{"id":"W4390474953","doi":"10.1007/978-981-99-6199-3_6","title":"Ethical Assessment Capacity","year":2023,"lang":"en","type":"book-chapter","venue":"Teacher education, learning innovation and accountability","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Experiential learning; Pedagogy; Engineering ethics; Equity (law); Narrative; Agency (philosophy); Embodied cognition; Capacity building; Psychology; Sociology; Political science; Epistemology; Engineering; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004609854,0.0002799737,0.0003221331,0.0003030077,0.000983763,0.0003116057,0.0002371523,0.0008843414,0.003063089],"category_scores_gemma":[0.0007689992,0.0003034882,0.00006761988,0.0003867135,0.0005532716,0.0002325671,0.00008940624,0.002337745,0.0001744905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000566716,"about_ca_system_score_gemma":0.001591985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001062836,"about_ca_topic_score_gemma":0.0005071103,"domain_scores_codex":[0.997493,0.0002399513,0.0005774762,0.000570239,0.0008388187,0.0002804662],"domain_scores_gemma":[0.9979163,0.0002798083,0.0004347099,0.0002757362,0.001010004,0.00008341829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004368298,0.00009246187,0.1326005,0.00004560796,0.00003249137,1.062897e-7,0.007702473,7.703776e-7,0.000009117672,0.8370329,0.009425494,0.01305372],"study_design_scores_gemma":[0.0001307556,0.00002173014,0.2124941,0.00007162834,0.00004276775,3.328362e-7,0.005506776,0.000009788218,4.067402e-7,0.05040724,0.7309406,0.0003737689],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06427959,0.00004070623,0.00008274307,0.008035108,0.001431077,0.0006163585,0.000005573321,0.00045462,0.9250543],"genre_scores_gemma":[0.271436,0.000112388,0.0003766908,0.0006768029,0.00121304,0.00005613654,0.0002195375,0.00005108041,0.7258583],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7866256,"threshold_uncertainty_score":0.9999639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07947626433589683,"score_gpt":0.4106638558035805,"score_spread":0.3311875914676837,"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."}}