{"id":"W2587820242","doi":"10.29173/cais720","title":"Content Analysis of Electronic Mail Messages from Users of UTLink, the University of Toronto's Online Catalogue and Information System","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"World Wide Web; Computer science; Advertising; Internet privacy; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004576354,0.000146242,0.0005733949,0.0001383966,0.00006654552,0.0003106188,0.00167327,0.00008086113,0.00001182738],"category_scores_gemma":[0.001168378,0.0001014369,0.0001858929,0.0005156141,0.0003200484,0.009113766,0.0005723801,0.0001123897,3.867969e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005248898,"about_ca_system_score_gemma":0.0001435573,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02649989,"about_ca_topic_score_gemma":0.0007500806,"domain_scores_codex":[0.9987233,0.00003475129,0.0004994042,0.000185467,0.0003630876,0.0001939579],"domain_scores_gemma":[0.9845321,0.0001490639,0.001273591,0.0003220961,0.01366844,0.00005470402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002782881,0.0004427204,0.6593992,0.001475731,0.007649041,8.564921e-7,0.1859496,0.0002660104,0.03962666,0.07247831,0.001555464,0.03087815],"study_design_scores_gemma":[0.0007289836,0.000308239,0.8793077,0.0003882138,0.001655208,0.000003862876,0.04316664,0.05771397,0.01494424,0.000222632,0.00129773,0.0002625799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974064,0.0002107172,0.0008073725,0.0004581705,0.00002100939,0.0001484054,0.0006589438,0.00001462607,0.000274365],"genre_scores_gemma":[0.9990167,0.0001922959,0.0006888855,0.00002062498,0.000006694697,0.000001565739,0.00003956446,0.000003385065,0.00003029954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2199085,"threshold_uncertainty_score":0.9799827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01712490912837327,"score_gpt":0.2011048839044079,"score_spread":0.1839799747760346,"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."}}