{"id":"W4312550198","doi":"10.7227/jha.078","title":"Resilience Unfiltered","year":2022,"lang":"en","type":"article","venue":"Journal of Humanitarian Affairs","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Context (archaeology); Social capital; Psychosocial; Resilience (materials science); Psychological resilience; Faith; Sociology; Typhoon; Political science; Economic growth; Psychology; Geography; Socioeconomics; Social psychology; Social science; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001208785,0.00006716449,0.0001295506,0.0001994928,0.001062867,0.00009900193,0.000809606,0.00001682482,0.002518819],"category_scores_gemma":[0.0001003355,0.00006366891,0.0001045173,0.0002921641,0.0002060159,0.000374553,0.000144184,0.0002393077,0.00002473875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001504068,"about_ca_system_score_gemma":0.0001781515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008222128,"about_ca_topic_score_gemma":0.0003549362,"domain_scores_codex":[0.998275,0.0002612725,0.0002909122,0.0001031958,0.0008304787,0.000239074],"domain_scores_gemma":[0.999341,0.00005458355,0.0003000053,0.0001265019,0.00007906654,0.00009883221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001551262,0.0004212289,0.002982162,0.00001562251,0.00008370666,0.0005288806,0.08074534,0.001424478,0.0003872595,0.7656695,0.1385811,0.009005623],"study_design_scores_gemma":[0.000402454,0.0002926249,0.002365578,0.00001370055,0.00002910227,0.00001954485,0.2507973,0.0000138849,0.000007610176,0.01071075,0.7351993,0.0001481598],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1321409,0.0004623398,0.0002016703,0.003250277,0.002354472,0.000187439,0.000003321182,0.00003377303,0.8613659],"genre_scores_gemma":[0.9855576,0.0000268073,0.000140047,0.0001202991,0.000315555,0.000002405081,4.078179e-7,0.000006633276,0.0138303],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8534167,"threshold_uncertainty_score":0.998393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01771729752260185,"score_gpt":0.2739686367728301,"score_spread":0.2562513392502282,"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."}}