{"id":"W4402477104","doi":"10.11159/icceia24.114","title":"Agile Frameworks in Construction Project Management: A Systematic Review","year":2024,"lang":"en","type":"review","venue":"Proceedings of the World Congress on New Technologies","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agile software development; Computer science; Project management; Systems engineering; Process management; Software engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000571279,0.0005025746,0.001777055,0.001267531,0.00004559575,0.0002807897,0.004236894,0.0004328134,0.000001112737],"category_scores_gemma":[0.0007780535,0.0002982068,0.0003990169,0.004145631,0.0001100758,0.0003446762,0.001551483,0.00178834,0.00001304194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001472626,"about_ca_system_score_gemma":0.0000680931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005444352,"about_ca_topic_score_gemma":0.000001769105,"domain_scores_codex":[0.9977258,0.00002235298,0.000914399,0.0006390829,0.0003994781,0.0002989143],"domain_scores_gemma":[0.9977673,0.0002683604,0.001043769,0.0008449944,0.00005712805,0.00001838953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[6.213915e-7,0.0000114309,4.518781e-7,0.6691589,0.0001123338,0.000004959884,0.000007064379,9.089209e-8,3.25836e-8,0.08173274,0.01679031,0.2321811],"study_design_scores_gemma":[0.00002411664,0.00001997189,2.84366e-8,0.6581589,0.0006634794,0.00004845385,0.00001481246,0.00002342932,0.00001763586,0.006643902,0.3341603,0.0002250297],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.44099e-8,0.9903053,0.0002036868,0.001081032,0.0007989242,0.003543175,0.000002887944,0.002770193,0.001294706],"genre_scores_gemma":[0.000003785381,0.9680597,0.0289502,0.00004597563,0.0000151664,0.0009916939,5.406231e-7,0.00003636154,0.001896575],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3173699,"threshold_uncertainty_score":0.999947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0257492265294107,"score_gpt":0.320159158824714,"score_spread":0.2944099322953033,"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."}}