{"meta":{"query_hash":"efbaf2762781","filters":{"venue":"Food microbiology and food safety"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/efbaf2762781","api":"https://metacan.xera.ac/api/v1/cohort?venue=Food+microbiology+and+food+safety"},"results":[{"id":"W4309650834","doi":"10.1007/978-3-031-07179-9_1","title":"Machine Learning Application in Food Safety, Production, and Quality","year":2022,"lang":"en","type":"book-chapter","venue":"Food microbiology and food safety","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Supply chain; Automation; Computer science; Quality (philosophy); Production (economics); Food processing; Food safety; Risk analysis (engineering); Food quality; Artificial intelligence; Engineering; Business; Marketing","score_opus":0.01962774259678988,"score_gpt":0.25067929641964737,"score_spread":0.2310515538228575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309650834","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0070428946,0.15610139,0.42799327,0.0051559806,0.003961307,0.00014052655,0.00074897864,0.0025528336,0.39630285],"genre_scores_gemma":[0.04346337,0.07927024,0.24148662,0.0018409522,0.0018312568,0.00013572317,0.00089084543,0.0005218509,0.630559],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997811,0.00003237059,0.000010287896,0.000047038953,0.0001176991,0.000011544476],"domain_scores_gemma":[0.9996407,0.00022663131,0.000012967714,0.000023788532,0.000084398096,0.0000115594685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041174525,0.0007390347,0.0005849127,0.00093983946,0.0002937389,0.0014744182,0.00077935343,0.000943894,0.015748031],"category_scores_gemma":[0.00068217126,0.00025248696,0.00049901154,0.0018830308,0.00046317457,0.0015371157,0.00058665016,0.0014034917,0.007604531],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027467586,0.00008967604,0.0002950893,0.0006135309,0.00002534229,0.000089851106,0.00009416728,0.006983328,0.0052842908,0.062743716,0.07328162,0.85047185],"study_design_scores_gemma":[0.000005752771,0.00008507605,0.0011145197,0.00059561175,0.000031051175,0.00049358763,0.00009251957,0.053298097,0.008456184,0.1120742,0.82371384,0.00003957517],"about_ca_topic_score_codex":0.00089580426,"about_ca_topic_score_gemma":0.0017100917,"teacher_disagreement_score":0.015748031,"about_ca_system_score_codex":0.00054994365,"about_ca_system_score_gemma":0.0003902964,"threshold_uncertainty_score":0.0526824},"labels":[],"label_agreement":null},{"id":"W4309650910","doi":"10.1007/978-3-031-07179-9_9","title":"The Role of Policy and Regulations in the Adoption of Big Data Technologies in Food Safety and Quality","year":2022,"lang":"en","type":"book-chapter","venue":"Food microbiology and food safety","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Big data; Data Protection Act 1998; Transparency (behavior); Business; Data governance; Information privacy; Food safety; Legislation; Data quality; Government (linguistics); Quality (philosophy); Internet privacy; Privacy policy; Computer security; Computer science; Marketing; Political science; Law","score_opus":0.04574840238919968,"score_gpt":0.2759573781976366,"score_spread":0.2302089758084369,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309650910","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006906033,0.11382415,0.07971247,0.35517684,0.014541529,0.00020803504,0.00052350847,0.00044457457,0.42866296],"genre_scores_gemma":[0.21672633,0.24489294,0.15946615,0.16446719,0.014308094,0.0009781144,0.0008057129,0.0012993475,0.19705607],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99137163,0.00341999,0.00032879921,0.00078928337,0.0036602507,0.00043001818],"domain_scores_gemma":[0.9658766,0.028621277,0.0008161237,0.0015916806,0.002371899,0.0007224032],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.019893048,0.0008235074,0.0006257676,0.0011151449,0.0015654274,0.01238249,0.0022080548,0.006323532,0.0052500907],"category_scores_gemma":[0.019378023,0.00067946914,0.0008955043,0.0027466554,0.012415134,0.016241552,0.004169803,0.013214619,0.0014912055],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018235347,0.000026417998,0.00016419172,0.00021022782,0.000010217374,0.00005039519,0.0005977761,0.0010466193,0.00048112817,0.9154287,0.030756941,0.051209103],"study_design_scores_gemma":[0.0000093554545,0.000029394752,0.00059317704,0.0009649075,0.000009176893,0.00008591335,0.0005691731,0.0016638219,0.0009144369,0.44260588,0.5525158,0.000038881524],"about_ca_topic_score_codex":0.0068768216,"about_ca_topic_score_gemma":0.007834904,"teacher_disagreement_score":0.019893048,"about_ca_system_score_codex":0.006167936,"about_ca_system_score_gemma":0.009486497,"threshold_uncertainty_score":0.105205774},"labels":[],"label_agreement":null},{"id":"W4309651011","doi":"10.1007/978-3-031-07179-9_2","title":"Foodborne Bacterial Pathogen Big Data – Genomic Analysis","year":2022,"lang":"en","type":"book-chapter","venue":"Food microbiology and food safety","topic":"Probiotics and Fermented Foods","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Genome; Biology; Outbreak; Bacterial genome size; Computational biology; Whole genome sequencing; Data science; Biotechnology; Genetics; Gene; Computer science; Virology","score_opus":0.044236127299529034,"score_gpt":0.20154285033359973,"score_spread":0.1573067230340707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309651011","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0071259765,0.051365156,0.7168462,0.028510226,0.006448241,0.0003301019,0.024703493,0.021568116,0.14310244],"genre_scores_gemma":[0.07388149,0.062426366,0.6586494,0.014293809,0.0069985455,0.0005240106,0.04506235,0.0058245845,0.13233952],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993782,0.00009814166,0.000028807954,0.00010340283,0.0003626547,0.000028771437],"domain_scores_gemma":[0.998514,0.00084045535,0.000050763898,0.00026343513,0.0002480093,0.00008329507],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010996222,0.0007290415,0.0005146018,0.0013685301,0.00025040226,0.0018047472,0.00081957906,0.0007118349,0.0072415103],"category_scores_gemma":[0.0025781316,0.00043539956,0.00055679906,0.0021523456,0.0005975164,0.0031928548,0.0016663974,0.0016006975,0.0083333235],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004155225,0.00003059754,0.0008400706,0.0004201659,0.000042380976,0.000094314666,0.00009001912,0.0035287803,0.0045557995,0.0368457,0.34780914,0.60570145],"study_design_scores_gemma":[0.0000058378105,0.000021325739,0.0019749776,0.00022013216,0.000016988066,0.00040212556,0.00009868184,0.021199908,0.005778656,0.17875439,0.791485,0.00004196599],"about_ca_topic_score_codex":0.0010798959,"about_ca_topic_score_gemma":0.0014101006,"teacher_disagreement_score":0.0072415103,"about_ca_system_score_codex":0.00048491955,"about_ca_system_score_gemma":0.0006334109,"threshold_uncertainty_score":0.024225295},"labels":[],"label_agreement":null},{"id":"W4309651014","doi":"10.1007/978-3-031-07179-9_3","title":"Foodborne Viral Pathogen Big Data: Genomic Analysis","year":2022,"lang":"en","type":"book-chapter","venue":"Food microbiology and food safety","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Health Canada","funders":"","keywords":"Norovirus; Food safety; Hepatitis a virus; Biotechnology; Biology; Outbreak; Risk analysis (engineering); Virology; Business; Virus; Food science","score_opus":0.06078130237812224,"score_gpt":0.27545582973015603,"score_spread":0.2146745273520338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309651014","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0035553817,0.11390855,0.57498956,0.049697444,0.012945339,0.00029512716,0.019309253,0.015009932,0.21028936],"genre_scores_gemma":[0.04543033,0.12274923,0.5424126,0.024729501,0.014983207,0.00046538512,0.026472526,0.006350462,0.21640679],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99933416,0.00013392731,0.000029633933,0.00009605378,0.00037299938,0.00003318824],"domain_scores_gemma":[0.9979824,0.0012867776,0.000059363643,0.00026781787,0.00028821445,0.0001153472],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001318727,0.00081194914,0.00055929547,0.0017088262,0.00034735622,0.0030529508,0.0008483552,0.000891559,0.01354523],"category_scores_gemma":[0.0039952085,0.00053249695,0.0005627182,0.0034449953,0.000774648,0.0047766594,0.0019821716,0.0020293787,0.012404773],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020047672,0.000017053939,0.00056505116,0.0003427068,0.000022999766,0.00006004361,0.000097051,0.0013529198,0.0011198042,0.054462828,0.4964034,0.44553596],"study_design_scores_gemma":[0.0000042142706,0.000012672863,0.0011340734,0.00028459352,0.000011626811,0.0003077357,0.000117609874,0.0063943136,0.0012203553,0.19429103,0.796193,0.000028888271],"about_ca_topic_score_codex":0.0015340018,"about_ca_topic_score_gemma":0.002284271,"teacher_disagreement_score":0.01354523,"about_ca_system_score_codex":0.0007677997,"about_ca_system_score_gemma":0.0008345442,"threshold_uncertainty_score":0.04531336},"labels":[],"label_agreement":null},{"id":"W4309652279","doi":"10.1007/978-3-031-07179-9_7","title":"The Need for Data Standardization intheFood Supply Chain","year":2022,"lang":"en","type":"book-chapter","venue":"Food microbiology and food safety","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Standardization; Business; Supply chain; Computer science; Marketing; Operating system","score_opus":0.059520458435103445,"score_gpt":0.25566180298628566,"score_spread":0.1961413445511822,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309652279","genre_codex":"commentary","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008534407,0.082923174,0.3688897,0.3745832,0.021612369,0.00035952867,0.0019049415,0.0024817677,0.13871102],"genre_scores_gemma":[0.1013622,0.13600466,0.55712086,0.085374385,0.022964878,0.0008720305,0.007564965,0.0031034593,0.08563265],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9839342,0.0062057422,0.0013550102,0.0015165998,0.0062622423,0.0007262804],"domain_scores_gemma":[0.92538196,0.04088602,0.0020535602,0.018214013,0.011453549,0.002010804],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03430869,0.0014877194,0.0013558742,0.006508631,0.0022843468,0.019252747,0.0035368672,0.0054201246,0.006735505],"category_scores_gemma":[0.038876746,0.0013832564,0.0016748243,0.015887406,0.010441587,0.056631062,0.0080172215,0.011265453,0.0034470947],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031309657,0.00005946081,0.00096504943,0.00059440767,0.00004697568,0.000105323394,0.0007376069,0.0019168967,0.00076116296,0.6239052,0.110330336,0.26054627],"study_design_scores_gemma":[0.000009513771,0.000019012185,0.0005636142,0.0006609989,0.000021389107,0.00017805779,0.0005783704,0.0030211324,0.0010942151,0.41118154,0.58262914,0.00004297369],"about_ca_topic_score_codex":0.005131579,"about_ca_topic_score_gemma":0.004379402,"teacher_disagreement_score":0.03430869,"about_ca_system_score_codex":0.004727196,"about_ca_system_score_gemma":0.009693913,"threshold_uncertainty_score":0.18144387},"labels":[],"label_agreement":null}]}