{"id":"W4282836132","doi":"10.1002/csc2.20800","title":"Towards equitable public sector plant breeding in the United States","year":2022,"lang":"en","type":"article","venue":"Crop Science","topic":"Genetically Modified Organisms Research","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"United States Agency for International Development; U.S. Department of Agriculture","keywords":"Plant breeding; Agriculture; Biology; Equity (law); Ecology; Politics; Biotechnology; Environmental ethics; Natural resource economics; Environmental resource management; Political science; Agronomy; Economics; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.023523,0.0001741113,0.0002504233,0.0007778124,0.00695951,0.009486416,0.001111112,0.007908365,0.00498726],"category_scores_gemma":[0.01740469,0.0002854915,0.0002908078,0.000699987,0.008095082,0.004676461,0.01014048,0.008821147,0.0002668196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007107141,"about_ca_system_score_gemma":0.0202831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009887723,"about_ca_topic_score_gemma":0.01592014,"domain_scores_codex":[0.992714,0.004119115,0.00014913,0.0004517933,0.000828635,0.001737414],"domain_scores_gemma":[0.9773031,0.01336131,0.001661845,0.001451853,0.00244771,0.003774137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004987229,0.0003680968,0.00955692,0.0001164714,0.00001466596,0.0007176198,0.02452684,0.001086475,0.002096376,0.8350669,0.04873602,0.07766369],"study_design_scores_gemma":[0.00006028935,0.000193662,0.01838053,0.0005109905,0.0000274234,0.0003560209,0.03867958,0.002798041,0.002266489,0.3960639,0.5405917,0.00007153893],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1123259,0.002139489,0.01247845,0.7664568,0.0008061454,0.00009572917,0.00005331059,0.0001075153,0.1055366],"genre_scores_gemma":[0.9182059,0.0009649833,0.005640382,0.06694982,0.0003057304,0.00008440744,0.0000313666,0.00002059031,0.00779681],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.023523,"threshold_uncertainty_score":0.124403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1031704089146635,"score_gpt":0.2782051416362761,"score_spread":0.1750347327216126,"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."}}