{"id":"W2146207786","doi":"10.1017/s0014479707005327","title":"PARTICIPATORY PLANT BREEDING IN WATER-LIMITED ENVIRONMENTS","year":2007,"lang":"en","type":"article","venue":"Experimental Agriculture","topic":"Genetics and Plant Breeding","field":"Agricultural and Biological Sciences","cited_by":155,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Germplasm; Selection (genetic algorithm); Citizen journalism; Plant breeding; Biodiversity; Adaptation (eye); Biology; Population; Limiting; Environmental resource management; Environmental planning; Biotechnology; Agroforestry; Geography; Ecology; Agronomy; Political science; Engineering; Environmental science; Computer science; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002750889,0.0002609265,0.0004443478,0.0003418758,0.0008461214,0.0006538932,0.0007612573,0.0004135841,0.00203485],"category_scores_gemma":[0.00343418,0.0002219884,0.0002186953,0.0004946999,0.0011348,0.0007309076,0.001461207,0.0004889913,0.0002887108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004395759,"about_ca_system_score_gemma":0.0005124911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007141866,"about_ca_topic_score_gemma":0.001858867,"domain_scores_codex":[0.998333,0.001162934,0.00003121445,0.000231266,0.000159267,0.0000823735],"domain_scores_gemma":[0.9968792,0.00194544,0.0003491784,0.00053532,0.00009478202,0.0001960544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008082769,0.001153583,0.01312217,0.001085577,0.0001433409,0.00277888,0.009103316,0.03228492,0.3732652,0.08740919,0.002506328,0.4763392],"study_design_scores_gemma":[0.001507131,0.01209436,0.1310712,0.0005809583,0.0003635978,0.008468304,0.01028806,0.1109018,0.1380667,0.3640397,0.2222703,0.0003478987],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4999499,0.0005991202,0.4778575,0.0009369899,0.00006238089,0.000925547,0.0001181503,0.0003380015,0.01921228],"genre_scores_gemma":[0.7829967,0.0006640628,0.2081865,0.0002106435,0.00003321137,0.000770027,0.0001212252,0.00004448714,0.00697331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002750889,"threshold_uncertainty_score":0.01454824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03715649701526845,"score_gpt":0.2203447028157964,"score_spread":0.1831882058005279,"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."}}