{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003574834,0.0006502359,0.0004780611,0.001689768,0.005036551,0.006339841,0.001092176,0.001604978,0.0189678],"category_scores_gemma":[0.008799127,0.000228295,0.0006477251,0.001021811,0.01455877,0.007419395,0.01439892,0.003597843,0.001962153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004083845,"about_ca_system_score_gemma":0.004599717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003284378,"about_ca_topic_score_gemma":0.003791751,"domain_scores_codex":[0.9960358,0.001548678,0.0001582117,0.0006219621,0.0007485593,0.0008869173],"domain_scores_gemma":[0.9968541,0.0005685582,0.0003807087,0.0008623013,0.0005728713,0.0007613851],"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":[0.0001387572,0.00009354339,0.004531671,0.0004730403,0.0001049917,0.001488612,0.09234449,0.001093557,0.002770484,0.771014,0.01969848,0.1062483],"study_design_scores_gemma":[0.00003436203,0.000315056,0.009174052,0.0009025367,0.0000710303,0.001351292,0.07339805,0.0009467745,0.001077064,0.3212019,0.5914211,0.0001067987],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.297082,0.006174149,0.03873127,0.0711799,0.003490881,0.0003353207,0.0006928939,0.0006895507,0.5816241],"genre_scores_gemma":[0.9622582,0.001069459,0.002817219,0.003245702,0.0001544523,0.00007816659,0.0001686784,0.00006621019,0.03014193],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0189678,"threshold_uncertainty_score":0.06345361,"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."}}