{"id":"W2586628277","doi":"10.3849/aimt.01106","title":"Acceptable Risk in Military Bridge Evaluation","year":2016,"lang":"en","type":"article","venue":"Advances in Military Technology","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Royal Military College of Canada","funders":"Natural Sciences and Engineering Research Council of Canada; Ministère de la Défense Nationale","keywords":"Bridge (graph theory); Flexibility (engineering); Engineering; Risk assessment; Risk analysis (engineering); Computer security; Computer science; Business; Medicine; Management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01276017,0.001421831,0.0007392104,0.00368094,0.001526388,0.004730488,0.002633875,0.002362656,0.004055588],"category_scores_gemma":[0.03792721,0.0005293412,0.0009021036,0.001881424,0.005424002,0.005913367,0.004979453,0.00287186,0.001067783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002639876,"about_ca_system_score_gemma":0.002162971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001922506,"about_ca_topic_score_gemma":0.001473603,"domain_scores_codex":[0.9732641,0.008519547,0.001536981,0.001689007,0.01418404,0.0008064033],"domain_scores_gemma":[0.978733,0.01014534,0.002692704,0.002096394,0.005815275,0.0005172926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002588019,0.0002470117,0.01143711,0.0007535391,0.0001041928,0.0006277208,0.002006887,0.09377922,0.006533972,0.7704109,0.005979293,0.1078614],"study_design_scores_gemma":[0.00003395295,0.0005373852,0.006404974,0.0009682939,0.00007526351,0.001044861,0.002464615,0.0602672,0.007375923,0.8730855,0.04754525,0.0001968887],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06745365,0.004770459,0.7613165,0.003780395,0.000391018,0.0003636338,0.0003130385,0.0003477534,0.1612636],"genre_scores_gemma":[0.8321235,0.001687193,0.1556704,0.0008134742,0.0002431374,0.0004748004,0.0002215384,0.0002178421,0.008548136],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01276017,"threshold_uncertainty_score":0.06748301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004824052113523013,"score_gpt":0.2462740620899051,"score_spread":0.2414500099763821,"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."}}