{"id":"W4392615837","doi":"10.1021/acs.analchem.3c05190","title":"3D Printing Technology: Role in Safeguarding Food Security","year":2024,"lang":"en","type":"review","venue":"Analytical Chemistry","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Safeguarding; Food security; Food packaging; Agriculture; Risk analysis (engineering); 3D printing; Wearable computer; Food safety; Computer security; Business; Computer science; Engineering; Embedded system; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007028091,0.0008571567,0.0009041723,0.002521544,0.0003967707,0.001689346,0.0008630755,0.001960829,0.003543579],"category_scores_gemma":[0.0009109934,0.0003955916,0.00088367,0.001989168,0.0007758977,0.001846919,0.0007516569,0.001928819,0.002027162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006518865,"about_ca_system_score_gemma":0.0007941679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008100704,"about_ca_topic_score_gemma":0.000955213,"domain_scores_codex":[0.9994884,0.00007796585,0.00004986365,0.00007512869,0.0002621331,0.00004647333],"domain_scores_gemma":[0.9993881,0.0003510697,0.00008255198,0.00002549563,0.0001303659,0.00002248096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003736727,0.00008828143,0.0002373862,0.01922623,0.00006061416,0.0003349712,0.0001291258,0.001174692,0.01070473,0.01887863,0.01691845,0.9322094],"study_design_scores_gemma":[0.000004365178,0.0001048252,0.0004758337,0.002616034,0.00005640322,0.00114897,0.00008324964,0.0003832885,0.005404608,0.0041858,0.9855106,0.00002604053],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004506637,0.9927846,0.001308094,0.0005023571,0.0004474591,0.000008546237,0.00002528093,0.00002714321,0.004445892],"genre_scores_gemma":[0.003182542,0.9934848,0.001046867,0.0002857286,0.0002509606,0.00001276009,0.00002735897,0.000005475265,0.001703484],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003543579,"threshold_uncertainty_score":0.01185447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01772768413323145,"score_gpt":0.2724326275450445,"score_spread":0.254704943411813,"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."}}