{"id":"W2246508474","doi":"10.1109/tale.2015.7386060","title":"Engineering undergraduate professional identity formation: Intentional or introjected? Work in progress","year":2015,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Identity (music); Complement (music); Engineering education; Engineering ethics; Work (physics); Social identity theory; Computer science; Sociology; Psychology; Engineering; Engineering management; Social psychology; Social group; Chemistry; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03120932,0.00028828,0.0003938013,0.001569061,0.009318051,0.01953062,0.001328433,0.001211751,0.005395033],"category_scores_gemma":[0.04093655,0.0003288039,0.0003577687,0.001230756,0.01219283,0.00647606,0.01022743,0.003324102,0.001344931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005062421,"about_ca_system_score_gemma":0.02056433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005461618,"about_ca_topic_score_gemma":0.007635302,"domain_scores_codex":[0.970758,0.01835283,0.0007408016,0.00128622,0.005927545,0.002934625],"domain_scores_gemma":[0.9545771,0.01198886,0.003958561,0.003551553,0.009740456,0.01618348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000402029,0.0006725537,0.04716448,0.0001678392,0.00003612253,0.0005516687,0.6426067,0.0001713447,0.001353558,0.09263963,0.009191151,0.2054048],"study_design_scores_gemma":[0.00001113136,0.0001566182,0.02232187,0.0004711804,0.00001745573,0.0004099249,0.8603984,0.0005832498,0.001715347,0.01744493,0.09641043,0.0000594293],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6952195,0.002718406,0.01392064,0.04318795,0.00135663,0.0001689679,0.00003744973,0.0001505619,0.24324],"genre_scores_gemma":[0.980396,0.000740438,0.001808683,0.001152467,0.00006141161,0.00003523428,0.0000204062,0.00003055736,0.015755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03120932,"threshold_uncertainty_score":0.1650527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01964521387862276,"score_gpt":0.2654911988697281,"score_spread":0.2458459849911054,"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."}}