{"id":"W1895193481","doi":"10.24908/pceea.v0i0.5799","title":"GRADE 9/10 STUDENTS’ PERCEIVED KNOWLEDGE OF ENGINEERS AND THE ENGINEERING PROFESSION","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Perception; Quality (philosophy); Engineering education; Work (physics); Order (exchange); Psychology; Engineering ethics; Medical education; Engineering; Engineering management; Medicine; Mechanical engineering; Business","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001437238,0.0002882787,0.0003475719,0.001129225,0.0008810788,0.004130626,0.0004592941,0.000997073,0.009345792],"category_scores_gemma":[0.004584567,0.0002421606,0.000410132,0.0005043427,0.000827555,0.0008320017,0.001182641,0.001130685,0.002025076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007433663,"about_ca_system_score_gemma":0.000847571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01484975,"about_ca_topic_score_gemma":0.03091523,"domain_scores_codex":[0.999182,0.00007960954,0.00005910874,0.00006920338,0.0003984955,0.0002115577],"domain_scores_gemma":[0.9940766,0.00119722,0.00148524,0.0001378744,0.001298693,0.0018044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000108338,0.0007061184,0.9592497,0.00008480571,0.00002751007,0.0003658199,0.01589491,0.0001085039,0.003844388,0.0004327342,0.0008782716,0.01829906],"study_design_scores_gemma":[0.000004541384,0.0004228184,0.9599203,0.0000923302,0.0000219484,0.0001975443,0.03471005,0.0001841752,0.0009505693,0.0001595893,0.003312085,0.00002408143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963672,0.00004556413,0.00005574473,0.00007513739,0.000008265968,0.000005150461,0.00002813614,0.000002487595,0.003412243],"genre_scores_gemma":[0.9946666,0.000120911,0.00007228288,0.00006628934,0.000005253497,0.000007457921,0.00007713297,0.00000288173,0.004981257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01484975,"threshold_uncertainty_score":0.03126484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007019242239614453,"score_gpt":0.2210797510919571,"score_spread":0.2140605088523426,"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."}}