{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"9cf768daec2f","filters":{"venue":"Medicinal chemistry reviews"}},"results":[{"id":"W4388735243","doi":"10.1021/mc-2023-vol58.ch14","title":"PRACTICAL APPLICATIONS OF MACHINE LEARNING FOR ANTI-INFECTIVE DRUG DISCOVERY","year":2023,"lang":"en","type":"book-chapter","venue":"Medicinal chemistry reviews","topic":"Biochemical and Structural Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"McMaster University","funders":"","keywords":"Citation; Library science; Social media; Altmetrics; Computer science; World Wide Web; Artificial intelligence","authors":[{"name":"Nishant Sarkar","is_ca":true},{"name":"Jonathan Stokes","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02508919576861023,"gpt":0.2995855664639767,"spread":0.2744963706953665,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002493523,0.0003162458,0.0005997242,0.00001963966,0.00006018368,0.00001175653,0.000162923,0.0003480565,0.00005834923],"category_scores_gemma":[0.0003549018,0.0002543476,0.0003070862,0.0000400962,0.0001521377,0.000005134998,0.0001055076,0.000355806,0.00001194729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002079157,"about_ca_system_score_gemma":0.00007699429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002665776,"about_ca_topic_score_gemma":0.00000125024,"domain_scores_codex":[0.9986111,0.00001840087,0.0005443436,0.0004846748,0.0001687786,0.0001727],"domain_scores_gemma":[0.99884,0.00005510585,0.0005570539,0.0003191651,0.0001400575,0.00008857974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009618796,0.00003030277,0.00008469354,0.003608,0.0001658082,0.000002587271,0.00001709405,0.000001125815,0.9753718,0.0006549954,0.006249601,0.01371782],"study_design_scores_gemma":[0.0002437913,0.00007097334,0.00001567126,0.0003529171,0.0001995221,0.00002018551,0.000005362592,0.00001668294,0.1927517,0.0005029252,0.805522,0.0002982278],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02732449,0.2445391,0.2052425,0.0075979,0.002668426,0.02718789,0.006910059,0.0006648281,0.4778648],"genre_scores_gemma":[0.03914034,0.08023241,0.001235387,0.0002942995,0.00410346,0.0006925701,0.02497053,0.0002414098,0.8490896],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7992724,"threshold_uncertainty_score":0.9999909,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416521651","doi":"10.1021/mc-2025-vol60.ch15","title":"RECENT ADVANCES, NEW DEVELOPMENTS, AND EMERGING OPPORTUNITIES IN DNA-ENCODED LIBRARY TECHNOLOGY","year":2025,"lang":"en","type":"book-chapter","venue":"Medicinal chemistry reviews","topic":"DNA and Biological Computing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Discovery Centre","funders":"","keywords":"Emerging technologies; Information technology; Government (linguistics); Work (physics)","authors":[{"name":"Christian Nilewski","is_ca":true},{"name":"Moreno Wichert","is_ca":false},{"name":"James H. Hunter","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03996105355206318,"gpt":0.2712235179238904,"spread":0.2312624643718272,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002301623,0.0004215233,0.0006875368,0.00007395203,0.00005295036,0.00001487497,0.0003395342,0.0005871201,0.0003129068],"category_scores_gemma":[0.0001655843,0.0003397235,0.0000832926,0.00007387505,0.0001605741,0.000005474213,0.0004581249,0.0004280659,0.000004288177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002714518,"about_ca_system_score_gemma":0.0003209169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.68471e-7,"about_ca_topic_score_gemma":0.000001880097,"domain_scores_codex":[0.9982641,0.00002235873,0.0006764685,0.0006317927,0.0001167354,0.000288504],"domain_scores_gemma":[0.9992098,0.00001619113,0.0002820715,0.0003214937,0.00003178583,0.0001386283],"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":[0.00003344452,0.00001095631,0.0001681292,0.0007033053,0.00003255158,0.0000463259,0.00000776356,1.262514e-7,0.01281172,0.0002234819,0.02206629,0.9638959],"study_design_scores_gemma":[0.0002578319,0.00005590729,0.000005811744,0.001776487,0.00003197553,0.0000406719,0.00002497844,0.000001069732,0.008893482,0.0009245678,0.9876498,0.0003373946],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006353279,0.6095642,0.00005519937,0.001839014,0.000138776,0.0003237251,0.00001141023,0.00003567582,0.3873967],"genre_scores_gemma":[0.000103025,0.6330922,0.001030603,0.0007960591,0.0004272537,0.00001752873,0.0004950362,0.0000226298,0.3640157],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9655835,"threshold_uncertainty_score":0.9999055,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388735347","doi":"10.1021/mc-2023-vol58.ch04","title":"RECENT DEVELOPMENTS IN THE DISCOVERY OF BRAIN-PENETRANT RIP1 INHIBITORS","year":2023,"lang":"en","type":"book-chapter","venue":"Medicinal chemistry reviews","topic":"Lipid Membrane Structure and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Discovery Centre","funders":"","keywords":"Citation; Library science; Social media; Altmetrics; Computer science; World Wide Web","authors":[{"name":"Craig E. Stivala","is_ca":true},{"name":"Domagoj Vucic","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03292171976655948,"gpt":0.2828061688371858,"spread":0.2498844490706263,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007418548,0.0004234942,0.0006747948,0.00003633108,0.00003468445,0.0000129464,0.0005182368,0.0003873552,0.0001000719],"category_scores_gemma":[0.0001878011,0.0002699259,0.0002482941,0.00007787235,0.0001589834,0.000003487013,0.0001190486,0.0004347553,0.00002044501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003326414,"about_ca_system_score_gemma":0.000208971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005527739,"about_ca_topic_score_gemma":0.00002202345,"domain_scores_codex":[0.9979036,0.00004225513,0.0008714857,0.0005047484,0.0004157123,0.0002621926],"domain_scores_gemma":[0.9988067,0.00002773387,0.0004094025,0.0006326857,0.00005936905,0.00006409613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009401153,0.00005448912,0.0001769553,0.002077679,0.0001006778,0.00008925903,0.0001656253,4.357815e-7,0.8771806,0.000113822,0.03936052,0.0805859],"study_design_scores_gemma":[0.0002985361,0.00005547813,0.0001009804,0.0009489654,0.00009157737,0.00005064068,0.00002478511,4.462584e-8,0.150334,0.00003490616,0.8477992,0.0002608794],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08399422,0.1260345,0.00002403811,0.00266612,0.003376734,0.004863586,0.0004020007,0.00005697931,0.7785818],"genre_scores_gemma":[0.02657897,0.2602619,0.0001437182,0.002333293,0.003874642,0.0002140422,0.003580707,0.0002227864,0.70279],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8084387,"threshold_uncertainty_score":0.9999753,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}