{"id":"W2589070312","doi":"","title":"Building Community Resilience and Supporting Vulnerable Populations: Social Networks and Community Capacity","year":2009,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of North Carolina at Chapel Hill","keywords":"Resilience (materials science); Community resilience; Environmental resource management; Environmental planning; Sociology; Geography; Computer science; Environmental science; Resource (disambiguation)","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004829025,0.000206837,0.0002675742,0.0001426814,0.009828443,0.000402075,0.000611524,0.0002421342,0.00002757963],"category_scores_gemma":[0.0006262879,0.0002141092,0.0000491243,0.0006791932,0.0008971043,0.000654998,0.0002920412,0.001957389,0.0000022703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007426868,"about_ca_system_score_gemma":0.00002759103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003851779,"about_ca_topic_score_gemma":0.002227443,"domain_scores_codex":[0.9967281,0.001731168,0.0003503204,0.000241673,0.0003379709,0.0006107232],"domain_scores_gemma":[0.9988062,0.0004010318,0.0002115799,0.000361678,0.00006484333,0.000154608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00007192319,0.0006663006,0.03865721,0.00009303503,0.00004075052,0.00001263631,0.05503293,0.0009751163,0.001015607,0.5507218,0.004506805,0.3482058],"study_design_scores_gemma":[0.001429396,0.000483406,0.5883411,0.0004852483,0.0001618201,0.00001557507,0.08929163,0.008634483,0.0001268563,0.2896122,0.01961637,0.001801981],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9581303,0.0001739803,0.009808478,0.001451085,0.0001485138,0.0003801487,0.000003135239,0.0003457408,0.02955861],"genre_scores_gemma":[0.9959009,0.00008910087,0.003069222,0.0003684803,0.0001328343,0.000009852646,0.000004188315,0.00001221174,0.0004131763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5496839,"threshold_uncertainty_score":0.9914606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04641894040828506,"score_gpt":0.3390434217103747,"score_spread":0.2926244813020896,"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."}}