{"id":"W2133647969","doi":"10.1145/982372.982387","title":"A cognitive view of how IT professionals update their technical skills","year":2004,"lang":"en","type":"article","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Obsolescence; Denial; Distancing; Coping (psychology); Psychology; Knowledge management; Work (physics); Computer science; Engineering; Business; Marketing; Coronavirus disease 2019 (COVID-19); 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":[0.0003202238,0.0001030664,0.0001527125,0.00005763413,0.00003333273,0.00004322158,0.0004992493,0.00006762809,0.0000319101],"category_scores_gemma":[0.0002138883,0.00007069969,0.00005692486,0.0002816395,0.00003080136,0.0004547767,0.0002390807,0.000140282,0.0000164671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001546051,"about_ca_system_score_gemma":0.0000674543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005905971,"about_ca_topic_score_gemma":0.000002142218,"domain_scores_codex":[0.9993144,0.00003133898,0.0001380368,0.000201134,0.0001683438,0.0001467958],"domain_scores_gemma":[0.9991146,0.0003728207,0.00008263627,0.0002822083,0.00009929057,0.00004844507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003222914,0.002029959,0.0003611064,0.0002760485,0.0001718138,0.00008277579,0.001834035,0.00008833228,0.00708067,0.6976834,0.01908226,0.2712774],"study_design_scores_gemma":[0.002864512,0.001433194,0.008569005,0.004207497,0.00007641878,0.0005028047,0.0003614228,0.001874567,0.6061971,0.1846293,0.1871285,0.002155633],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002344346,0.0001714559,0.9853928,0.01023647,0.00009127659,0.0002041719,0.000003690812,0.000549261,0.001006537],"genre_scores_gemma":[0.729475,0.00009988474,0.26932,0.0009436671,0.00001725309,0.00002809726,0.000001590388,0.000005993946,0.0001086108],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7271306,"threshold_uncertainty_score":0.288305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01802536763351356,"score_gpt":0.3026588440675735,"score_spread":0.28463347643406,"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."}}