{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001842787,0.001085735,0.0005689649,0.001552143,0.001364817,0.003529087,0.001267046,0.002746123,0.151756],"category_scores_gemma":[0.002922998,0.0003612483,0.0003751014,0.00120041,0.0002451789,0.001327986,0.0008175483,0.001607569,0.07971238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002770948,"about_ca_system_score_gemma":0.006259738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07948738,"about_ca_topic_score_gemma":0.1196527,"domain_scores_codex":[0.9989286,0.00005089392,0.00003897769,0.00007447877,0.0007540908,0.0001529801],"domain_scores_gemma":[0.99842,0.0001145647,0.0001371612,0.00006715621,0.001075934,0.0001852706],"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":[0.00007650222,0.0000225844,0.0003230277,0.00003146476,0.00000261966,0.00001752334,0.00001046146,0.00005291367,0.00009358662,0.0002699523,0.994995,0.00410438],"study_design_scores_gemma":[0.00005516957,0.00007018624,0.008331671,0.00005853463,0.000008451833,0.00001448085,0.000090841,0.0002079193,0.0005841217,0.0002053868,0.9903637,0.000009620666],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.01143685,0.002889667,0.001113589,0.04305362,0.0138473,0.00109748,0.4759083,0.00298513,0.447668],"genre_scores_gemma":[0.01562825,0.001633695,0.0008654515,0.002918762,0.001862814,0.0005538765,0.09626671,0.0004824935,0.879788],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.151756,"threshold_uncertainty_score":0.5076742,"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."}}