{"id":"W4366975253","doi":"10.1017/s0021859623000278","title":"Research status of seed improvement in underutilized crops: prospects for enhancing food security","year":2023,"lang":"en","type":"article","venue":"The Journal of Agricultural Science","topic":"Seed and Plant Biochemistry","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scopus; Agriculture; Food security; Domestication; Amaranth; Crop; Biotechnology; Sorghum; China; Agroforestry; Green Revolution; Biology; Agronomy; Geography; Agricultural science; MEDLINE","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":[0.003730789,0.00009001927,0.0001737605,0.00003859746,0.0003038041,0.00005786603,0.0006469566,0.00004710175,0.00001194627],"category_scores_gemma":[0.0003980427,0.00002354816,0.00007301036,0.002272875,0.0002633858,0.0001866526,0.0001243799,0.0002382643,0.000002034383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001058824,"about_ca_system_score_gemma":0.00009383276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000268417,"about_ca_topic_score_gemma":0.0009061758,"domain_scores_codex":[0.9980777,0.00007165966,0.0003724468,0.000147237,0.0007581481,0.0005728132],"domain_scores_gemma":[0.9983972,0.0006639452,0.0002359099,0.00004668186,0.000525359,0.0001308947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007510566,0.00003639301,0.0008771385,0.00001475922,0.000004719931,6.943679e-7,0.0006075636,0.00002017496,0.9974331,0.00006385769,0.0001945375,0.0006719618],"study_design_scores_gemma":[0.0002298831,0.0009646659,0.4336653,0.00007651254,0.000004458294,0.00001337974,0.01103475,0.00002314135,0.5528504,0.0009354056,0.0001282595,0.00007380567],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984319,0.0001948192,3.886043e-7,0.000697438,0.0001108584,0.0002859017,0.00002597912,0.000009511998,0.0002432485],"genre_scores_gemma":[0.9996007,0.0001526933,0.00001950554,0.00001661508,0.0001412437,0.000004013509,0.000004617521,3.982253e-7,0.00006020654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4445827,"threshold_uncertainty_score":0.2336647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04433397468839276,"score_gpt":0.2985496373564224,"score_spread":0.2542156626680296,"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."}}