{"id":"W4302902268","doi":"10.1007/978-3-031-79934-1_1","title":"Choices as an Engineer","year":2006,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on engineers, technology, and society","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Engineering; Engineering ethics; Computer 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"],"consensus_categories":[],"category_scores_codex":[0.0001973414,0.0006678844,0.0005151061,0.0004670031,0.0001416321,0.0000848595,0.000344561,0.001671146,0.0003408099],"category_scores_gemma":[0.00009878998,0.0006666874,0.0002278492,0.0001485043,0.000182554,0.0001379384,0.00002575264,0.001271215,0.0001020825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001396647,"about_ca_system_score_gemma":0.00004486952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009855255,"about_ca_topic_score_gemma":0.000004564898,"domain_scores_codex":[0.9985424,0.00001238283,0.0002979676,0.0005036836,0.0002284187,0.0004152042],"domain_scores_gemma":[0.9987413,0.0003838989,0.00007771848,0.0006065943,0.00005790389,0.0001325772],"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":[0.00003933443,0.0002249386,0.00001722625,0.00113346,0.003021,0.00005239818,0.001846377,0.02375768,0.002732024,0.4396706,0.4136393,0.1138657],"study_design_scores_gemma":[0.0001710412,0.00009733911,0.00003420575,0.00014382,0.0002643666,0.00004635486,0.0001606745,0.003535382,0.002801048,0.00722398,0.9844208,0.001100958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0009165943,0.01337791,0.006193201,0.001540426,0.001546187,0.0007249663,0.0001272839,0.006008218,0.9695652],"genre_scores_gemma":[0.6545404,0.0135706,0.0113976,0.001683743,0.002142357,0.0003585649,0.0002556552,0.001175234,0.3148758],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6546894,"threshold_uncertainty_score":0.9996249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007784790943841637,"score_gpt":0.2197786774369007,"score_spread":0.2119938864930591,"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."}}