{"id":"W7139521406","doi":"","title":"From the Dean","year":2009,"lang":"","type":"article","venue":"ScholarWorks - GVSU (Grand Valley State University)","topic":"Artificial Intelligence Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Financial crisis; Quarter (Canadian coin); Action (physics); Financial services; Work (physics)","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005892251,0.0005357796,0.0004250189,0.0003002775,0.002530009,0.001384943,0.004712048,0.0002929586,0.0003088675],"category_scores_gemma":[0.0001114773,0.0004967227,0.0003874666,0.002959216,0.0004285099,0.00231384,0.0006425625,0.001504012,0.001099711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002295536,"about_ca_system_score_gemma":0.0003717531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006371717,"about_ca_topic_score_gemma":0.00051148,"domain_scores_codex":[0.9958715,0.0005729178,0.0005484416,0.001324555,0.0006845329,0.000998007],"domain_scores_gemma":[0.9959943,0.0005405719,0.0003564333,0.002147512,0.0004426499,0.0005185552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005487536,0.001054788,0.001315758,0.000009351817,0.0005113826,0.0004359408,0.02229947,0.004674259,0.002419089,0.2042311,0.0230564,0.7394437],"study_design_scores_gemma":[0.001731187,0.0006300351,0.01237083,0.0003151088,0.0004226936,0.0000128315,0.004043898,0.03675692,0.003083533,0.0954723,0.8431718,0.001988846],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08775785,0.001370516,0.8629971,0.0279399,0.001109574,0.001243563,0.0001236319,0.0004085773,0.01704933],"genre_scores_gemma":[0.9838353,0.00171131,0.004493321,0.001887861,0.0004049157,0.000001432677,0.00002736909,0.00002868251,0.00760979],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8960775,"threshold_uncertainty_score":0.9997485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02852309611545693,"score_gpt":0.2470138656206751,"score_spread":0.2184907695052182,"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."}}