{"id":"W2155725072","doi":"10.1002/pmj.21281","title":"Project Management for Development in Africa: Why Projects are Failing and What Can be Done about It","year":2012,"lang":"en","type":"article","venue":"Project Management Journal","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":248,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Project management; Extreme project management; Program management; Accountability; Project management triangle; OPM3; Business; Project charter; Process management; Engineering management; Political science; Environmental resource management; Engineering; Economics; Systems engineering","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.008554018,0.0005628837,0.0006394846,0.003551455,0.000880826,0.002925484,0.001043988,0.0001176747,0.000114744],"category_scores_gemma":[0.0001841104,0.0004524605,0.0001896397,0.002411196,0.0001279415,0.003942051,0.00089372,0.0004567687,0.0000292443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003653731,"about_ca_system_score_gemma":0.0001280625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002477455,"about_ca_topic_score_gemma":0.0002638445,"domain_scores_codex":[0.9935918,0.0002854054,0.001680282,0.0009258057,0.002011849,0.001504866],"domain_scores_gemma":[0.9976993,0.0002540658,0.0009387122,0.0006048296,0.0002957761,0.0002073314],"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":[0.0007356894,0.0006283131,0.04790359,0.00105323,0.0007230867,0.0001279829,0.02819912,0.00005480465,0.0000158739,0.00675528,0.09006406,0.823739],"study_design_scores_gemma":[0.002709995,0.0001299092,0.007986672,0.0006363224,0.000126187,0.00009565543,0.06753865,0.0006217815,0.00008287667,0.001034171,0.9183055,0.0007323492],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7042102,0.02352315,0.04976703,0.01676679,0.015791,0.03853573,0.00005941034,0.0007782496,0.1505685],"genre_scores_gemma":[0.8571112,0.01580731,0.08436144,0.003213228,0.001119433,0.002713296,0.00003431925,0.0001630346,0.03547677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8282413,"threshold_uncertainty_score":0.9997927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1668561107025114,"score_gpt":0.3656129613371085,"score_spread":0.198756850634597,"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."}}