{"id":"W4392681814","doi":"10.22318/icls2023.105241","title":"Social Context Challenges in Administering Authentic Assessments of Citizenship Competency","year":2023,"lang":"en","type":"article","venue":"Proceedings.","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University","funders":"","keywords":"Citizenship; Situated; Context (archaeology); Dimension (graph theory); Competency assessment; Vocational education; Pedagogy; Authentic assessment; Medical education; Psychology; Sociology; Computer science; Medicine; Political science; Artificial intelligence; Curriculum; Politics","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":[0.1197666,0.0006756493,0.0009796536,0.001029525,0.005102166,0.00886871,0.001845533,0.002297382,0.003673224],"category_scores_gemma":[0.2592459,0.001165338,0.001203904,0.0007724937,0.003791719,0.005122514,0.00729129,0.002720177,0.001270817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002121407,"about_ca_system_score_gemma":0.007141565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002526118,"about_ca_topic_score_gemma":0.004461422,"domain_scores_codex":[0.7606572,0.2004346,0.01077358,0.006412061,0.01879321,0.002929508],"domain_scores_gemma":[0.7168006,0.2260118,0.01118961,0.02044712,0.02102828,0.004522644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0015245,0.001856256,0.07649337,0.003519868,0.0004346056,0.001635031,0.3086307,0.004496631,0.02199538,0.02727155,0.009096789,0.5430453],"study_design_scores_gemma":[0.001045964,0.01143615,0.122169,0.006426794,0.0006711869,0.006670255,0.4272976,0.01810047,0.03389418,0.1252123,0.2461292,0.0009469243],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6527437,0.002879066,0.2539297,0.02156886,0.001685273,0.006205382,0.0002174833,0.001219656,0.05955088],"genre_scores_gemma":[0.9063714,0.0006687195,0.08423413,0.002023109,0.0002390431,0.004426855,0.00005506549,0.0001550856,0.001826518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1197666,"threshold_uncertainty_score":0.6333938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1870756728074141,"score_gpt":0.4202267850047601,"score_spread":0.233151112197346,"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."}}