_topic_score_gemma":0.001168504,"domain_scores_codex":[0.9969906,0.00002880434,0.000938511,0.0006620161,0.0007959215,0.0005842138],"domain_scores_gemma":[0.9984447,0.0001028797,0.00009157125,0.0004133192,0.0007981814,0.0001492851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002585213,0.0001639707,0.00001138504,0.0189032,0.001009237,0.0000117821,0.02987301,0.008177435,0.9117468,0.02578653,0.0007002522,0.003357902],"study_design_scores_gemma":[0.001442207,0.0006249968,0.0001669827,0.006862909,0.0015519,0.00000627102,0.002286885,0.890309,0.07265096,0.001288378,0.0213279,0.00148165],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2569245,0.109899,0.5449483,0.00932288,0.0261005,0.01008346,0.0004284852,0.001034376,0.04125853],"genre_scores_gemma":[0.9868209,0.00253062,0.001929797,0.00001968504,0.0005853453,0.0002944045,0.0005758225,0.000332493,0.006910895],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8821315,"threshold_uncertainty_score":0.9994968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03003262695068318,"score_gpt":0.3031844542930702,"score_spread":0.2731518273423871,"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."}}