{"id":"W4214664234","doi":"10.1029/eost2011eo19","title":"Eos, Transactions, American Geophysical Union Volume 92, Number 19, 10 May 2011","year":2011,"lang":"en","type":"article","venue":"Eos","topic":"Diverse Approaches in Healthcare and Education Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Los Alamos National Laboratory; Office of Naval Research; Division of Ocean Sciences; University of British Columbia; Chinese Academy of Sciences; Japan Aerospace Exploration Agency; U.S. Department of Defense; Appalachian State University; California Institute of Technology; National Aeronautics and Space Administration; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Volume (thermodynamics); Citation; Computer science; Geophysics; Library science; Geology; Physics; Thermodynamics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001204626,0.0001233612,0.0002375107,0.00004680807,0.0001272442,0.000006172367,0.00006837567,0.00004884437,0.006188414],"category_scores_gemma":[0.0000189204,0.0001096317,0.00009037856,0.000154719,0.0002025755,0.0000748766,0.00001322051,0.0001816032,0.004470459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006690364,"about_ca_system_score_gemma":0.0001011435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005012327,"about_ca_topic_score_gemma":0.00002183919,"domain_scores_codex":[0.999104,0.00005628753,0.0001779662,0.0002347062,0.0001833019,0.0002437372],"domain_scores_gemma":[0.9993485,0.0000295395,0.00004535576,0.0002819509,0.00009871462,0.0001959386],"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":[0.0002950363,0.001678491,0.357627,0.0001763248,0.0003417232,0.00003378851,0.01223293,4.803138e-7,0.00003378992,0.0008782287,0.3833685,0.2433337],"study_design_scores_gemma":[0.000521279,0.0003736557,0.5543759,0.0000325008,0.0002072643,0.00006364307,0.008386862,0.00003554447,0.0002916548,0.0001771546,0.4352593,0.0002751781],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8465642,0.0002649638,0.002516818,0.01058317,0.001677861,0.0007964545,0.00003775346,0.0003708135,0.137188],"genre_scores_gemma":[0.952959,0.0001506541,0.00223092,0.0007572799,0.000323328,0.00005777664,0.00002124426,0.00001870881,0.04348106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2430585,"threshold_uncertainty_score":0.9963047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09213153175811972,"score_gpt":0.3334395857873425,"score_spread":0.2413080540292227,"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."}}