{"id":"W4406823769","doi":"10.2749/sanjose.2024.0209","title":"Review of the Asset Management, Inspection and Rehabilitation Work Required to Maintain Two Suspension Bridges, Angus L. Macdonald and A. Murray MacKay, in Halifax, Nova Scotia (Canada)","year":2024,"lang":"en","type":"article","venue":"Report","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Nova (rocket); Suspension (topology); Work (physics); Asset (computer security); Asset management; Engineering; Operations research; Business; History; Computer science; Aeronautics; Archaeology; Mechanical engineering; Finance; Computer security; Mathematics","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":[0.001245347,0.0006862852,0.0008023561,0.005967786,0.0005957308,0.001394704,0.001239786,0.0006744245,0.003088394],"category_scores_gemma":[0.002002698,0.0004070693,0.0002949934,0.008844148,0.0005952649,0.0007210071,0.0003647465,0.0005524602,0.001025262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008231767,"about_ca_system_score_gemma":0.02248109,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.467832,"about_ca_topic_score_gemma":0.7155251,"domain_scores_codex":[0.9990545,0.00009257011,0.0001722987,0.00007726604,0.0005197293,0.00008358667],"domain_scores_gemma":[0.9958703,0.0004674699,0.0004526108,0.00003593036,0.002968992,0.0002046681],"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":[0.0001267663,0.00006984453,0.002918476,0.05722386,0.00009870581,0.0006108884,0.0006023832,0.0008942359,0.00211269,0.001598798,0.1733317,0.7604117],"study_design_scores_gemma":[0.000008902643,0.00009873862,0.03427301,0.01853557,0.0001084048,0.0006975127,0.0004994835,0.00006388463,0.0002626086,0.0000967275,0.9453315,0.00002369184],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001005918,0.9943302,0.00009862646,0.0008204784,0.0006020753,0.00002742247,0.0003092622,0.000009696004,0.002796309],"genre_scores_gemma":[0.003818575,0.9925023,0.0001636323,0.0002889411,0.0002121848,0.00001305681,0.0004454309,0.000003416478,0.002552472],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.532168,"threshold_uncertainty_score":0.9302179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006205286231582339,"score_gpt":0.2444295953789109,"score_spread":0.2382243091473285,"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."}}