{"id":"W1596607210","doi":"10.1002/9780470773765.ch4","title":"The International Demand for Improvement","year":2004,"lang":"en","type":"other","venue":"","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001900356,0.0005186534,0.0006189541,0.001446495,0.001362127,0.007582819,0.0005341455,0.002743962,0.08584343],"category_scores_gemma":[0.003607224,0.0002285115,0.0004591761,0.003865847,0.001935732,0.00564232,0.002354095,0.003531222,0.01318526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003512928,"about_ca_system_score_gemma":0.005062901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005836601,"about_ca_topic_score_gemma":0.007481151,"domain_scores_codex":[0.9981983,0.0003161382,0.00009501593,0.0002760612,0.0007835149,0.0003311032],"domain_scores_gemma":[0.9978907,0.0005996008,0.0002487735,0.0003237145,0.0005913413,0.0003459895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005725313,0.00002969387,0.001056554,0.0003957457,0.00001427809,0.00006677872,0.0005992149,0.0002979649,0.0004127835,0.4632497,0.3779273,0.1558928],"study_design_scores_gemma":[0.000006131277,0.00001089538,0.001769614,0.0002451086,0.000003671523,0.00004322069,0.0004121039,0.00007138735,0.00005418013,0.013944,0.9834344,0.000005201072],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003148581,0.03748262,0.0006268109,0.1473882,0.004205796,0.00001392315,0.0008406443,0.0001097523,0.8061837],"genre_scores_gemma":[0.200313,0.1064237,0.003844352,0.03779227,0.00632692,0.0001425822,0.00213191,0.0003346245,0.6426905],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08584343,"threshold_uncertainty_score":0.2871749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05552754913055785,"score_gpt":0.3663809575892156,"score_spread":0.3108534084586578,"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."}}