{"id":"W4413219542","doi":"10.1108/jhlscm-09-2024-0125","title":"Antecedents to social-ecological resilience in local humanitarian supply chains: evidence from African cataract camps","year":2025,"lang":"en","type":"article","venue":"Journal of Humanitarian Logistics and Supply Chain Management","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pan American Health Organization; McMaster University","keywords":"Construct (python library); Originality; Psychological resilience; Sustainability; Context (archaeology); Resilience (materials science); Qualitative research; Environmental resource management; Sociology; Ecology; Geography; Psychology; Social psychology; Computer science; Economics; Social science; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001766269,0.0004907679,0.0007795277,0.001727623,0.0006036708,0.0007026663,0.001310911,0.0001599771,0.0002170812],"category_scores_gemma":[0.0003790204,0.000430105,0.0001729969,0.001053741,0.0003582476,0.0007980899,0.001053132,0.0005460783,0.00005768485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003791344,"about_ca_system_score_gemma":0.00006455209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003086853,"about_ca_topic_score_gemma":0.006197876,"domain_scores_codex":[0.9962657,0.00009404884,0.001302119,0.000729571,0.0008130891,0.0007954683],"domain_scores_gemma":[0.9983539,0.0002702461,0.0005764711,0.0004426885,0.0002791943,0.00007749687],"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":[0.002137571,0.003249867,0.2445439,0.00161786,0.001046099,0.007506767,0.005786234,0.0157956,0.0003349944,0.5240778,0.1001941,0.09370917],"study_design_scores_gemma":[0.002501732,0.000356194,0.8770354,0.001382773,0.0004871489,0.000008220944,0.03106344,0.0057111,0.00001469753,0.03361828,0.04680427,0.001016706],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8668559,0.002517642,0.08253135,0.0254892,0.003074961,0.003099705,0.00007035449,0.0001389677,0.01622198],"genre_scores_gemma":[0.9930414,0.0005686747,0.0007868466,0.004000616,0.0007310901,0.00004859577,0.00002489943,0.00002979612,0.0007680601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6324915,"threshold_uncertainty_score":0.999815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02107665977698308,"score_gpt":0.2643838839952892,"score_spread":0.2433072242183061,"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."}}