{"id":"W4399420042","doi":"10.1016/j.gfs.2024.100773","title":"Food security among female migrant workers in Kerala returning from the Gulf Cooperation Council countries","year":2024,"lang":"en","type":"article","venue":"Global Food Security","topic":"Social and Economic Development in India","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Wilfrid Laurier University","keywords":"Food security; Fishery; Food insecurity; Business; Migrant workers; Socioeconomics; Geography; Economic growth; Economics; Agriculture; Biology","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":[0.001897329,0.000210287,0.0002584771,0.00002146029,0.0008483529,0.0006984153,0.0004163496,0.0002621197,0.0003253334],"category_scores_gemma":[0.0003632105,0.0001822618,0.0001147632,0.0005733038,0.0004228143,0.0005362817,0.00009592098,0.0003604633,0.0001224872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001731955,"about_ca_system_score_gemma":0.001471466,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03895408,"about_ca_topic_score_gemma":0.3838362,"domain_scores_codex":[0.9976947,0.0002855872,0.0003965108,0.0004551389,0.0006199733,0.0005480496],"domain_scores_gemma":[0.9991455,0.0003234195,0.00008333302,0.0001828858,0.0001427592,0.0001221237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001034582,0.00005808424,0.6322668,0.00003058461,0.0001833597,0.00001945804,0.2843466,0.00002447529,5.716282e-7,0.05703496,0.0251907,0.0007409252],"study_design_scores_gemma":[0.000854724,0.0002817373,0.1155104,0.0004938408,0.00007480317,0.000002356617,0.07707617,0.0004140857,0.00002128201,0.2103989,0.5939418,0.0009298308],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755568,0.002825008,0.000008920032,0.001810643,0.002450312,0.0004380686,0.0004186475,0.000179319,0.01631227],"genre_scores_gemma":[0.9985313,0.0001746294,0.00002303571,0.000432546,0.0006397731,0.00004541665,0.00005098122,0.00001030452,0.00009201129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5687511,"threshold_uncertainty_score":0.9674456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02995008134203609,"score_gpt":0.2599667826924443,"score_spread":0.2300167013504082,"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."}}