{"id":"W2074018878","doi":"10.5194/adgeo-23-25-2010","title":"Operational forecasting of a snowfall event over the Greater Athens Area","year":2010,"lang":"en","type":"article","venue":"Advances in geosciences","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snow; Environmental science; Climatology; Meteorology; Event (particle physics); Arctic; Humidity; Entrainment (biomusicology); Atmospheric sciences; Physical geography; Geography; Geology; Oceanography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005079645,0.00007395587,0.00009887844,0.00005022508,0.0001891888,0.00003040571,0.0003084063,0.00002780503,0.00233755],"category_scores_gemma":[0.0001914427,0.00003787607,0.0000328785,0.000286487,0.0003631641,0.0004095459,0.00001546242,0.0001245675,0.00001037899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001218601,"about_ca_system_score_gemma":0.00002786712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000312485,"about_ca_topic_score_gemma":0.007378005,"domain_scores_codex":[0.9991024,0.00003922808,0.0002164528,0.0001869806,0.000254447,0.0002005289],"domain_scores_gemma":[0.999343,0.0003922599,0.00007371115,0.0001212905,0.00002826449,0.00004141547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007003207,0.00001142491,0.9235311,0.000002441045,0.000001150025,0.000001260579,0.0004360881,0.05660544,0.0000688291,0.001239182,0.00000425999,0.01809182],"study_design_scores_gemma":[0.0001000125,0.00007883236,0.843188,0.00000575049,0.000002263317,0.00000427176,0.000125818,0.1328408,0.00002140022,0.0168951,0.006661628,0.00007615868],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908587,0.0002580319,0.0002303689,0.0001966632,0.0003643197,0.0001060209,0.00002252425,0.000006510436,0.00795685],"genre_scores_gemma":[0.9982883,0.00002920955,0.001370384,0.0001782375,0.00005287983,0.000002290717,0.000007176317,7.609526e-7,0.00007078249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08034313,"threshold_uncertainty_score":0.9985744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02820439029596209,"score_gpt":0.2539880013741963,"score_spread":0.2257836110782342,"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."}}