{"id":"W4244501589","doi":"10.1177/0270467610396694","title":"Adaptive Engineering","year":2011,"lang":"en","type":"article","venue":"Bulletin of Science Technology & Society","topic":"Diverse Academic Research Areas","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Curriculum; Multidisciplinary approach; Engineering ethics; Reflexivity; Context (archaeology); Obligation; Sociology; Computer science; Engineering management; Engineering; Political science; Pedagogy; 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":[0.0008294714,0.000651865,0.0004559696,0.0009460998,0.0009781263,0.002628506,0.001073822,0.001330483,0.03265143],"category_scores_gemma":[0.002486303,0.0002542798,0.0005368727,0.000632819,0.001364983,0.001912334,0.002337082,0.00139913,0.01141412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009180527,"about_ca_system_score_gemma":0.001042208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001140637,"about_ca_topic_score_gemma":0.0009978646,"domain_scores_codex":[0.9990988,0.0001581576,0.00004154873,0.0001534597,0.0004835006,0.0000645496],"domain_scores_gemma":[0.9992031,0.000149347,0.00003731926,0.0002123991,0.0003240785,0.00007372201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006030006,0.00007723381,0.001414748,0.0003979381,0.00004426161,0.0002650411,0.0004488665,0.01350627,0.01120152,0.4046094,0.07753069,0.4904438],"study_design_scores_gemma":[0.00001633472,0.00008891325,0.001403645,0.0002234723,0.00001608132,0.0004841565,0.0002447493,0.02007949,0.003373555,0.1516351,0.8223934,0.00004100357],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007175782,0.007688166,0.3801326,0.007048414,0.002583817,0.0002124831,0.0003640199,0.002610497,0.5921842],"genre_scores_gemma":[0.3303259,0.01128222,0.117878,0.002647774,0.00125335,0.0004656688,0.0008662867,0.0007291656,0.5345515],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03265143,"threshold_uncertainty_score":0.1092299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0397604538165415,"score_gpt":0.2860799091639472,"score_spread":0.2463194553474057,"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."}}