{"id":"W4396761699","doi":"10.1038/s43016-024-00966-3","title":"Knowledge democratization approaches for food systems transformation","year":2024,"lang":"en","type":"article","venue":"Nature Food","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Democratization; Knowledge production; Key (lock); Knowledge management; Political science; Food systems; Business; Computer science; Democracy; Geography; Food security","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":[0.006334667,0.0004529074,0.000532585,0.00148721,0.003214314,0.006177054,0.001405172,0.0025587,0.01474875],"category_scores_gemma":[0.006580819,0.000289025,0.0008792891,0.001255883,0.01414405,0.007128071,0.005454074,0.003071467,0.001044249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006916869,"about_ca_system_score_gemma":0.005278036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003274191,"about_ca_topic_score_gemma":0.003999704,"domain_scores_codex":[0.9972013,0.001458402,0.00008451393,0.0004555683,0.000375198,0.0004249905],"domain_scores_gemma":[0.9945358,0.003234793,0.0003536539,0.00119449,0.0004324484,0.0002487481],"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":[0.00000714767,0.00001826332,0.00006518802,0.00002252653,0.000008190984,0.00001705296,0.0004031246,0.001080685,0.00006325691,0.9931896,0.0007132802,0.004411755],"study_design_scores_gemma":[0.000008041287,0.000005739937,0.00008356359,0.00002027778,0.000003493941,0.000009291707,0.0003423375,0.001080504,0.00009276006,0.9884604,0.009890137,0.000003296769],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04371674,0.003303295,0.1846861,0.06529466,0.0004649198,0.0001969169,0.0001500633,0.0002243729,0.7019629],"genre_scores_gemma":[0.9618481,0.0006430603,0.01602519,0.001337702,0.000200029,0.0001706103,0.00005654822,0.00004804305,0.01967072],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01474875,"threshold_uncertainty_score":0.05018562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03407263402234499,"score_gpt":0.2269661004153804,"score_spread":0.1928934663930355,"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."}}