{"id":"W202762419","doi":"10.1177/0361198105193300104","title":"The Executive Support System of Ontario, Canada","year":2005,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Transportation of Ontario","funders":"Arnold and Mabel Beckman Foundation","keywords":"Blueprint; Bridge (graph theory); Asset management; Asset (computer security); Computer science; Christian ministry; Work (physics); Decision support system; Process management; Operations research; Systems engineering; System integration; Engineering management; Engineering; Business; Operating system; Finance","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":[],"consensus_categories":[],"category_scores_codex":[0.002403146,0.0001950277,0.0003456486,0.0002984265,0.0005234062,0.00006291905,0.0009546589,0.0001096395,0.0001033267],"category_scores_gemma":[0.00004992262,0.0001246492,0.0002277832,0.0008249196,0.0003200855,0.0003287108,0.000004533256,0.001898065,0.000004032818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001812302,"about_ca_system_score_gemma":0.00267874,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7082037,"about_ca_topic_score_gemma":0.9906882,"domain_scores_codex":[0.9946542,0.0002750188,0.001233219,0.00017862,0.002851387,0.0008075321],"domain_scores_gemma":[0.9961417,0.0005514685,0.000250346,0.000385173,0.002436428,0.0002348496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003706139,0.0002068886,0.4703231,0.002062253,0.001686179,0.0006001482,0.0344856,0.146589,0.0177899,0.01900496,0.242612,0.06093391],"study_design_scores_gemma":[0.001066384,0.0002589299,0.7229106,0.0004544933,0.00005105818,0.00000184946,0.006189571,0.0003638137,0.01421648,0.0002794781,0.2539922,0.0002151565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949765,0.0002084116,0.0005056482,0.0007820139,0.001321102,0.0005326885,0.0000461103,0.00002436183,0.001603216],"genre_scores_gemma":[0.9973806,0.0002611381,0.0006525607,0.00001066807,0.000281343,0.00003224672,0.000005715512,0.00004057742,0.001335216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2824845,"threshold_uncertainty_score":0.8246256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02493451604011706,"score_gpt":0.2928448112273344,"score_spread":0.2679102951872173,"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."}}