{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"b035e4c0f8a1","filters":{"venue":"Frontiers in Drug Discovery"}},"results":[{"id":"W4391650116","doi":"10.3389/fddsv.2024.1336025","title":"Machine learning in toxicological sciences: opportunities for assessing drug toxicity","year":2024,"lang":"en","type":"article","venue":"Frontiers in Drug Discovery","topic":"Computational Drug Discovery Methods","field":"Computer Science","cited_by":33,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Drug; Toxicity; Engineering ethics; Pharmacology; Medicine; Engineering; Internal medicine","authors":[{"name":"Lusine Tonoyan","is_ca":true},{"name":"Arno G. Siraki","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06653782804313975,"gpt":0.3324204777920456,"spread":0.2658826497489059,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01651585,0.001199131,0.002684442,0.003915651,0.0006632503,0.00412745,0.002072194,0.002440266,0.003196625],"category_scores_gemma":[0.02653718,0.000520238,0.001455079,0.002971109,0.003166646,0.006286208,0.003078431,0.005048568,0.0009904838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00202735,"about_ca_system_score_gemma":0.00289028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022137,"about_ca_topic_score_gemma":0.00166495,"domain_scores_codex":[0.993305,0.004029752,0.0003410815,0.0005521321,0.001641433,0.0001306763],"domain_scores_gemma":[0.9774897,0.01614,0.001858163,0.001972053,0.002022766,0.0005174587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00030252,0.0003727129,0.01937783,0.006731443,0.000847122,0.0002468063,0.0003158739,0.04397513,0.009669757,0.1912617,0.02155567,0.7053433],"study_design_scores_gemma":[0.0000631213,0.0009418884,0.009119511,0.00297111,0.0003243193,0.0006317891,0.0003593778,0.09752732,0.01380651,0.7200738,0.1539658,0.0002154393],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.01678303,0.2663958,0.659066,0.03343414,0.001344246,0.0003554297,0.001848357,0.001290473,0.01948246],"genre_scores_gemma":[0.2890579,0.2981721,0.3940328,0.008328244,0.002940597,0.000737629,0.002114495,0.0003222081,0.004294044],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01651585,"threshold_uncertainty_score":0.08734518,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4281288416","doi":"10.3389/fddsv.2022.892975","title":"Addressing Antibiotic Failure—Beyond Genetically Encoded Antimicrobial Resistance","year":2022,"lang":"en","type":"article","venue":"Frontiers in Drug Discovery","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"NanoMedicines Innovation Network; BC Innovation Council; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Antibiotics; Antibiotic resistance; Intensive care medicine; Sepsis; Medicine; Biology; Immunology; Microbiology","authors":[{"name":"Evan F. Haney","is_ca":true},{"name":"Robert E. W. Hancock","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008062339948502634,"gpt":0.2310799969258577,"spread":0.223017656977355,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004446659,0.000789416,0.001522924,0.001107336,0.00100033,0.004871509,0.001261852,0.004605911,0.00284316],"category_scores_gemma":[0.004654896,0.00026644,0.0007067248,0.0006651405,0.005095535,0.006835417,0.003543788,0.004971657,0.0009503351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001634322,"about_ca_system_score_gemma":0.003051989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005152858,"about_ca_topic_score_gemma":0.0009486995,"domain_scores_codex":[0.9980167,0.00078096,0.0001385487,0.0002256485,0.0004900127,0.0003479688],"domain_scores_gemma":[0.9946519,0.002875603,0.0009098771,0.0003827964,0.0007230789,0.0004567054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003547587,0.0005264056,0.004611642,0.006281509,0.000140308,0.003244479,0.00191521,0.00179297,0.05491753,0.2154552,0.03557138,0.6751887],"study_design_scores_gemma":[0.00008092658,0.001662423,0.003420852,0.003758198,0.0001496595,0.009918657,0.003001675,0.002572805,0.03921226,0.1754233,0.7606158,0.0001834363],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02490838,0.7177019,0.05237312,0.178674,0.003692489,0.0001090966,0.0001159922,0.0003800656,0.02204507],"genre_scores_gemma":[0.2303103,0.6720496,0.04315994,0.0407131,0.005984305,0.0001487227,0.0001249477,0.0001324112,0.007376725],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004871509,"threshold_uncertainty_score":0.02351642,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4281556573","doi":"10.3389/fddsv.2022.898654","title":"Overcoming Market Failures in Pandemic Drug Discovery Through Open Science: A Canadian Solution","year":2022,"lang":"en","type":"article","venue":"Frontiers in Drug Discovery","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Structural Genomics Consortium; University of Toronto; McGill University","funders":"","keywords":"Pandemic; Business; Private sector; Incentive; Variety (cybernetics); Investment (military); Drug development; Market failure; Coronavirus disease 2019 (COVID-19); Public relations; Public economics; Industrial organization; Economics; Economic growth; Drug; Political science; Market economy; Pharmacology; Infectious disease (medical specialty); Medicine","authors":[{"name":"E. Richard Gold","is_ca":true},{"name":"A.M. Edwards","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0319479021208408,"gpt":0.2762408080734386,"spread":0.2442929059525978,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.02087404,0.001250043,0.00111989,0.003508101,0.007254628,0.01090511,0.002412858,0.0106741,0.02029023],"category_scores_gemma":[0.03558755,0.0005814869,0.001311603,0.003018906,0.01425959,0.01211079,0.008575341,0.01096918,0.001993945],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04744702,"about_ca_system_score_gemma":0.1545031,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4939139,"about_ca_topic_score_gemma":0.43585,"domain_scores_codex":[0.9916736,0.002254554,0.0002019868,0.000689171,0.003374157,0.001806444],"domain_scores_gemma":[0.9731479,0.009132748,0.001117498,0.001837594,0.009222404,0.005541802],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009089413,0.00008732704,0.000741035,0.0002592679,0.00004981324,0.0002794249,0.000353192,0.003889337,0.0002912342,0.8179557,0.1206754,0.05532742],"study_design_scores_gemma":[0.0001390869,0.00005456261,0.001213382,0.0006180043,0.0000276934,0.00007851084,0.0007023274,0.005421057,0.0002279243,0.6062291,0.3852146,0.00007380427],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003684277,0.01815568,0.01513168,0.8813815,0.002927395,0.00009622479,0.0002892886,0.0002186209,0.07811528],"genre_scores_gemma":[0.5107042,0.1056071,0.07496931,0.1853369,0.01144581,0.0004431262,0.0008492058,0.0003981484,0.1102461],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9975871,"threshold_uncertainty_score":0.982078,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389479264","doi":"10.3389/fddsv.2023.1346042","title":"Editorial: Drug discovery for emerging and neglected tropical diseases: advances, challenges and perspectives","year":2023,"lang":"en","type":"editorial","venue":"Frontiers in Drug Discovery","topic":"Parasites and Host Interactions","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Neglected tropical diseases; Drug discovery; Tropical disease; Data science; Medicine; Biology; Computer science; Bioinformatics; Disease; Pathology","authors":[{"name":"Laura Maria Alcântara","is_ca":false},{"name":"Caio Haddad Franco","is_ca":false},{"name":"Nilmar Silvio Moretti","is_ca":true},{"name":"Denise R.Bairros de Pilger","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00747027213654267,"gpt":0.2698181395553425,"spread":0.2623478674187998,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004625191,0.00328352,0.003023599,0.002751482,0.001855992,0.006210706,0.003220532,0.01082696,0.01638031],"category_scores_gemma":[0.01459115,0.0008550831,0.002768308,0.001207632,0.002310754,0.004996677,0.001337392,0.0126361,0.012197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002382803,"about_ca_system_score_gemma":0.002390483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008350521,"about_ca_topic_score_gemma":0.00168943,"domain_scores_codex":[0.9962177,0.0005166184,0.0004611515,0.0006865259,0.001748893,0.0003692211],"domain_scores_gemma":[0.983648,0.006299247,0.001301024,0.0004013263,0.00588662,0.002463831],"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":[0.00008611671,0.00002568307,0.00004876701,0.000409293,0.00002102045,0.00009708297,0.00001496492,0.000054457,0.0001494103,0.0004703827,0.9887201,0.009902648],"study_design_scores_gemma":[0.00007619559,0.00008242354,0.0002967987,0.0004831354,0.00004912862,0.0003471218,0.00004043107,0.0001856643,0.0002369285,0.001190973,0.9969866,0.00002465122],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00007730457,0.007666898,0.0002038342,0.02733387,0.9632444,0.00002314976,0.00007392419,0.00007529822,0.001301241],"genre_scores_gemma":[0.0005313514,0.006036486,0.0001317678,0.01994395,0.9683248,0.00001496357,0.00003551148,0.00003092181,0.004950349],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01638031,"threshold_uncertainty_score":0.05479759,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}