{"id":"W1967576800","doi":"10.1111/j.1757-837x.2012.00171.x","title":"Enhancing food and income security of rural families through production, processing and value addition of regional staple food grains","year":2012,"lang":"en","type":"article","venue":"Quality Assurance and Safety of Crops & Foods","topic":"Seed and Plant Biochemistry","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Food security; Food processing; Production (economics); Value (mathematics); Business; Staple food; Agricultural economics; Food science; Economics; Agriculture; Geography; Chemistry; Mathematics; Microeconomics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005597882,0.0001222425,0.0003013828,0.000008433637,0.0001518575,0.00001055999,0.00006055394,0.000100859,0.000008525598],"category_scores_gemma":[0.00009567832,0.00006296243,0.00004452354,0.0001454724,0.000324963,0.0003013387,0.00003586539,0.0000852814,5.177868e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005305013,"about_ca_system_score_gemma":0.00001355736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000249194,"about_ca_topic_score_gemma":0.000307094,"domain_scores_codex":[0.9989763,0.00009805316,0.0003932339,0.000158021,0.0002042085,0.0001702024],"domain_scores_gemma":[0.9992968,0.0001899569,0.0002948264,0.00005090277,0.000115671,0.00005188766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004749832,0.0002393057,0.1300616,0.001981361,0.00008531161,8.378568e-8,0.009632844,0.000001693901,0.8349912,0.00250659,0.0000541405,0.01997089],"study_design_scores_gemma":[0.0002889725,0.0004979397,0.7660686,0.0003923668,0.00002542191,0.00001753859,0.009435657,0.000003125921,0.2185324,0.003947206,0.0005883853,0.0002023191],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950909,0.003745258,0.0000164187,0.000452948,0.00003798478,0.000114206,0.0004103754,0.00001214219,0.0001197803],"genre_scores_gemma":[0.9987048,0.000822442,0.000227184,0.00002642813,0.0001295767,0.000003120787,0.00007876485,9.566058e-7,0.000006732978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6360071,"threshold_uncertainty_score":0.2567533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02312140552673072,"score_gpt":0.2596346418979203,"score_spread":0.2365132363711896,"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."}}