{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003984407,0.0002116838,0.000791724,0.0001159383,0.0009312016,0.0002384964,0.0002970191,0.0001898935,0.00001851227],"category_scores_gemma":[0.001042153,0.0001128612,0.00007563757,0.0005822417,0.0002139779,0.0002913714,0.00008397886,0.0005147865,5.723739e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008684228,"about_ca_system_score_gemma":0.00489578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002281318,"about_ca_topic_score_gemma":0.01625013,"domain_scores_codex":[0.9973907,0.001368626,0.000500489,0.0003157105,0.0002317159,0.0001927144],"domain_scores_gemma":[0.997174,0.001899067,0.0002723122,0.0001768311,0.0004175842,0.00006016418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002886788,0.0003957955,0.00008392135,0.07292556,0.00003532718,9.430709e-8,0.01293092,5.457872e-9,7.139416e-9,0.0666265,0.008700695,0.8382983],"study_design_scores_gemma":[0.0001322202,0.0001083146,0.0002060814,0.7013443,0.0006210241,0.00000204494,0.02953476,2.416257e-7,3.206941e-9,0.00359869,0.2642207,0.0002316876],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000270433,0.9083382,0.00005949764,0.07877404,0.000168674,0.01061793,0.00001221275,0.00001394581,0.00201273],"genre_scores_gemma":[0.00004173824,0.9851462,0.0002726333,0.007488529,0.00008437774,0.003647224,0.0000521063,0.000009083881,0.003258059],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8380666,"threshold_uncertainty_score":0.9067956,"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."}}