{"id":"W4309287295","doi":"10.3390/informatics9040093","title":"Can Citizenship Education Benefit Computing?","year":2022,"lang":"en","type":"article","venue":"Informatics","topic":"Social Media and Politics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Citizenship; Scholarship; Politics; Engineering ethics; Sociology; Social justice; Duty; Political science; Public relations; Social science; Law","routes":{"ca_aff":true,"ca_fund":false,"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":[0.004773933,0.0003704969,0.0003397377,0.000959896,0.005281183,0.01299091,0.0008450743,0.006805549,0.02338298],"category_scores_gemma":[0.01934883,0.000164838,0.0004050971,0.001202294,0.01759612,0.01712233,0.00751706,0.007094174,0.002858073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003824825,"about_ca_system_score_gemma":0.006977216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002281596,"about_ca_topic_score_gemma":0.002843397,"domain_scores_codex":[0.9956782,0.002431907,0.00005669027,0.0003784341,0.0004470515,0.001007726],"domain_scores_gemma":[0.986628,0.007439823,0.0005171374,0.0009009499,0.0009883639,0.003525796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004924423,0.0001285221,0.001900752,0.0001729335,0.0000124316,0.0001306448,0.005050716,0.0001733977,0.0001062631,0.8743926,0.04921456,0.06866788],"study_design_scores_gemma":[0.00002753207,0.00006514073,0.001882625,0.0007408751,0.00001058123,0.0001654733,0.01287605,0.0002428267,0.0003247567,0.6465379,0.3371012,0.00002511802],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01610062,0.008324196,0.003113617,0.7922072,0.002436709,0.00002258171,0.00004112417,0.0000721191,0.1776819],"genre_scores_gemma":[0.8153754,0.01478089,0.002308904,0.1264364,0.00407147,0.00009519284,0.00008064693,0.0001472257,0.03670391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02338298,"threshold_uncertainty_score":0.07822388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0243828311908258,"score_gpt":0.3147057971593462,"score_spread":0.2903229659685204,"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."}}