{"id":"W4388585211","doi":"10.5194/amt-2023-215","title":"Radiative closure tests of collocated hyperspectral microwave and infrared radiometers","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Calibration and Measurement Techniques","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; McGill University","funders":"Fonds de recherche du Québec – Nature et technologies; Canadian Space Agency; Canada Foundation for Innovation; European Space Agency; Université du Québec à Montréal; McGill University","keywords":"Zenith; Radiance; Nadir; Remote sensing; Radiometer; Hyperspectral imaging; Microwave radiometer; Water vapor; Environmental science; Radiative transfer; Brightness temperature; Sky; Optics; Meteorology; Brightness; Physics; Geography; Satellite","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":[0.002929147,0.0006526037,0.0005869271,0.0006376754,0.0005671965,0.0005424696,0.001063235,0.0009750359,0.0004450177],"category_scores_gemma":[0.005956409,0.0002452266,0.0008090487,0.0006195348,0.0005288908,0.001555675,0.001085401,0.0005569864,0.000162167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005630916,"about_ca_system_score_gemma":0.0004677115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00734347,"about_ca_topic_score_gemma":0.003847491,"domain_scores_codex":[0.9979187,0.000403994,0.0001746071,0.0005370362,0.0008060431,0.0001596215],"domain_scores_gemma":[0.9961417,0.001299546,0.0007693589,0.0007989347,0.0008707418,0.0001196501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004436429,0.001528908,0.139156,0.0004090834,0.0007848421,0.0005364335,0.0008851525,0.3174958,0.4110648,0.001405521,0.001180425,0.1211167],"study_design_scores_gemma":[0.0002505566,0.001459173,0.08272891,0.00003225731,0.0001694612,0.000171088,0.0002310233,0.7000511,0.2126708,0.0003162461,0.001803354,0.0001158817],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876045,0.0001613543,0.01103132,0.00002935167,0.00004668913,0.000044222,0.0002307145,0.0003045949,0.0005471765],"genre_scores_gemma":[0.990804,0.00003550904,0.00852493,0.00001974443,0.000009591844,0.00004207235,0.0003723664,0.00003686442,0.0001549578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00734347,"threshold_uncertainty_score":0.01549101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03386475925624445,"score_gpt":0.2471742814102518,"score_spread":0.2133095221540073,"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."}}