{"id":"W2104357812","doi":"10.2172/928277","title":"EMSL Quarterly Highlights Report: 1st Quarter, FY08","year":2008,"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; U.S. Department of Energy","keywords":"Quarter (Canadian coin); Web site; Geography; Computer science; Archaeology; The Internet","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"],"consensus_categories":[],"category_scores_codex":[0.001141101,0.0006225989,0.0009137724,0.0005159912,0.0004792489,0.0008680035,0.001799419,0.0004573819,0.0001512724],"category_scores_gemma":[0.0001154173,0.0005152239,0.0003529566,0.0004779012,0.00008260816,0.001567404,0.0002111524,0.0004933415,0.0005729692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002273201,"about_ca_system_score_gemma":0.002430768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001513525,"about_ca_topic_score_gemma":0.00001629025,"domain_scores_codex":[0.993996,0.00005246409,0.002297092,0.0008708622,0.002135271,0.0006482818],"domain_scores_gemma":[0.9939842,0.0001188041,0.002279313,0.002069927,0.001291257,0.0002565077],"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":[0.000001446118,0.000183953,0.00001869344,0.001112478,0.0001261605,0.0009894089,0.007188092,0.00001037545,0.000004134094,0.02572812,0.9224989,0.04213825],"study_design_scores_gemma":[0.0003187229,0.0002097975,0.0001182391,0.0005122293,0.00003042598,0.0120126,0.0001732752,0.02349723,0.0001413993,0.004961997,0.9567006,0.001323446],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001242664,0.0003777053,0.5402002,0.0003940972,0.003523408,0.0002377916,0.000002742194,0.0008697564,0.45427],"genre_scores_gemma":[0.05337811,0.002663529,0.4838952,0.002217656,0.007926574,0.0001995167,0.0006496463,0.0003364082,0.4487334],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05630509,"threshold_uncertainty_score":0.9997299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03175104861002384,"score_gpt":0.2749389567056494,"score_spread":0.2431879080956255,"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."}}