{"id":"W2050638219","doi":"10.1175/bams-84-12-1741","title":"Climate Research and Seasonal Forecasting for West Africans: Perceptions, Dissemination, and Use?","year":2003,"lang":"en","type":"article","venue":"Bulletin of the American Meteorological Society","topic":"Climate variability and models","field":"Environmental Science","cited_by":160,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Oceanic and Atmospheric Administration; University of Oklahoma","keywords":"Enthusiasm; Quarter (Canadian coin); Geography; Predictability; Climate change; Socioeconomics; Environmental resource management; Environmental science; Economics; Psychology; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.002007476,0.00009873205,0.0001861117,0.000006425502,0.0004808334,0.00003413664,0.0001485372,0.00004984842,0.000604232],"category_scores_gemma":[0.001252711,0.00006475668,0.00009822912,0.0001881827,0.002320994,0.00002951698,0.0003000037,0.0001594728,0.000004918476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005055545,"about_ca_system_score_gemma":0.000004607321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001328336,"about_ca_topic_score_gemma":0.000008351688,"domain_scores_codex":[0.9986439,0.0002700165,0.0001786888,0.0003263217,0.0002442824,0.0003367958],"domain_scores_gemma":[0.997781,0.001820359,0.0001101689,0.0001725641,0.00003346529,0.00008243693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001992804,0.0005541802,0.9300604,0.00009317764,0.00004898096,5.814334e-7,0.002406198,0.0003318441,0.01859814,0.007022808,0.0237354,0.01694896],"study_design_scores_gemma":[0.0005009454,0.001073464,0.9094107,0.00004615661,0.00007116301,0.00003037174,0.005358234,0.007246247,0.0003785784,0.01017764,0.0653068,0.0003997437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953651,0.00002583725,0.0003333898,0.003264114,0.00001265877,0.0003151533,0.00004234873,0.00001270216,0.0006287309],"genre_scores_gemma":[0.9733694,0.0002369394,0.02579433,0.0003658561,0.000009933917,0.00005681447,0.000002263388,0.000007527461,0.0001569092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0415714,"threshold_uncertainty_score":0.85518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05780713274448791,"score_gpt":0.3085282563975776,"score_spread":0.2507211236530897,"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."}}