{"id":"W4302290757","doi":"10.1177/00020397221128322","title":"Systematic Review of Gender and Humanitarian Situations Across Africa","year":2022,"lang":"en","type":"article","venue":"Africa Spectrum","topic":"Gender, Security, and Conflict","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Transformative learning; Injustice; Sociology; Sociocultural evolution; Gender analysis; Gender equity; Political science; Social science; Public relations; Social psychology; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001131992,0.00009332245,0.0003123707,0.00004558516,0.001140636,0.00004079693,0.0003107483,0.00002789708,0.0008010219],"category_scores_gemma":[0.0002091397,0.00009296442,0.0000911587,0.000414849,0.0001230077,0.00007550882,0.0001533209,0.0001293394,0.00002057756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008277578,"about_ca_system_score_gemma":0.0001042173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003483612,"about_ca_topic_score_gemma":0.0003365547,"domain_scores_codex":[0.9982796,0.000369034,0.0003157589,0.0001991872,0.0005111237,0.0003253205],"domain_scores_gemma":[0.99932,0.0001171981,0.0001713932,0.0002620383,0.00004551076,0.00008381359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003917722,0.000191637,0.0001261153,0.03871902,0.0001382781,0.00001180642,0.404917,0.000001632985,0.00003450449,0.5497916,0.006034612,0.00002978508],"study_design_scores_gemma":[0.000856177,0.0004236431,0.00159527,0.007998707,0.001035525,0.00003392639,0.5383757,0.00006103017,0.00002873581,0.2270624,0.2213543,0.001174708],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007738202,0.3374424,0.0003840262,0.0126996,0.0009089629,0.003769742,0.0002003009,0.0002734775,0.6365833],"genre_scores_gemma":[0.9947785,0.00246655,0.00004327099,0.0002014148,0.00006041419,0.0001151174,0.000004029988,0.000009597393,0.002321088],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9870403,"threshold_uncertainty_score":0.8772963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04618542653181017,"score_gpt":0.3035008697366157,"score_spread":0.2573154432048055,"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."}}