{"id":"W4400335986","doi":"10.1145/3649405.3659527","title":"A Plan for a Joint Study into the Impacts of AI on Professional Competencies of IT Professionals and Implications for Computing Students","year":2024,"lang":"en","type":"article","venue":"","topic":"Technology and Data Analysis","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Uppsala Universitet; Universitas Brawijaya","keywords":"Joint (building); Plan (archaeology); Computer science; Medical education; Knowledge management; Psychology; Engineering management; Engineering; Medicine; Geology","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":[0.0007131424,0.0000836879,0.0001925623,0.0001553669,0.000216607,0.00004092801,0.0006119692,0.00004271178,0.000001910658],"category_scores_gemma":[0.000105725,0.00004555977,0.00006173211,0.0002895372,0.00007264578,0.0001207169,0.0004754485,0.00009697904,6.19904e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001119262,"about_ca_system_score_gemma":0.00009940083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003633943,"about_ca_topic_score_gemma":0.00009878314,"domain_scores_codex":[0.9991137,0.00004294167,0.000304428,0.0002535601,0.0001639225,0.0001214096],"domain_scores_gemma":[0.9986663,0.0007300528,0.00009433828,0.0003592537,0.0001243597,0.00002568442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00007451972,0.002232443,0.1029803,0.0004863206,0.0007697754,0.000001000538,0.02679178,0.00002565648,0.006321791,0.8178288,0.01727268,0.02521488],"study_design_scores_gemma":[0.002460583,0.003392586,0.7259588,0.00121682,0.0003204019,0.00001386223,0.02332768,0.1108287,0.01054607,0.119759,0.001679859,0.0004956472],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7193859,0.0001271384,0.2552672,0.02358597,0.0001229734,0.001363244,0.000055235,0.00007641829,0.00001591817],"genre_scores_gemma":[0.9868308,0.000001836793,0.01256839,0.0003838578,0.00001121586,0.0001172026,0.000009163099,0.000003611039,0.00007391842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6980698,"threshold_uncertainty_score":0.1857873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04248644199685178,"score_gpt":0.3947955503794479,"score_spread":0.3523091083825961,"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."}}