{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002131781,0.00003905335,0.00005741233,0.00005107584,0.00002092108,0.000005813346,0.001184254,0.00003757267,0.00001127505],"category_scores_gemma":[0.0002979576,0.00002749543,0.00002449149,0.0001642048,0.00004840087,0.0001257157,0.0003005834,0.00007712909,0.00000314109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002154771,"about_ca_system_score_gemma":0.000007256709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002279337,"about_ca_topic_score_gemma":0.000003415956,"domain_scores_codex":[0.9994864,0.00002749864,0.0001567511,0.0001104275,0.0001595348,0.0000593574],"domain_scores_gemma":[0.9993612,0.00006376991,0.000062106,0.0004348685,0.00006640347,0.00001161215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003591531,0.001367577,0.02456502,0.00005978507,0.00006608583,0.000003115126,0.0105784,0.007568862,0.7103832,0.06617232,0.02327467,0.155925],"study_design_scores_gemma":[0.0002885262,0.00004528641,0.1390004,0.00004859263,0.000001267455,0.000005304463,0.00002782228,0.782598,0.07690404,0.0001705849,0.0008021712,0.0001080524],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9605225,0.000003928904,0.03703755,0.0006213615,0.0003353408,0.00004477041,0.000002920565,0.0001814124,0.001250226],"genre_scores_gemma":[0.9406737,7.626398e-7,0.05910784,0.000006785174,0.000007678065,7.365848e-7,6.993347e-7,0.000001777145,0.0002000144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7750291,"threshold_uncertainty_score":0.2200658,"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."}}