{"id":"W4297184203","doi":"10.1177/1087724x221128805","title":"Determinants of Effective Information Sharing in Publicly Funded Infrastructure Projects: A Scoping Review","year":2022,"lang":"en","type":"review","venue":"Public Works Management & Policy","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Business; Information sharing; Incentive; Knowledge management; Information infrastructure; Inclusion (mineral); Process management; Information system; Computer science; Engineering; World Wide Web","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"],"consensus_categories":[],"category_scores_codex":[0.004094449,0.0005461762,0.001864256,0.003384197,0.0004853124,0.0008333225,0.002105719,0.0002447257,0.000659937],"category_scores_gemma":[0.001458486,0.0005430692,0.0004674433,0.007079897,0.0001337425,0.0027488,0.00246585,0.0007057505,0.00004191081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001476423,"about_ca_system_score_gemma":0.0005354948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001606737,"about_ca_topic_score_gemma":0.002681999,"domain_scores_codex":[0.9950026,0.0007097023,0.001650392,0.0006477898,0.000941403,0.001048133],"domain_scores_gemma":[0.9972237,0.0002422753,0.001491251,0.0007874059,0.00009746345,0.0001578968],"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":[0.000001853033,0.00003527657,0.0004802783,0.1410961,0.00008921431,0.000005144434,0.001098041,0.000001087849,1.322203e-10,0.01530748,0.0004694081,0.8414161],"study_design_scores_gemma":[0.0002159814,0.00001631656,0.000109365,0.1857471,0.0002256302,8.240164e-7,0.000862225,0.00001299539,5.562467e-9,0.00029407,0.8121186,0.0003968478],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005616185,0.8062591,0.00004300281,0.0001569307,0.0003245652,0.009357168,0.000007030423,0.0001365462,0.1837101],"genre_scores_gemma":[0.00009708464,0.9949988,0.000104604,0.0002515962,0.0002447749,0.003388964,0.000136443,0.00004601645,0.0007316996],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8410193,"threshold_uncertainty_score":0.9997021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06657720266729575,"score_gpt":0.3994894403058985,"score_spread":0.3329122376386028,"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."}}