{"id":"W4388902554","doi":"10.5772/intechopen.113045","title":"An Open-Data-Based Methodology for the Creation of a Graph of Critical Infrastructure Dependencies at an Urban Scale","year":2023,"lang":"en","type":"book-chapter","venue":"IntechOpen eBooks","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Interdependence; Heuristics; Critical infrastructure; Computer science; Scale (ratio); Plan (archaeology); Graph; Graph theory; Operations research; Data science; Theoretical computer science; Geography; Engineering; Computer security; Mathematics; Cartography","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"],"consensus_categories":[],"category_scores_codex":[0.001194784,0.0003567352,0.0008203528,0.0002924884,0.000152318,0.00006747717,0.002386819,0.0005551898,0.0002875967],"category_scores_gemma":[0.0003228032,0.0002713908,0.0001959255,0.00005971522,0.0007629641,0.0002088864,0.0004029801,0.0004633032,0.000003523106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007524718,"about_ca_system_score_gemma":0.0001263104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001800041,"about_ca_topic_score_gemma":0.001985975,"domain_scores_codex":[0.9980873,0.0001135512,0.0007000659,0.0005202174,0.0003138783,0.0002650177],"domain_scores_gemma":[0.9963437,0.001311555,0.0001867707,0.001736582,0.0003315533,0.00008978038],"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":[0.002301634,0.000162105,0.0006675115,0.005157764,0.003499742,0.00003075915,0.006194477,0.1754678,0.1496134,0.3249473,0.009055308,0.3229022],"study_design_scores_gemma":[0.002018806,0.002335774,0.001069723,0.001029954,0.004635076,0.00005170319,0.00209417,0.1643468,0.2536598,0.5321034,0.03409522,0.002559607],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006970283,0.0004805084,0.782074,0.0002070987,0.001434734,0.005144028,0.006175263,0.0006107033,0.1969034],"genre_scores_gemma":[0.9389469,0.0000327633,0.04508465,0.0001451143,0.0003119681,0.0002147647,0.001047543,0.0002732634,0.01394303],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9319766,"threshold_uncertainty_score":0.9999738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07568759410462819,"score_gpt":0.3515245618604932,"score_spread":0.2758369677558651,"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."}}