{"id":"W4403095144","doi":"10.1109/mts.2024.3455388","title":"Food Security and Agriculture: Technology, Policy, Choices","year":2024,"lang":"en","type":"article","venue":"IEEE Technology and Society Magazine","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Food security; Agriculture; Agricultural economics; Business; Natural resource economics; Computer science; Economics; Geography","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":[0.009311575,0.0005488743,0.0007948773,0.001237775,0.003208373,0.01538283,0.0007278915,0.01304515,0.01149831],"category_scores_gemma":[0.0109092,0.0003991147,0.000469373,0.001821366,0.01856513,0.01270892,0.002743494,0.008207185,0.001370863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006079873,"about_ca_system_score_gemma":0.006667005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005642781,"about_ca_topic_score_gemma":0.01056322,"domain_scores_codex":[0.996479,0.001875558,0.0001106577,0.0002599457,0.0008050718,0.0004697366],"domain_scores_gemma":[0.9919062,0.005794425,0.0004822461,0.0002393282,0.000622782,0.0009550441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004040379,0.00008312803,0.0009198341,0.00009869334,0.00001669512,0.0001006967,0.0009346246,0.0005279773,0.0004535181,0.9384117,0.02932662,0.02908623],"study_design_scores_gemma":[0.00003511646,0.00005487114,0.001686825,0.0005231472,0.00001359727,0.0001546193,0.003751477,0.0005026592,0.0002785607,0.7285793,0.2643708,0.00004911591],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.008110027,0.03930558,0.002616542,0.8531818,0.001292796,0.00001600398,0.00005539859,0.0000232215,0.09539866],"genre_scores_gemma":[0.6211805,0.08529322,0.006541629,0.2307264,0.008266674,0.0001539619,0.00006610728,0.00009578878,0.04767577],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01538283,"threshold_uncertainty_score":0.04924488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01146616454012222,"score_gpt":0.2447484870634378,"score_spread":0.2332823225233156,"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."}}