{"id":"W4403133042","doi":"10.1175/bams-d-23-0284.1","title":"World Meteorological Organization (WMO)-Accredited Infrastructure to Support Operational Climate Prediction","year":2024,"lang":"en","type":"article","venue":"Bulletin of the American Meteorological Society","topic":"Space exploration and regulation","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Accreditation; Environmental science; Meteorology; Climatology; Geography; Political science; Geology","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":[0.0003461687,0.000191861,0.000279036,0.00004268563,0.0002284932,0.00008923475,0.000261041,0.00006171659,0.006655133],"category_scores_gemma":[0.00006224466,0.0001171303,0.0002622699,0.001079449,0.0002902522,0.000050792,0.0002014641,0.0002594976,0.0001211329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000550221,"about_ca_system_score_gemma":0.00005332528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002830608,"about_ca_topic_score_gemma":9.502092e-7,"domain_scores_codex":[0.9985113,0.0001699563,0.0003546017,0.000368256,0.0003384974,0.0002573993],"domain_scores_gemma":[0.9992334,0.0001344739,0.0001637731,0.0002231178,0.0001476885,0.00009760563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001788034,0.0002964491,0.1609364,0.00004000552,0.0005367059,0.000001667729,0.001292314,0.01947402,0.03881688,0.05675047,0.6957452,0.02593113],"study_design_scores_gemma":[0.0006195395,0.0008584363,0.5082777,0.00004074512,0.0002194618,0.000006718672,0.001390774,0.006787114,0.007111219,0.002887995,0.4712764,0.0005239514],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9459068,0.00002425673,0.02400101,0.02628076,0.000767551,0.0005713376,0.0002361038,0.0002605996,0.001951576],"genre_scores_gemma":[0.9889022,0.000009466708,0.007438201,0.002234328,0.0005730859,0.00003699077,0.0001948409,0.00002103019,0.0005898922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3473413,"threshold_uncertainty_score":0.9942529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00853459510532207,"score_gpt":0.2421914237014842,"score_spread":0.2336568285961622,"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."}}