{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001270929,0.0001882369,0.0001702529,0.0003317906,0.001387494,0.001565299,0.0008536188,0.0001709437,0.001592642],"category_scores_gemma":[0.0009202589,0.0001906966,0.0001721216,0.0003006181,0.000403142,0.003275256,0.00004500622,0.0004042393,0.00005381123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00132801,"about_ca_system_score_gemma":0.002779374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002712459,"about_ca_topic_score_gemma":0.002242345,"domain_scores_codex":[0.9977232,0.0002310268,0.0005984264,0.0003869677,0.0006129871,0.0004474243],"domain_scores_gemma":[0.9978385,0.0002891721,0.0002668238,0.0001946138,0.001083647,0.000327227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003501221,0.0004597907,0.9400055,0.00001474142,0.00005515447,0.000001260223,0.02100226,0.0001252184,0.00003759782,0.005000297,0.00735718,0.02590591],"study_design_scores_gemma":[0.0004389681,0.00004028639,0.9460557,0.0002328911,0.000008656763,0.00002887406,0.009450989,0.0001712066,0.00004226404,0.03266279,0.0106142,0.0002531885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742951,0.001589618,0.0003077391,0.004388864,0.01153894,0.0008021392,0.00002641563,0.00006454167,0.006986667],"genre_scores_gemma":[0.9905113,0.0004385802,0.0006350235,0.0002567783,0.004402656,0.0001621968,0.0001303521,0.00002619994,0.003436921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02766249,"threshold_uncertainty_score":0.9999126,"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."}}