{"id":"W4256457448","doi":"10.2172/963209","title":"EMSL Quarterly Highlights Report: FY09, 3rd Quarter","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":"","keywords":"Quarter (Canadian coin); Computer science; Geography; Archaeology","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":[0.00156598,0.0005992399,0.0008608203,0.0004903853,0.0003091854,0.001335919,0.001677402,0.0004598989,0.0001885533],"category_scores_gemma":[0.00009244835,0.0004828468,0.0003338326,0.0004261048,0.00004468415,0.001579954,0.0001375884,0.0004777547,0.0005190176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002074413,"about_ca_system_score_gemma":0.001656481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006716496,"about_ca_topic_score_gemma":0.00001312781,"domain_scores_codex":[0.9943598,0.00005043068,0.00217557,0.0008328619,0.001945216,0.0006361027],"domain_scores_gemma":[0.994496,0.00008994283,0.00205335,0.001964147,0.001161022,0.0002354843],"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":[0.000001632068,0.0001734086,0.000009777921,0.0008825902,0.00009912134,0.0005051938,0.004643585,0.00001004116,0.000005350647,0.05495084,0.7991034,0.1396151],"study_design_scores_gemma":[0.0003148025,0.0003280883,0.0002078928,0.0006681702,0.00004654052,0.00417294,0.0001513421,0.02436049,0.0001594715,0.02731722,0.9408057,0.001467363],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00006767549,0.000208337,0.532703,0.0007873467,0.002207478,0.0002140143,0.000001463717,0.0007447849,0.4630659],"genre_scores_gemma":[0.05373068,0.0004963512,0.5382495,0.004346364,0.007213049,0.000107432,0.0004532578,0.0002219522,0.3951814],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1417023,"threshold_uncertainty_score":0.9997623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02284913506338847,"score_gpt":0.2791235245543233,"score_spread":0.2562743894909348,"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."}}