{"id":"W7152350681","doi":"","title":"Making Up for Lost Time: Strategic infrastructure development for growth and resilience","year":2025,"lang":"en","type":"article","venue":"TSpace","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resilience (materials science); Critical infrastructure; Urban infrastructure; Urban planning; Democracy; Government (linguistics); Strategic planning","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":[0.001371188,0.0005744168,0.0003125261,0.0009390478,0.004917991,0.01241994,0.0007759125,0.001714511,0.01477009],"category_scores_gemma":[0.002422923,0.0001864,0.0002371532,0.002069041,0.008852798,0.006799882,0.004135773,0.003128787,0.001961853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0198015,"about_ca_system_score_gemma":0.03803408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1487354,"about_ca_topic_score_gemma":0.4124906,"domain_scores_codex":[0.9988789,0.0002737707,0.0000147386,0.00006190372,0.0002903602,0.0004803039],"domain_scores_gemma":[0.9991608,0.000189552,0.00005173778,0.00004483334,0.0002513588,0.000301809],"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":[0.000008979054,0.00001029236,0.0005223289,0.00009143004,0.000006041892,0.00006459391,0.002293034,0.001058031,0.0001265296,0.8613742,0.08595827,0.0484864],"study_design_scores_gemma":[0.000004452198,0.00001760988,0.00155114,0.0007673036,0.00001133745,0.0000632842,0.0139056,0.001337435,0.0002873169,0.4452654,0.5367635,0.00002574682],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01390996,0.02228662,0.009975285,0.1910266,0.001045309,0.00006202756,0.0003921766,0.0001884462,0.7611136],"genre_scores_gemma":[0.7479149,0.07064933,0.01184489,0.009340424,0.0005141203,0.0001295338,0.0004689756,0.0002790012,0.1588589],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1487354,"threshold_uncertainty_score":0.2957394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.014227856100277,"score_gpt":0.2977376499532115,"score_spread":0.2835097938529345,"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."}}