{"id":"W1598492784","doi":"10.28945/332","title":"Providing a Technology Edge for Liberal Arts Students","year":2003,"lang":"en","type":"article","venue":"Journal of Information Technology Education Research","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Multidisciplinary approach; Liberal arts education; The arts; Engineering ethics; Political science; Sociology; Higher education; Social science; Engineering; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001532907,0.0002972174,0.0002727963,0.0009754555,0.009383158,0.01383689,0.0009192299,0.002562537,0.08822924],"category_scores_gemma":[0.00541062,0.0002249279,0.0004406092,0.001145334,0.001885356,0.008250561,0.01620517,0.003067955,0.03763918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001130645,"about_ca_system_score_gemma":0.006542823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006937691,"about_ca_topic_score_gemma":0.003418595,"domain_scores_codex":[0.9985278,0.000286444,0.00003005131,0.0001080172,0.0003898648,0.0006579318],"domain_scores_gemma":[0.9911087,0.0005227681,0.0002353183,0.0003858677,0.0007904881,0.006956836],"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":[0.0001526322,0.0008887677,0.01027854,0.0001692483,0.000009222496,0.000937759,0.01598839,0.00008809056,0.002589649,0.04381526,0.5166512,0.4084313],"study_design_scores_gemma":[0.00002677193,0.0001616774,0.006179716,0.000123278,0.000009092495,0.0004599068,0.01446861,0.0001564353,0.001507117,0.02179062,0.9550877,0.00002907895],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1382715,0.002896415,0.005851807,0.1677236,0.004330653,0.0001180583,0.0003483612,0.00186209,0.6785976],"genre_scores_gemma":[0.4483308,0.003536376,0.01231407,0.03865297,0.00163109,0.0001392718,0.0004936857,0.0005725762,0.4943291],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08822924,"threshold_uncertainty_score":0.2951562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04598742261508304,"score_gpt":0.4524325700818678,"score_spread":0.4064451474667847,"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."}}