{"id":"W7084038234","doi":"10.64628/aam.4rggsmtr9","title":"Blockchain could play an important role in future agriculture and food security","year":2021,"lang":"en","type":"article","venue":"","topic":"Urbanism, Landscape, and Tourism Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Food security; Agriculture; Food supply; Food systems; Blockchain","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002771871,0.0001095161,0.0001766041,0.00002334069,0.0003276039,0.00007065416,0.00008748964,0.0001600652,0.0001487422],"category_scores_gemma":[0.00003062806,0.00007885159,0.00003478967,0.0002433769,0.00006427794,0.00007565878,0.00004812846,0.0001656899,0.00000186192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002178761,"about_ca_system_score_gemma":0.00007652069,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001727464,"about_ca_topic_score_gemma":0.2669145,"domain_scores_codex":[0.9989817,0.0001054624,0.0001525847,0.0002575724,0.0002294405,0.0002732194],"domain_scores_gemma":[0.999643,0.0000312136,0.00004037673,0.00009762573,0.00006571043,0.0001220694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001858853,0.0004807133,0.3149809,0.00002271501,0.0001086037,0.0001737754,0.5257428,0.000002269157,0.0003048542,0.1229468,0.03443474,0.0007832233],"study_design_scores_gemma":[0.00128551,0.0002886845,0.1590103,0.00002536486,0.00005496922,0.0000154235,0.4219893,0.00009177055,0.000579588,0.03373945,0.3822024,0.0007173094],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9626883,0.004679681,0.000001430324,0.002635673,0.0002384268,0.0001169979,0.00001851154,0.00005942401,0.02956156],"genre_scores_gemma":[0.9964796,0.0007984385,0.00007571815,0.0002761617,0.000781499,0.000008021872,0.000007642839,0.000004991549,0.001567907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3477676,"threshold_uncertainty_score":0.7464624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007135317683982756,"score_gpt":0.2398027372504814,"score_spread":0.2326674195664986,"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."}}