{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"416f93819042","filters":{"venue":"Burger's Medicinal Chemistry and Drug Discovery"}},"results":[{"id":"W1899588427","doi":"10.1002/0471266949.bmc144","title":"Assessing The Bioavailability of Drug Delivery Systems: Mathematical Modeling","year":2010,"lang":"en","type":"other","venue":"Burger's Medicinal Chemistry and Drug Discovery","topic":"Drug Solubulity and Delivery Systems","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Bioavailability; Pharmacokinetics; Drug; Pharmacology; Food and drug administration; Drug delivery; In vivo; Plasma concentration; Drug administration; Oral administration; Chemistry; Medicine; Computer science; Biotechnology; Biology","authors":[{"name":"Vergnaud Jean‐Maurice","is_ca":false},{"name":"Iosif-Daniel Rosca","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05905230223243379,"gpt":0.3768886724554215,"spread":0.3178363702229877,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002893339,0.0006281495,0.001151613,0.00007194746,0.0002710568,0.0001488218,0.0005707514,0.001029321,0.003151253],"category_scores_gemma":[0.0002771336,0.000447643,0.0002720774,0.0001754171,0.001257194,0.0002603612,0.0002480373,0.002109913,0.0000580161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006125761,"about_ca_system_score_gemma":0.0003717777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006430993,"about_ca_topic_score_gemma":0.0000225794,"domain_scores_codex":[0.9965271,0.0005026718,0.001035615,0.000727533,0.0005878219,0.0006192924],"domain_scores_gemma":[0.9968926,0.00117955,0.0007014066,0.0007504093,0.0001161262,0.0003598999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001068521,0.002592087,0.004816715,0.0476069,0.003405187,0.0004444195,0.004337002,0.001132534,0.03676618,0.001034546,0.8875167,0.009279139],"study_design_scores_gemma":[0.003238138,0.00005920169,0.00003095144,0.006852327,0.00310445,0.0005817655,0.01731247,0.08115759,0.0128124,0.001181469,0.8711401,0.002529164],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4078588,0.03742623,0.000732314,0.0007099457,0.003769002,0.001335843,0.0005989006,0.0003276771,0.5472413],"genre_scores_gemma":[0.7386029,0.0009006297,0.0000416366,0.0002164011,0.002040291,0.00007533108,0.000114261,0.0002064164,0.2578021],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3307442,"threshold_uncertainty_score":0.9997975,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1513145040","doi":"10.1002/0471266949.bmc135","title":"Structural Genomics, Its Application in Chemistry, Biology, and Drug Discovery","year":2010,"lang":"en","type":"other","venue":"Burger's Medicinal Chemistry and Drug Discovery","topic":"RNA and protein synthesis mechanisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Structural Genomics Consortium; University of Toronto","funders":"","keywords":"Genomics; Structural genomics; Computational biology; Drug discovery; Proteome; Human proteome project; Data science; Biology; Genome; Proteomics; Computer science; Bioinformatics; Genetics; Gene; Protein structure; Biochemistry","authors":[{"name":"Matthieu Schapira","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005156776163458532,"gpt":0.2314840845501701,"spread":0.2263273083867116,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003388345,0.0006149569,0.0006146357,0.00004470904,0.00008849252,0.00008719847,0.0003545915,0.0008513867,0.0001664176],"category_scores_gemma":[0.0001231102,0.000559902,0.0001191068,0.00007590467,0.0003946938,0.0000210001,0.0002880984,0.0004894967,0.000003204744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002937364,"about_ca_system_score_gemma":0.0001766218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003043978,"about_ca_topic_score_gemma":0.0001052026,"domain_scores_codex":[0.9977431,0.00005297248,0.0004346907,0.001114668,0.0001866212,0.0004678982],"domain_scores_gemma":[0.9987376,0.00004550716,0.0003615625,0.0006130197,0.00002745955,0.0002148536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001197565,0.00003383495,0.001065318,0.000592606,0.00008027333,0.0000116763,0.00003811377,7.283882e-7,0.9873869,0.00003952452,0.007270579,0.003360638],"study_design_scores_gemma":[0.0008486294,0.00002384553,0.0001358855,0.0003393859,0.00009129105,0.00009347208,0.0002242007,0.00002267008,0.7955397,0.0004950107,0.2012716,0.0009143354],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9285309,0.03176748,0.0003834968,0.0005076706,0.0004897714,0.0007980739,0.0006369979,0.00006250079,0.03682312],"genre_scores_gemma":[0.7700737,0.005526432,0.000164067,0.0001973703,0.002745111,0.0001719333,0.001750034,0.0003116997,0.2190597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.194001,"threshold_uncertainty_score":0.9996852,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3158746796","doi":"10.1002/0471266949.bmc276","title":"Clinical Development – A Primer","year":2021,"lang":"en","type":"other","venue":"Burger's Medicinal Chemistry and Drug Discovery","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Clinical trial; Biosimilar; Regulatory science; Drug development; Medicine; New product development; Product (mathematics); Business; Agency (philosophy); Quality (philosophy); Process management; Drug; Pharmacology; Marketing; Pathology","authors":[{"name":"Siddharth Chachad","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2737468116283632,"gpt":0.506332284310644,"spread":0.2325854726822809,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002977677,0.0005415409,0.001773751,0.00003284144,0.00006346692,0.00006106604,0.0002964776,0.0007333739,0.007726118],"category_scores_gemma":[0.03048627,0.0004390645,0.0002805511,0.0001289953,0.0005513884,0.00002956249,0.0003121812,0.0009011269,0.00001583441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004382549,"about_ca_system_score_gemma":0.0005655286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001744905,"about_ca_topic_score_gemma":0.000003774423,"domain_scores_codex":[0.995934,0.0003991349,0.001526415,0.0009862914,0.0007112439,0.0004429142],"domain_scores_gemma":[0.982136,0.01596799,0.0006885873,0.0007148027,0.00005507593,0.0004375551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001123934,0.0005194186,0.001069843,0.003886741,0.0007407436,0.0004235692,0.00006424779,1.35207e-8,0.0001459695,0.001143824,0.9664085,0.02548474],"study_design_scores_gemma":[0.001740704,0.00002942874,0.0001933362,0.006928519,0.0006475187,0.00006547733,0.0002253287,0.000004035346,0.002908582,0.05505076,0.9310778,0.001128541],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003162241,0.01112694,0.02357909,0.0006399952,0.00382078,0.0008231223,0.0002045236,0.0003716782,0.9562716],"genre_scores_gemma":[0.00023806,0.0009618205,0.2272818,0.0003809897,0.004028519,0.00005966826,0.0000628796,0.0003655898,0.7666207],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2037027,"threshold_uncertainty_score":0.9998061,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1589143289","doi":"10.1002/0471266949.bmc078","title":"Synthetic Antiangiogenic Agents","year":2003,"lang":"en","type":"other","venue":"Burger's Medicinal Chemistry and Drug Discovery","topic":"Angiogenesis and VEGF in Cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Royal Victoria Hospital","funders":"","keywords":"Angiogenesis; Matrix metalloproteinase; Integrin; Receptor tyrosine kinase; Cell biology; Receptor Protein-Tyrosine Kinases; Tyrosine kinase; Kinase; Blood vessel; Chemistry; Microtubule; Receptor; Biology; Cancer research; Computational biology; Biochemistry; Signal transduction; Endocrinology","authors":[{"name":"Orest W. Blaschuk","is_ca":true},{"name":"Jennifer M. Symonds","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007460906761277813,"gpt":0.2404264159491186,"spread":0.2329655091878408,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001656358,0.0004651757,0.0004276801,0.00003553075,0.00007031929,0.00004011583,0.0002188673,0.0004506595,0.001522716],"category_scores_gemma":[0.00005238731,0.0004154789,0.0002739185,0.00008047667,0.0002596593,0.000004284748,0.0001118523,0.0001422321,0.00001827596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001834425,"about_ca_system_score_gemma":0.0001589227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005321555,"about_ca_topic_score_gemma":0.000007488512,"domain_scores_codex":[0.9982482,0.00004052877,0.0002652532,0.0007757049,0.0002703359,0.0003999503],"domain_scores_gemma":[0.9989754,0.00001380217,0.0002060051,0.0005733073,0.00002313522,0.0002083837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004619228,0.00006806823,0.001083641,0.00038707,0.0003174389,0.00004346408,0.00001091712,9.555042e-7,0.03468367,0.00001065725,0.9624405,0.0009074117],"study_design_scores_gemma":[0.0004030476,0.00002634299,0.0000547786,0.0004011313,0.0001977772,0.00009636435,0.00009634787,0.000002382379,0.04988604,0.00001692788,0.9482723,0.0005465756],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04245101,0.1626532,0.0006140193,0.0002900432,0.001381347,0.0004546303,0.0004725296,0.00009022448,0.791593],"genre_scores_gemma":[0.0832058,0.01062685,0.00006338198,0.0005853666,0.001983466,0.00004380866,0.0005289721,0.0003736126,0.9025887],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1520263,"threshold_uncertainty_score":0.9998297,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3159799632","doi":"10.1002/0471266949.bmc297","title":"The Gut Microbiome","year":2021,"lang":"en","type":"other","venue":"Burger's Medicinal Chemistry and Drug Discovery","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Microbiome; Pace; Enthusiasm; Gut microbiome; Multidisciplinary approach; Biology; Data science; Engineering ethics; Psychology; Bioinformatics; Geography; Computer science; Engineering; Sociology; Social science","authors":[{"name":"Cassandra Francella","is_ca":true},{"name":"Jane A. Foster","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004778401315590653,"gpt":0.2371865748631494,"spread":0.2324081735475588,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002212475,0.0003723052,0.0003479515,0.00001811963,0.0001826603,0.00008840814,0.0002614802,0.0004007936,0.0003767023],"category_scores_gemma":[0.00006319256,0.0002719329,0.0001479247,0.00007687433,0.000371542,0.000002325667,0.0002167996,0.0002882649,0.00000602595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001855193,"about_ca_system_score_gemma":0.0003488987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001066282,"about_ca_topic_score_gemma":0.00006482484,"domain_scores_codex":[0.9984815,0.00004652819,0.000273505,0.0006105196,0.0001560864,0.000431882],"domain_scores_gemma":[0.9989702,0.00003266644,0.0001952925,0.0005944144,0.00003281823,0.0001745795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002756785,0.00002494518,0.00008822257,0.0003423355,0.00008884858,0.00002150936,0.0000114091,5.361164e-8,0.433374,0.000007748266,0.5655959,0.0004173992],"study_design_scores_gemma":[0.000334872,0.00001759115,0.00009180808,0.0004185358,0.00005278143,0.0001462732,0.0002162597,4.218667e-7,0.03603405,0.00001277825,0.9623493,0.0003253226],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05998913,0.3469396,0.000151791,0.003700838,0.002347941,0.0006695428,0.0005676252,0.00009522706,0.5855383],"genre_scores_gemma":[0.01468451,0.015237,0.00004510037,0.000646629,0.002441489,0.00002216543,0.001410034,0.0002050346,0.965308],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.39734,"threshold_uncertainty_score":0.9999733,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4206563114","doi":"10.1002/0471266949.bmc296","title":"Quality Assurance","year":2021,"lang":"en","type":"other","venue":"Burger's Medicinal Chemistry and Drug Discovery","topic":"Safe Handling of Antineoplastic Drugs","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Apotex (Canada)","funders":"","keywords":"Quality assurance; Quality (philosophy); Business; Quality management system; Risk analysis (engineering); Best practice; Process management; Engineering management; Quality management; Operations management; Management system; Engineering; Marketing; Management; Service (business)","authors":[{"name":"Harjinder Brar","is_ca":true},{"name":"Jude Vethanayagam","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03016748477291747,"gpt":0.3741864325652773,"spread":0.3440189477923599,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008534855,0.0004829874,0.001008902,0.0000431761,0.0002643377,0.0000236689,0.0002302589,0.0006057152,0.008921988],"category_scores_gemma":[0.00138239,0.0004204337,0.0001468026,0.0001605182,0.0002658001,0.00006101563,0.0002090714,0.001208342,0.00006167351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006136769,"about_ca_system_score_gemma":0.001488842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009036293,"about_ca_topic_score_gemma":0.000137674,"domain_scores_codex":[0.9970102,0.0002404567,0.0007287907,0.0007749964,0.0006058294,0.0006396966],"domain_scores_gemma":[0.9966512,0.001700927,0.0006461502,0.0006287796,0.00007807535,0.0002948503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007792466,0.00007397149,0.02035992,0.007924717,0.0001559045,0.0001476758,0.0003158161,2.72414e-7,0.001268568,0.0001091056,0.9690694,0.0004967239],"study_design_scores_gemma":[0.00127161,0.000006933595,0.003577095,0.01255828,0.0001245486,0.00001839872,0.002770777,0.000005220541,0.0004918824,0.0001406456,0.9783379,0.000696688],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01323289,0.01387006,0.0003623598,0.001220072,0.002523321,0.0003089656,0.000229347,0.0002282725,0.9680247],"genre_scores_gemma":[0.01854179,0.001627201,0.0001622276,0.0008273054,0.00438138,0.0000615578,0.00045798,0.0002806162,0.9736599],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01678282,"threshold_uncertainty_score":0.9998248,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}