{"id":"W4413569472","doi":"10.64628/aam.6gw3ahrax","title":"3 technologies poised to change food and the planet","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Food Waste Reduction and Sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; University of the Fraser Valley","funders":"","keywords":"Planet; Astrobiology; Business; Biology; Astronomy; Physics","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":[0.0001984051,0.000137025,0.0002126937,0.000008676913,0.0001155468,0.0001518699,0.0002506438,0.0002030355,0.0001086045],"category_scores_gemma":[0.0001036785,0.00003351022,0.0000538114,0.0001369142,0.0001485951,0.00002588589,0.0009395547,0.0002404441,0.000002233193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001715308,"about_ca_system_score_gemma":0.000007729426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006238318,"about_ca_topic_score_gemma":0.00137369,"domain_scores_codex":[0.9991601,0.00007928731,0.0001258111,0.0003515833,0.0001147991,0.000168412],"domain_scores_gemma":[0.9996669,0.00009630454,0.00003730525,0.0001073864,0.0000505234,0.00004163689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001201108,0.00007715716,0.0005872775,0.00008455689,0.00005881818,0.000004497892,0.0008707386,0.000004968922,0.0006518702,0.003475269,0.002596695,0.991468],"study_design_scores_gemma":[0.001080343,0.001376909,0.09386057,0.0001332171,0.00008606223,0.0000730463,0.6517765,0.0001993942,0.003011544,0.02339901,0.2234625,0.00154095],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9225625,0.001218334,9.739833e-7,0.07408215,0.0001832744,0.0007390758,0.00004336643,0.0002285585,0.0009418129],"genre_scores_gemma":[0.9985651,0.0002298689,0.00005873943,0.0006220356,0.0001094211,0.0001646226,0.00007516205,3.987864e-7,0.0001746421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9899271,"threshold_uncertainty_score":0.1565996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03247273542365811,"score_gpt":0.2226832802584406,"score_spread":0.1902105448347825,"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."}}