{"id":"W2344792554","doi":"10.14288/1.0055931","title":"Factors related to the continuing education needs of a selected group of professional engineers in British Columbia","year":2010,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Continuing education; Continuing professional development; Group (periodic table); Professional development; Medical education; Professional association; Political science; Medicine; Sociology; Engineering ethics; Public relations; Engineering","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":[0.000897127,0.0001823407,0.0002258574,0.001318131,0.002908929,0.001577945,0.0007076032,0.0007431584,0.002180741],"category_scores_gemma":[0.006194927,0.0002804552,0.0001333826,0.001366858,0.0007263848,0.0003090202,0.0007625678,0.000653904,0.0003027513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004948176,"about_ca_system_score_gemma":0.007834026,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7357053,"about_ca_topic_score_gemma":0.8518295,"domain_scores_codex":[0.998769,0.0001548512,0.00009528601,0.00007865321,0.000450807,0.0004514334],"domain_scores_gemma":[0.9923982,0.001084129,0.0009430915,0.00009705265,0.002994213,0.002483205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001254733,0.0002790181,0.9395553,0.00007335498,0.0000152462,0.0008791575,0.0406352,0.0001382759,0.002023218,0.0000745937,0.001187269,0.01501398],"study_design_scores_gemma":[0.000004148304,0.00006976104,0.9286277,0.00002508204,0.000003738377,0.0001388545,0.0695989,0.0002202009,0.00007419674,0.00001608906,0.001210476,0.00001085532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999126,0.00002669276,0.000009533403,0.0001206283,0.000001527349,0.00001088158,0.00001963894,9.586248e-7,0.0006840964],"genre_scores_gemma":[0.998867,0.00009159852,0.00004777369,0.00006717174,0.000002007593,0.00001194136,0.00005709034,0.000001282852,0.000854152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2642947,"threshold_uncertainty_score":0.5317024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002873052929847175,"score_gpt":0.1626171787411372,"score_spread":0.15974412581129,"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."}}