{"id":"W2189479432","doi":"10.20533/ijcdse.2042.6364.2013.0151","title":"Conceptualizing Vulnerability among Tanzanian School Children","year":2013,"lang":"en","type":"article","venue":"International Journal for Cross-Disciplinary Subjects in Education","topic":"Poverty, Education, and Child Welfare","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Vulnerability (computing); Tanzania; Psychology; Developmental psychology; Geography; Environmental health; Environmental planning; Medicine; Computer science; Computer security","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":[0.003778219,0.0006932166,0.0003709203,0.003705964,0.009359289,0.004963773,0.00123704,0.001766959,0.002462813],"category_scores_gemma":[0.004276433,0.000432284,0.0004334536,0.001730623,0.01809298,0.005721847,0.007908485,0.002329708,0.0001750382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007331588,"about_ca_system_score_gemma":0.005769832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0360494,"about_ca_topic_score_gemma":0.03025156,"domain_scores_codex":[0.9974002,0.001469134,0.000127096,0.0001593123,0.0002761281,0.0005682588],"domain_scores_gemma":[0.9978722,0.0008004203,0.00059853,0.00006382794,0.0002434374,0.0004215197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001358767,0.00003499449,0.039854,0.0001474743,0.00001152193,0.002246191,0.878638,0.0001900798,0.0004111847,0.0719341,0.001305274,0.005213699],"study_design_scores_gemma":[0.000005217012,0.00005867577,0.02884131,0.0008217239,0.00001853216,0.001622415,0.9259564,0.0004022228,0.00008233473,0.01907186,0.02308209,0.0000372791],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.934552,0.005495941,0.002161249,0.01426864,0.0000840401,0.0001620784,0.00007400658,0.00001674428,0.04318539],"genre_scores_gemma":[0.9959748,0.001704086,0.0007037967,0.000569473,0.00001591061,0.00006456655,0.00002388903,0.000003669782,0.0009397371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0360494,"threshold_uncertainty_score":0.07167912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01860111457377622,"score_gpt":0.3777032421044637,"score_spread":0.3591021275306875,"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."}}