{"id":"W1853826546","doi":"10.24908/pceea.v0i0.4674","title":"ePortfolios to Build, Demonstrate and Maintain Professional Competence","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Engineering ethics; Competence (human resources); Professional development; Knowledge management; Face (sociological concept); Engineering; Engineering management; Sociology; Pedagogy; Management; Computer science; Medicine; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004537116,0.0005318147,0.0002161777,0.0009288166,0.001740607,0.002912997,0.001399041,0.0009242442,0.02057215],"category_scores_gemma":[0.008632409,0.0001930191,0.0003602775,0.0003461323,0.004966963,0.00276312,0.005863874,0.002396883,0.004831292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00104946,"about_ca_system_score_gemma":0.001785935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006605803,"about_ca_topic_score_gemma":0.001957055,"domain_scores_codex":[0.9972705,0.001109504,0.00008032535,0.0002126289,0.0010131,0.0003138749],"domain_scores_gemma":[0.9950209,0.002062039,0.0003541855,0.001020361,0.0007174097,0.0008252005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001354281,0.0005384432,0.001399847,0.000601114,0.00002433446,0.0007393378,0.0341127,0.001353765,0.01027471,0.2391802,0.08562565,0.6260146],"study_design_scores_gemma":[0.0000356451,0.0002343354,0.001160957,0.0005014376,0.000009163364,0.001120889,0.01087243,0.0008700382,0.007490336,0.06771813,0.9099529,0.00003378304],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.08273425,0.002833999,0.3390781,0.01134802,0.002645069,0.0006106432,0.0001368201,0.002972173,0.5576409],"genre_scores_gemma":[0.3674319,0.00228143,0.2383857,0.002865547,0.0004686068,0.0004668529,0.0001787693,0.001036756,0.3868843],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02057215,"threshold_uncertainty_score":0.06882071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008389242521323222,"score_gpt":0.2946885801518984,"score_spread":0.2862993376305752,"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."}}