{"id":"W4416527749","doi":"10.1017/9781009322737.001","title":"Introduction","year":2025,"lang":"","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Context (archaeology); Project management; Phenomenon; Set (abstract data type); Project charter; Project planning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007939996,0.0008960394,0.0007640943,0.001601565,0.00218165,0.006171776,0.001879641,0.002772758,0.5055798],"category_scores_gemma":[0.003452977,0.000395079,0.000594661,0.001851036,0.001039024,0.004529971,0.003452905,0.002531039,0.3262065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002307424,"about_ca_system_score_gemma":0.002659606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003026489,"about_ca_topic_score_gemma":0.004031733,"domain_scores_codex":[0.9987464,0.0001501588,0.00006818891,0.0003121363,0.0005917643,0.0001313308],"domain_scores_gemma":[0.9987139,0.0002215906,0.00006411235,0.000176462,0.000579846,0.0002441656],"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":[0.00003674697,0.00005649189,0.000288666,0.0003451836,0.000004365993,0.0001432667,0.0006616612,0.0001565909,0.0004791111,0.05397654,0.7613976,0.1824538],"study_design_scores_gemma":[0.000001565994,0.000008721063,0.0001274394,0.00009793686,8.565911e-7,0.00008349508,0.00009645316,0.00001852164,0.00004909003,0.0027545,0.9967584,0.00000293968],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009440135,0.006601404,0.003744168,0.005601379,0.004460048,0.0001652228,0.002157297,0.0008597309,0.9754667],"genre_scores_gemma":[0.004721466,0.004452462,0.002230541,0.002179903,0.0008435095,0.0001166082,0.00198345,0.0003481327,0.983124],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4944202,"threshold_uncertainty_score":0.7052304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04041262521384636,"score_gpt":0.253209708837364,"score_spread":0.2127970836235177,"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."}}