{"id":"W6920383126","doi":"10.60692/mmhzk-qtg62","title":"Research priorities for global food security under extreme events","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Agriculture and Agri-Food Canada; University of British Columbia","funders":"","keywords":"Food security; Food systems; Prioritization; Food insecurity; Key (lock); Geopolitics; Food safety; Climate change","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":[0.0007200622,0.0001352382,0.0001560927,0.00002368141,0.0008997997,0.0001259764,0.0003100181,0.00006898442,0.00008062107],"category_scores_gemma":[0.0000108765,0.00005142538,0.0000852409,0.000460333,0.0000166554,0.0003329995,0.0002401162,0.0001239605,0.00008968018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004044593,"about_ca_system_score_gemma":0.0000250524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002410076,"about_ca_topic_score_gemma":0.000008405455,"domain_scores_codex":[0.9982176,0.0001522823,0.0003817425,0.0001696592,0.0006972884,0.0003814048],"domain_scores_gemma":[0.999446,0.00002429426,0.0001327661,0.00006617734,0.0002402519,0.00009055796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001084628,0.00005808733,0.7416014,0.0008964171,0.0003617674,0.000005732618,0.08135937,0.0005051958,0.00001248944,0.143941,0.01979168,0.01038224],"study_design_scores_gemma":[0.0009615434,0.0007395438,0.831443,0.00006118978,0.00001573639,0.00006161102,0.1347253,0.0002532401,0.0001209162,0.003559781,0.0275667,0.0004913647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961159,0.000008921038,0.00008393644,0.0001535618,0.000381454,0.0008000104,0.0008305946,0.0001357771,0.001489872],"genre_scores_gemma":[0.9988323,1.428378e-7,0.00003751196,0.0001256833,0.0001353255,0.0004117221,0.0001603745,6.433248e-7,0.0002962797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1403812,"threshold_uncertainty_score":0.6920623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1068025530453593,"score_gpt":0.2515098250141453,"score_spread":0.1447072719687859,"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."}}