{"id":"W4206416204","doi":"10.2172/982968","title":"EMSL Quarterly Highlights Report: 2nd Quarter, Fiscal Year 2009","year":2009,"lang":"en","type":"report","venue":"","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pacific Northwest National Laboratory; Biological and Environmental Research; Battelle; Gordon and Betty Moore Foundation; U.S. Department of Energy","keywords":"Quarter (Canadian coin); Fiscal year; Environmental science; Economics; Geography; Archaeology; Finance","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001453457,0.0005689307,0.0008340672,0.0004509292,0.0002779292,0.001184846,0.001566922,0.000483486,0.000258608],"category_scores_gemma":[0.00009921527,0.0004729022,0.0003173974,0.0004168383,0.0000493932,0.001314375,0.0001360504,0.0005134086,0.0005037732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001729761,"about_ca_system_score_gemma":0.001162112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008122632,"about_ca_topic_score_gemma":0.00001738308,"domain_scores_codex":[0.9946291,0.00005446241,0.002000561,0.0008114325,0.001861824,0.0006425634],"domain_scores_gemma":[0.9954389,0.00008223837,0.001727003,0.001737295,0.0007578299,0.0002567018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000018355,0.0001490877,0.00001449617,0.0004816332,0.00006105757,0.0003162363,0.002290661,0.000007824809,0.000002982386,0.02360574,0.9115614,0.06150703],"study_design_scores_gemma":[0.0005013545,0.0004361998,0.0005567329,0.0007036262,0.0000505157,0.003262449,0.0002127619,0.02230557,0.0001188163,0.02171559,0.948554,0.001582379],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001261606,0.0002622342,0.5035426,0.0008305281,0.002325931,0.000250751,0.000004625666,0.0007395504,0.4919176],"genre_scores_gemma":[0.0404489,0.0006361991,0.5066579,0.002760704,0.008520142,0.00008043091,0.0006525979,0.0002432866,0.4399998],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05992465,"threshold_uncertainty_score":0.999852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02066068766214522,"score_gpt":0.2734695091310969,"score_spread":0.2528088214689517,"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."}}