{"id":"W4406803638","doi":"10.1145/3689187.3709610","title":"An International Examination of Non-Technical Skills and Professional Dispositions in Computing -- Identifying the Present Day Academia-Industry Gap","year":2025,"lang":"en","type":"article","venue":"","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Computer science; Engineering management; Medical education; 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":[0.007268628,0.0000935911,0.000189162,0.004073758,0.001042918,0.002564455,0.0003341104,0.0003046267,0.002361875],"category_scores_gemma":[0.01798752,0.0001003719,0.0001858807,0.004388128,0.001213869,0.002112719,0.00234304,0.0005827697,0.0003059921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001086226,"about_ca_system_score_gemma":0.003650327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001516395,"about_ca_topic_score_gemma":0.003534568,"domain_scores_codex":[0.9975669,0.0007415602,0.0004393125,0.0002303606,0.0006786932,0.0003432311],"domain_scores_gemma":[0.9730359,0.01260705,0.00610894,0.0008642416,0.00502219,0.002361569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000102471,0.0003352887,0.7713834,0.0008456808,0.00003177783,0.0003870665,0.06445932,0.0001813274,0.001957651,0.01156384,0.002374137,0.146378],"study_design_scores_gemma":[0.00000379063,0.0002464221,0.8786746,0.0004025012,0.00001341923,0.0003907114,0.1027169,0.0001774028,0.0007245761,0.001237044,0.01539842,0.00001418161],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9683002,0.001150775,0.000808076,0.001370525,0.00004198703,0.00005321022,0.0002529955,0.00001136738,0.02801087],"genre_scores_gemma":[0.9976022,0.000469998,0.0005315247,0.0001215574,0.00001275083,0.00003849224,0.0001914938,0.000003961276,0.00102804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007268628,"threshold_uncertainty_score":0.03844059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0158642812553778,"score_gpt":0.3504300285903356,"score_spread":0.3345657473349578,"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."}}