{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005055591,0.001018492,0.0008206931,0.001436948,0.01476782,0.01584828,0.001766449,0.005386941,0.05323115],"category_scores_gemma":[0.01912541,0.0003682284,0.0007023434,0.001380943,0.01146804,0.01469794,0.005158803,0.009330618,0.02543418],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009003919,"about_ca_system_score_gemma":0.0155098,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06247269,"about_ca_topic_score_gemma":0.09777182,"domain_scores_codex":[0.9946682,0.001394965,0.0001370003,0.0004530137,0.002239491,0.001107297],"domain_scores_gemma":[0.9895256,0.001041064,0.0003437104,0.0003953482,0.004648639,0.004045714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002169605,0.00003905371,0.0007814397,0.0001576904,0.000007390965,0.0002540463,0.005752279,0.00003356603,0.0002680126,0.03011015,0.9022849,0.06028981],"study_design_scores_gemma":[0.000003517689,0.00001652442,0.0004216894,0.0002664446,0.000003928916,0.0002182609,0.01076928,0.00002620528,0.0000931718,0.005697947,0.9824636,0.0000193806],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002184999,0.01018521,0.002468845,0.7695798,0.05344898,0.00006075881,0.0001731072,0.0004471765,0.1614511],"genre_scores_gemma":[0.05748714,0.0189497,0.005231048,0.3373698,0.01189493,0.0001181409,0.000357607,0.0007692307,0.5678223],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9909961,"threshold_uncertainty_score":0.1780759,"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."}}