{"id":"W4406803834","doi":"10.1145/3689187.3709607","title":"AI Integration in the IT Professional Workplace: A Scoping Review and Interview Study with Implications for Education and Professional Competencies","year":2025,"lang":"en","type":"review","venue":"","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Uppsala Universitet","keywords":"Medical education; Professional development; Knowledge management; Professional studies; Psychology; Computer science; Engineering ethics; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.006021689,0.0007307993,0.002035256,0.01188129,0.0009832367,0.002586794,0.0009656505,0.001702992,0.002458409],"category_scores_gemma":[0.01641086,0.000587103,0.00146872,0.0182905,0.00099471,0.002929253,0.001692373,0.001291628,0.0004675773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00288924,"about_ca_system_score_gemma":0.01291189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008122864,"about_ca_topic_score_gemma":0.02648309,"domain_scores_codex":[0.9972891,0.001118663,0.0007102336,0.0002304021,0.0005375867,0.0001140204],"domain_scores_gemma":[0.9866502,0.01047625,0.001076078,0.0002151376,0.001425507,0.0001567914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008157185,0.00007106659,0.001146051,0.465395,0.0006658923,0.0004921317,0.004306587,0.0003604526,0.0005982567,0.007014523,0.009554585,0.5103138],"study_design_scores_gemma":[0.00001681915,0.0001093109,0.004649445,0.7217508,0.002542149,0.001003606,0.005493081,0.00014776,0.0003046661,0.001866989,0.2620768,0.00003867212],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006650062,0.9976446,0.0001910751,0.0003797424,0.00006742319,0.00004632796,0.00005099144,0.000003000628,0.0009517893],"genre_scores_gemma":[0.006176202,0.9926625,0.0004722416,0.0002686684,0.00002638735,0.0001238876,0.00006498364,0.000002490185,0.0002026499],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01188129,"threshold_uncertainty_score":0.03184617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1588514096288853,"score_gpt":0.5497308684359494,"score_spread":0.3908794588070641,"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."}}