{"id":"W4393370921","doi":"10.37514/per-b.2024.2326.2.14","title":"Chapter 14. Ethical Considerations and Writing Assessment","year":2024,"lang":"en","type":"book-chapter","venue":"The WAC Clearinghouse; University Press of Colorado eBooks","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Engineering ethics; Report writing; Psychology; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0007597026,0.0002517545,0.0003864381,0.0001324995,0.001083778,0.0002182204,0.0004151106,0.000537495,0.0001892635],"category_scores_gemma":[0.00001991509,0.0002422299,0.0001696347,0.00001731282,0.001514537,0.0000867547,0.00067417,0.001252787,0.00001413113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001375261,"about_ca_system_score_gemma":0.0001920058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005089156,"about_ca_topic_score_gemma":0.00063091,"domain_scores_codex":[0.9983458,0.00009893414,0.0002653575,0.0003763903,0.0006383135,0.0002751846],"domain_scores_gemma":[0.9985375,0.000635461,0.000223626,0.0002976808,0.0001845005,0.000121219],"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":[0.00002709763,0.000008723503,0.00006272788,0.00004039214,0.0001990278,0.00004034457,0.005037609,0.0000034364,0.00002036423,0.993187,0.0008654585,0.0005078143],"study_design_scores_gemma":[0.0007677087,0.0001776743,0.000924533,0.0005350923,0.0009737291,0.000006962922,0.007525389,0.0001015486,0.00001924328,0.06178638,0.9264694,0.0007123371],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003700941,0.0001176187,0.00001522266,0.002749136,0.0002386251,0.0005781121,0.00003121623,0.0001690738,0.9924001],"genre_scores_gemma":[0.5481407,0.000263032,0.0001766152,0.0001189236,0.0001549285,0.00000109052,0.000002302778,0.00003792594,0.4511045],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9314006,"threshold_uncertainty_score":0.9877848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05163489517100832,"score_gpt":0.309715548798189,"score_spread":0.2580806536271807,"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."}}