{"id":"W7099924143","doi":"","title":"Perceptions Of The Chemical Engineering Profession - Results Of An International Survey","year":2002,"lang":"en","type":"article","venue":"","topic":"History of Computing Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vietnamese; Perception; Engineering education; Chemical technology; Sample (material)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001548174,0.0002429895,0.0001864164,0.0007317676,0.0004933223,0.0008098597,0.0001377475,0.0003972029,0.003012925],"category_scores_gemma":[0.003041073,0.0001735559,0.0001532777,0.0008523304,0.0003049634,0.0007279533,0.0005410662,0.000648208,0.0006956772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003298507,"about_ca_system_score_gemma":0.0004433036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003844786,"about_ca_topic_score_gemma":0.007691861,"domain_scores_codex":[0.999366,0.0001491859,0.00006509835,0.00007017791,0.000189971,0.0001595925],"domain_scores_gemma":[0.9951215,0.000963788,0.001434072,0.0001216614,0.0009694952,0.001389351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008935585,0.0002861403,0.9690944,0.00008102222,0.00001691418,0.0001328742,0.01064561,0.00006774665,0.001514024,0.00008861617,0.001615759,0.01636763],"study_design_scores_gemma":[0.000002784593,0.0002143018,0.9813868,0.00002248902,0.000004901989,0.0001186967,0.01367013,0.0000751515,0.0002699744,0.00001186496,0.004214094,0.000008854078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960198,0.0001164084,0.0001010035,0.0001508415,0.00001325029,0.00002667484,0.0004361584,0.00000441187,0.003131423],"genre_scores_gemma":[0.9951237,0.0003789743,0.0001826689,0.0002410645,0.00001555227,0.00003612491,0.0005282428,0.000005425301,0.003488232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003844786,"threshold_uncertainty_score":0.01007926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02802023276109064,"score_gpt":0.2537066815268756,"score_spread":0.2256864487657849,"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."}}