{"id":"W2103585160","doi":"10.1175/2008bams2412.1","title":"REFRACTT 2006","year":2008,"lang":"en","type":"article","venue":"Bulletin of the American Meteorological Society","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Thunderstorm; Environmental science; Radar; Meteorology; Weather radar; Moisture; Weather forecasting; Dropsonde; Weather Research and Forecasting Model; Precipitation; National weather service; Remote sensing; Data assimilation; Geology; Geography; Computer science; Tropical cyclone","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004053361,0.0001451499,0.0003509474,0.00001036954,0.0003724751,0.000007371446,0.000523963,0.00006354214,0.009509423],"category_scores_gemma":[0.0002937885,0.00007580073,0.000415745,0.0003322531,0.001512132,0.00001551223,0.00005377354,0.0002450947,0.0002871892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004503886,"about_ca_system_score_gemma":0.00001912359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001180069,"about_ca_topic_score_gemma":0.0000144461,"domain_scores_codex":[0.998472,0.0002949885,0.0003001155,0.0002670599,0.000336347,0.000329543],"domain_scores_gemma":[0.9985616,0.0006575977,0.0002886452,0.0003318812,0.00004600398,0.0001142662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001576717,0.0001292527,0.8933451,0.00000717812,0.0000906899,0.000006433505,0.0001430136,0.007977846,0.0004679145,0.0002284398,0.08131178,0.0161347],"study_design_scores_gemma":[0.0001469335,0.0002881939,0.8986418,0.000001408243,0.00001551232,0.000009406591,0.00005075134,0.0004559832,0.00003879686,0.001091905,0.09914518,0.0001141839],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981938,0.000327261,0.0001090138,0.003685387,0.00008885893,0.000140747,0.00004130195,0.00004931301,0.01362012],"genre_scores_gemma":[0.9851124,0.0001402187,0.007591894,0.006115427,0.00007740303,0.000001686016,0.000007966739,0.000002803561,0.0009502519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0178334,"threshold_uncertainty_score":0.991396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02369043025883363,"score_gpt":0.2212751797796835,"score_spread":0.1975847495208498,"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."}}