{"id":"W2120863644","doi":"10.24908/pceea.v0i0.3136","title":"What's in an Iron Ring?","year":2010,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Red River College","funders":"","keywords":"Engineering ethics; Presentation (obstetrics); Competence (human resources); Apprenticeship; Engineering education; Value (mathematics); Engineering; Work (physics); Engineering management; Computer science; Management; Mechanical engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003454038,0.0001688964,0.0001427514,0.0003973034,0.00006569823,0.0002107873,0.0003405821,0.0001888724,0.00005700918],"category_scores_gemma":[0.0002657424,0.0001797914,0.00004757034,0.0006003185,0.00001002065,0.0007097159,0.00001335757,0.0004613253,0.0000140883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001349429,"about_ca_system_score_gemma":0.0003510624,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001132959,"about_ca_topic_score_gemma":0.02158156,"domain_scores_codex":[0.9989605,0.000002790299,0.0002931171,0.0001637247,0.0002424256,0.0003374768],"domain_scores_gemma":[0.9992704,0.00001981459,0.00008985726,0.0001327491,0.000240858,0.0002462913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004144941,0.0005373954,0.647558,0.00163478,0.0001620304,5.731794e-7,0.01776545,0.06946459,0.1323675,0.05445102,0.06058901,0.01546548],"study_design_scores_gemma":[0.0002891526,0.00001252901,0.9061281,0.0002621056,0.00002401641,0.000006632839,0.001142823,0.02225481,0.008769629,0.0001917569,0.06025185,0.0006666088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881356,0.00006623812,0.000004285881,0.001056516,0.007577225,0.0002287804,0.000003499382,0.0001680722,0.002759822],"genre_scores_gemma":[0.9977515,0.00002068895,0.001069686,0.0001020318,0.0002028815,0.00008347027,0.000008580028,0.00004648263,0.0007146331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2585701,"threshold_uncertainty_score":0.996272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002924536441432239,"score_gpt":0.1907671433876937,"score_spread":0.1878426069462615,"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."}}