{"id":"W3094226505","doi":"10.1007/978-3-030-49540-4_12","title":"Ethics of Infrastructure Reinvestment","year":2020,"lang":"en","type":"book-chapter","venue":"Water security in a new world","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Surprise; Critical infrastructure; Business; Asset (computer security); Asset management; Key (lock); Service (business); Investment (military); Finance; Risk analysis (engineering); Computer security; Marketing; Computer science; Political science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003691281,0.0003977239,0.0006506222,0.0002101791,0.0001249891,0.00006803971,0.0006771125,0.0007985187,0.002769131],"category_scores_gemma":[0.00006560099,0.0003220129,0.0002085894,0.0001141414,0.0004142482,0.0001916944,0.0002394103,0.002154219,0.0001206869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002670477,"about_ca_system_score_gemma":0.0008552369,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002517522,"about_ca_topic_score_gemma":0.01869645,"domain_scores_codex":[0.9974189,0.0001000384,0.0005976034,0.0004971448,0.0009327193,0.00045358],"domain_scores_gemma":[0.9989126,0.00006097236,0.000274368,0.0003903889,0.00009328923,0.0002683336],"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":[0.00004071925,0.000008367229,0.0003539889,0.0001439669,0.00005978927,0.00005553308,0.09437107,0.000009278368,0.00006431731,0.8297867,0.07452058,0.0005856941],"study_design_scores_gemma":[0.0001923429,0.00002429654,0.0001134892,0.0002139531,0.00002191451,5.900117e-7,0.00009329921,0.000001215685,0.0004808623,0.3899344,0.6086855,0.0002381435],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008022738,0.0006358644,0.000006451153,0.02125405,0.0009814615,0.0005918487,0.0001066491,0.0000820479,0.9755394],"genre_scores_gemma":[0.1469681,0.001193848,0.0006850523,0.006683521,0.002512505,0.000007065259,0.000166499,0.0001140786,0.8416694],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5341649,"threshold_uncertainty_score":0.9999232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02346641955402387,"score_gpt":0.2743608034232632,"score_spread":0.2508943838692393,"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."}}