{"id":"W4388745691","doi":"10.32388/4odpty","title":"Review of: \"Business projects need to be handled differently from construction projects\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Business; Engineering management; Construction engineering; Engineering; Process management","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003413431,0.0007945122,0.002610623,0.001677461,0.0002094197,0.0003256482,0.00197415,0.0003267723,0.01008018],"category_scores_gemma":[0.006881415,0.0005569033,0.0005664073,0.008565148,0.0002278101,0.0004702407,0.001012838,0.0005235735,0.001505881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001116264,"about_ca_system_score_gemma":0.0009176004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001382157,"about_ca_topic_score_gemma":0.001087251,"domain_scores_codex":[0.9908815,0.0004458838,0.002926034,0.001683182,0.003487016,0.0005763956],"domain_scores_gemma":[0.9916169,0.0009810912,0.001811354,0.002117219,0.00326794,0.0002054719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002848627,0.00002913625,0.0002888763,0.01611928,0.0001044151,0.000003140422,0.0000700425,6.089388e-7,0.000007819052,0.0001495961,0.857704,0.1254946],"study_design_scores_gemma":[0.0003958305,0.00006526568,0.000566237,0.05393245,0.000383355,0.00001115386,0.0002734435,0.00006267882,0.00004308541,0.0003967959,0.9432188,0.0006508424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002435898,0.2656652,0.006301634,0.4552114,0.07635169,0.03078366,0.004780711,0.001889025,0.1565808],"genre_scores_gemma":[0.00008997908,0.3943538,0.003857591,0.02340438,0.001215162,0.0009617085,0.002461839,0.000136813,0.5735188],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.431807,"threshold_uncertainty_score":0.9996883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2101576305370131,"score_gpt":0.3968910077773463,"score_spread":0.1867333772403332,"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."}}