{"id":"W2027885345","doi":"10.1002/pmj.20067","title":"Protecting Software Development Projects against Underestimation","year":2008,"lang":"en","type":"article","venue":"Project Management Journal","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"Universidad de Buenos Aires; Polytechnique Montréal; École de technologie supérieure","keywords":"Scope (computer science); Business; Portfolio; Project portfolio management; Risk analysis (engineering); Process management; Project management; Computer science; Operations management; Engineering management; Engineering; Finance; Systems engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008496498,0.0001718483,0.0001241576,0.0003933124,0.0007539381,0.0003060705,0.0006879338,0.00004342101,0.000004310637],"category_scores_gemma":[0.0001570596,0.0001527812,0.0000502864,0.0005154512,0.00001610397,0.001028559,0.0003044923,0.0004030871,0.0000232818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001554515,"about_ca_system_score_gemma":0.0001511097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003780788,"about_ca_topic_score_gemma":6.457356e-7,"domain_scores_codex":[0.9985361,0.00008651076,0.0003180258,0.0002689874,0.0004578613,0.000332538],"domain_scores_gemma":[0.9992672,0.00007627157,0.0002306759,0.000278911,0.00008644361,0.0000604625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000276957,0.0002662069,0.003040734,0.000417483,0.0002945706,0.001318066,0.007503421,0.001854558,0.0000571142,0.004759713,0.007695479,0.972765],"study_design_scores_gemma":[0.005399948,0.001285525,0.03028787,0.002517611,0.0001411969,0.01218956,0.00127031,0.1370028,0.01388615,0.0173269,0.7733474,0.005344736],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005946714,0.0001441439,0.9895929,0.0001628484,0.0002799986,0.0005956179,1.061348e-7,0.0009262196,0.002351438],"genre_scores_gemma":[0.0910614,0.0001897406,0.9080848,0.0001266187,0.00008182005,0.00009676247,0.00000137399,0.00001671649,0.0003408384],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9674202,"threshold_uncertainty_score":0.6230238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05882667950883303,"score_gpt":0.2780389522028095,"score_spread":0.2192122726939765,"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."}}