{"id":"W4392653443","doi":"10.5194/egusphere-egu24-18904","title":"Use of EarthCARE products within the EUMETSAT validation facility for Level 2 Cloud products  ","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cloud computing; Business; Environmental science; Environmental economics; Computer science; Economics; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002155591,0.0004279854,0.0005314275,0.0001213011,0.0001547461,0.0009168877,0.001745417,0.0002492706,0.000003671811],"category_scores_gemma":[0.001072058,0.0002871245,0.0002106127,0.0006350133,0.00009392342,0.0001943195,0.00232219,0.0006222022,0.00007500592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006796083,"about_ca_system_score_gemma":0.0007566767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004513639,"about_ca_topic_score_gemma":0.0000590497,"domain_scores_codex":[0.996264,0.0003719546,0.0008825808,0.001488726,0.0006345885,0.0003581675],"domain_scores_gemma":[0.9951066,0.0002787473,0.0005108166,0.002711571,0.001323305,0.00006895749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000185751,0.0008144482,0.001559598,0.03168405,0.002134004,0.00001457358,0.03041206,0.2232985,0.005915638,0.3010794,0.357135,0.04576694],"study_design_scores_gemma":[0.001056826,0.0005001142,0.00311628,0.003612115,0.0005750525,0.0001420381,0.0002792104,0.1833002,0.1049642,0.1008617,0.5973357,0.00425663],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1291514,0.0007392478,0.8396785,0.009914896,0.0132607,0.004434875,0.00178714,0.0007758211,0.0002574824],"genre_scores_gemma":[0.9287111,0.000004353072,0.06060844,0.00006595062,0.0006230976,0.0001314736,0.0006959427,0.00002271232,0.00913694],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7995597,"threshold_uncertainty_score":0.9999581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2027817014683549,"score_gpt":0.3080333165710031,"score_spread":0.1052516151026482,"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."}}