{"id":"W1988962172","doi":"10.1016/s0950-5849(03)00115-0","title":"Evaluating the learning effectiveness of using simulations in software project management education: results from a twice replicated experiment","year":2003,"lang":"en","type":"article","venue":"Information and Software Technology","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":77,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Oulun Yliopisto; European Commission","keywords":"COCOMO; Debriefing; Software project management; Computer science; Project management; Software; Software development; Empirical research; Process (computing); Software engineering; Knowledge management; Engineering management; Engineering; Software construction; Systems engineering; Psychology","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":[0.0008250778,0.0001078469,0.0001332571,0.000385192,0.0001288321,0.00006523062,0.0002852304,0.0001029645,0.000001964673],"category_scores_gemma":[0.001808895,0.00009182377,0.00001941053,0.0008840276,0.00004106579,0.0006929745,0.0001446513,0.0001973769,0.000001264389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006939475,"about_ca_system_score_gemma":0.0001055806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001484877,"about_ca_topic_score_gemma":0.00000183936,"domain_scores_codex":[0.9989727,0.0001590412,0.0004001813,0.0001830759,0.0001526645,0.0001323438],"domain_scores_gemma":[0.9984084,0.0007476828,0.0002587437,0.0004430838,0.0001270457,0.00001504712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002553285,0.0003343853,0.02980384,0.0004828538,0.0001458368,0.000003867864,0.01020373,0.1508036,0.0008874838,0.112068,0.00007100349,0.6949401],"study_design_scores_gemma":[0.008232201,0.002087835,0.04658669,0.002840056,0.0001691992,0.0002260397,0.006367398,0.74563,0.03987107,0.09821405,0.04751972,0.002255731],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2887585,0.0002120763,0.7097771,0.00005551813,0.00008370019,0.000503719,0.000003178887,0.0005287261,0.0000774898],"genre_scores_gemma":[0.6225209,0.00001399173,0.3773515,0.00002251107,0.00000241149,0.00006906287,0.00001232655,0.000003692373,0.000003675679],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6926844,"threshold_uncertainty_score":0.3744465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04241680743935664,"score_gpt":0.3661851983252082,"score_spread":0.3237683908858516,"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."}}