{"id":"W4242488483","doi":"10.2172/943409","title":"EMSL Quarterly Highlights Report: FY 2008, 3rd Quarter","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":"","keywords":"Quarter (Canadian coin); Environmental science; History; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001191682,0.0006419195,0.0009269771,0.0005373851,0.0004525348,0.0008530031,0.001749453,0.000722175,0.0002588321],"category_scores_gemma":[0.0001087212,0.0005252641,0.0003647518,0.0004782956,0.00008200856,0.001651624,0.0002061359,0.0007559732,0.0008200154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002149357,"about_ca_system_score_gemma":0.002301248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001471725,"about_ca_topic_score_gemma":0.00001809766,"domain_scores_codex":[0.9938175,0.00005497526,0.002362347,0.0008896373,0.002177625,0.0006978897],"domain_scores_gemma":[0.9939428,0.0001125253,0.002212252,0.002055029,0.001412773,0.0002646402],"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":[9.544574e-7,0.00008881978,0.0000148844,0.0005445038,0.0000719451,0.0005277095,0.003868106,0.000008101954,0.000001808798,0.00672455,0.9705055,0.0176431],"study_design_scores_gemma":[0.0002777557,0.0001727093,0.0001448587,0.0004338811,0.00002848474,0.009737054,0.0001175926,0.02069383,0.0001177071,0.004080385,0.9629646,0.001231162],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0001121853,0.0004443313,0.5705054,0.0005941133,0.003374224,0.0002469865,0.000002824873,0.0007797395,0.4239402],"genre_scores_gemma":[0.03684215,0.002222596,0.4369211,0.003154964,0.007558766,0.0001806858,0.000541312,0.0003131559,0.5122653],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1335844,"threshold_uncertainty_score":0.999958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02756695570356779,"score_gpt":0.2719104259810151,"score_spread":0.2443434702774473,"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."}}