{"id":"W2064835592","doi":"10.1175/jtech-d-13-00115.1","title":"Quantification of the Effects of Shattering on Airborne Ice Particle Measurements","year":2013,"lang":"en","type":"article","venue":"Journal of Atmospheric and Oceanic Technology","topic":"Atmospheric aerosols and clouds","field":"Environmental Science","cited_by":121,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"National Oceanic and Atmospheric Administration; Transport Canada; Federal Aviation Administration; National Aeronautics and Space Administration","keywords":"Instrumentation (computer programming); Particle (ecology); Spectrometer; Remote sensing; Environmental science; Ice crystals; Characterization (materials science); Materials science; Optics; Physics; Geology; Computer science","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":[0.0001459159,0.00008632013,0.0001951552,6.643813e-7,0.00004753076,0.000005146008,0.0002679632,0.00007733059,0.000159118],"category_scores_gemma":[0.0001050786,0.00005445508,0.00005465416,0.0002991883,0.0002528746,0.00009235737,0.000102761,0.0001310231,0.000009699483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003976027,"about_ca_system_score_gemma":0.000009721026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002774181,"about_ca_topic_score_gemma":0.000001717085,"domain_scores_codex":[0.9991513,0.00002975434,0.0003476064,0.0001038835,0.0002319071,0.0001355039],"domain_scores_gemma":[0.9992012,0.00004262571,0.0004843228,0.0002044789,0.00003146104,0.00003593651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003224581,0.0002347784,0.4482034,0.00005481521,0.00005688202,0.000002008614,0.0002156909,0.000368637,0.4768644,0.0004398147,0.0007579135,0.0727694],"study_design_scores_gemma":[0.0005392086,0.000688493,0.8475403,0.0001035898,0.00004415794,0.00002390464,0.0003061641,0.0008481512,0.1488232,0.0007573835,0.0002391062,0.00008635539],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975045,0.0002993181,0.001177736,0.0005894221,0.0001304585,0.000131637,1.260336e-7,0.000007950819,0.0001588872],"genre_scores_gemma":[0.9975923,0.00006843478,0.002176111,0.00007730517,0.000009749343,0.000002290972,1.923572e-8,0.000007448623,0.00006634977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3993368,"threshold_uncertainty_score":0.2220614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00756027944695367,"score_gpt":0.201165688212821,"score_spread":0.1936054087658673,"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."}}