{"id":"W7067660956","doi":"","title":"Modeling Freight Network Robustness and Criticality in Ontario, Canada","year":2022,"lang":"en","type":"dissertation","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Limiting; Context (archaeology); Fuzzy logic; Netting; Intellectualization","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":[0.0009023129,0.0008190188,0.0003955841,0.00146792,0.001614003,0.00198197,0.001584138,0.0009307807,0.003189418],"category_scores_gemma":[0.004494676,0.0005588314,0.0007578925,0.00178925,0.001947352,0.001054157,0.001007374,0.0007163027,0.0001398786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04774224,"about_ca_system_score_gemma":0.01684664,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9805854,"about_ca_topic_score_gemma":0.9712994,"domain_scores_codex":[0.9994915,0.00005955862,0.00001102802,0.00009197003,0.0001159958,0.0002298351],"domain_scores_gemma":[0.9982324,0.0006339095,0.000227198,0.00005869838,0.0006993741,0.0001485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004991764,0.00001857482,0.01224126,0.00002809729,0.00003505151,0.0001535898,0.0001882209,0.9765407,0.0004412421,0.006229158,0.001326956,0.002747211],"study_design_scores_gemma":[0.00001562523,0.00002455588,0.01504976,0.00002604932,0.00004873164,0.00002944172,0.0005649555,0.9776292,0.0002595411,0.003332378,0.002992234,0.00002756251],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9335791,0.001009501,0.02521698,0.00132294,0.00004175781,0.0002599487,0.005312296,0.0001680085,0.03308944],"genre_scores_gemma":[0.9916918,0.0004186793,0.002430985,0.00003673842,0.000007391879,0.00003809539,0.0007892356,0.00002234363,0.004564632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04774224,"threshold_uncertainty_score":0.3463959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008382420504024735,"score_gpt":0.1895106206753177,"score_spread":0.181128200171293,"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."}}