{"id":"W4392354151","doi":"10.1111/capa.12553","title":"New frontiers in delivering public infrastructure","year":2024,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; HEC Montréal","funders":"","keywords":"Corporate governance; Value (mathematics); Critical infrastructure; Public infrastructure; Quality (philosophy); State (computer science); Business; Risk analysis (engineering); Management science; Political science; Computer science; Engineering; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002581812,0.0001887135,0.0001361594,0.001704728,0.0001441262,0.002749944,0.0003265487,0.0001447436,0.001010173],"category_scores_gemma":[0.0001640063,0.0002026017,0.00005409661,0.001556839,0.00002751371,0.004201303,0.00003723418,0.0002374317,0.0001841378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003978718,"about_ca_system_score_gemma":0.002858713,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01094512,"about_ca_topic_score_gemma":0.3072725,"domain_scores_codex":[0.998601,0.000007410412,0.0002655081,0.0003252641,0.0002073649,0.0005935092],"domain_scores_gemma":[0.9995002,0.000008643413,0.00005511403,0.0001851018,0.00007976082,0.0001712039],"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":[0.000003274327,0.000005505456,0.02370759,0.00007440662,0.00002095599,0.00004812465,0.00002599454,9.857259e-7,0.00001267665,0.5360116,0.3458041,0.09428473],"study_design_scores_gemma":[0.0001725443,0.000006374596,0.007014737,0.00002382373,0.000008841723,0.000006178333,0.00007280311,0.004618695,0.000003579693,0.009337529,0.9785084,0.000226518],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1481081,0.002404771,0.02255034,0.5263627,0.009860891,0.001477129,0.00006032811,0.001284257,0.2878916],"genre_scores_gemma":[0.9935974,0.000008469038,0.0004824286,0.002533806,0.00217573,0.00001896617,0.0002615517,0.00002889736,0.0008927839],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8454893,"threshold_uncertainty_score":0.999903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01506730120214925,"score_gpt":0.219717859230829,"score_spread":0.2046505580286798,"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."}}