{"meta":{"query_hash":"fedd65a2603b","filters":{"venue":"Pharmaceutical Drug Regulatory Affairs Journal"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/fedd65a2603b","api":"https://metacan.xera.ac/api/v1/cohort?venue=Pharmaceutical+Drug+Regulatory+Affairs+Journal"},"results":[{"id":"W4296654187","doi":"10.23880/pdraj-16000105","title":"Generic Drugs: The Landscape is Evolving So are the Mentalities?","year":2018,"lang":"en","type":"article","venue":"Pharmaceutical Drug Regulatory Affairs Journal","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","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":"Université de Montréal","funders":"","keywords":"Geography","score_opus":0.05306494190187391,"score_gpt":0.2984594521955941,"score_spread":0.2453945102937202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296654187","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.58443487,0.03506219,0.00039031994,0.18665332,0.0065050516,0.0008683195,0.00042270712,0.00016613338,0.18549713],"genre_scores_gemma":[0.9702228,0.0010959936,0.0000617254,0.02375884,0.0034894424,0.000021754131,0.0000025000588,0.000060739163,0.001286238],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972204,0.00015626974,0.0010345266,0.00048139214,0.00016993466,0.00093750295],"domain_scores_gemma":[0.9978886,0.00026511194,0.0006128308,0.00060838467,0.000101539845,0.00052351644],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0025443358,0.00035886772,0.00046485855,0.0001700978,0.0017135799,0.0007689059,0.0011496554,0.00011043788,0.0072661606],"category_scores_gemma":[0.00010441221,0.0002493072,0.000416783,0.00033496352,0.001122045,0.00045946977,0.00031049852,0.0010369522,0.0018758995],"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":[0.00018360512,0.0003108198,0.01957155,0.00007397502,0.00093604124,0.00002646105,0.012182309,0.00012023141,0.00014014728,0.15752958,0.80024916,0.008676143],"study_design_scores_gemma":[0.0013539079,0.000045512574,0.0044834763,0.000033289394,0.0000702189,0.00019699302,0.0037717668,0.03680066,0.0012861731,0.045751583,0.9056585,0.00054793234],"about_ca_topic_score_codex":0.000010609234,"about_ca_topic_score_gemma":0.00000488211,"teacher_disagreement_score":0.38578793,"about_ca_system_score_codex":0.00024906083,"about_ca_system_score_gemma":0.000096151285,"threshold_uncertainty_score":0.99999595},"labels":[],"label_agreement":null},{"id":"W4296654245","doi":"10.23880/pdraj-16000101","title":"Do’s and Don’ts in Early Drug Development","year":2018,"lang":"en","type":"article","venue":"Pharmaceutical Drug Regulatory Affairs Journal","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Druggability; Drug development; Drug; Engineering ethics; Drug discovery; Business; Risk analysis (engineering); Medicine; Nanotechnology; Pharmacology; Engineering; Biology; Bioinformatics; Genetics","score_opus":0.019273805670373633,"score_gpt":0.3034430668433455,"score_spread":0.28416926117297187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296654245","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97482544,0.0032806657,0.000045049354,0.017222527,0.0005346436,0.00019029251,5.3247936e-7,0.000074051466,0.0038267819],"genre_scores_gemma":[0.99629164,0.00069011404,0.0010203039,0.00064683356,0.000351326,0.0000043002115,7.493309e-7,0.00002289602,0.0009718363],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983314,0.00009979063,0.00045328133,0.00030000208,0.00031921745,0.0004962571],"domain_scores_gemma":[0.9991239,0.000055570024,0.00008209901,0.00018147804,0.000092035356,0.0004649634],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00072170905,0.00020821775,0.00030237518,0.00029611727,0.000255719,0.00003589476,0.00014330671,0.00079635833,0.00045982056],"category_scores_gemma":[0.00005050081,0.00016324117,0.00006765802,0.00023360646,0.00069399213,0.00013931327,0.000109228604,0.0038542028,0.00009585683],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005008318,0.0024913622,0.45984545,0.0006119646,0.0018534103,0.0050449506,0.03116625,0.0000130845,0.032728706,0.021177424,0.050341412,0.38971767],"study_design_scores_gemma":[0.013883612,0.00030627227,0.4771871,0.0012825553,0.00036881995,0.007994316,0.0031028653,0.00085490284,0.16949406,0.0029980175,0.32150063,0.0010268581],"about_ca_topic_score_codex":0.000001755905,"about_ca_topic_score_gemma":0.000006194574,"teacher_disagreement_score":0.38869083,"about_ca_system_score_codex":0.0001201533,"about_ca_system_score_gemma":0.0001813954,"threshold_uncertainty_score":0.99844396},"labels":[],"label_agreement":null},{"id":"W4296654249","doi":"10.23880/pdraj-16000108","title":"Filing of DMF in US, Canada & Europe","year":2019,"lang":"en","type":"article","venue":"Pharmaceutical Drug Regulatory Affairs Journal","topic":"Pharmaceutical Quality and Counterfeiting","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Confidentiality; License; Quality (philosophy); Product (mathematics); Business; Computer science; Database; Law; Political science; Computer security; Mathematics","score_opus":0.032878844108487126,"score_gpt":0.3294791601175436,"score_spread":0.29660031600905645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296654249","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98287505,0.0012176794,0.000027691649,0.0024758507,0.0006378629,0.00026150234,0.00001236964,0.000025913336,0.012466056],"genre_scores_gemma":[0.99676204,0.00014971978,0.00019862587,0.0015857132,0.00028156524,0.0000023026157,0.000006404231,0.000036527803,0.0009771117],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968554,0.00032417572,0.0009250082,0.0003082333,0.0009437213,0.00064345414],"domain_scores_gemma":[0.99833584,0.00031881625,0.00020526125,0.00028681348,0.00019037227,0.00066289137],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015690775,0.00024447258,0.0005604699,0.00016696898,0.00007733462,0.0000270997,0.00024884983,0.000078754594,0.001772695],"category_scores_gemma":[0.00025919572,0.00021977376,0.00015870969,0.0004111844,0.00014845887,0.00019885143,0.000103280196,0.0014885556,0.000058742822],"study_design_candidate":"observational","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":[0.006677043,0.0024076947,0.6265318,0.004375537,0.0010439522,0.002386148,0.002346666,0.004558441,0.28694454,0.008475638,0.020416843,0.033835728],"study_design_scores_gemma":[0.019831592,0.0002458075,0.15185212,0.003335246,0.00065378187,0.004318201,0.0028648647,0.022529148,0.121566266,0.00087176356,0.67030674,0.0016245021],"about_ca_topic_score_codex":0.0016651659,"about_ca_topic_score_gemma":0.003406914,"teacher_disagreement_score":0.6498899,"about_ca_system_score_codex":0.00033045126,"about_ca_system_score_gemma":0.0009626174,"threshold_uncertainty_score":0.99913985},"labels":[],"label_agreement":null},{"id":"W4297910174","doi":"10.23880/pdraj-16000135","title":"Regulatory Affairs: More than Guidance and Guidelines","year":2022,"lang":"en","type":"article","venue":"Pharmaceutical Drug Regulatory Affairs Journal","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","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":"Université de Montréal; Centre for Drug Research and Development","funders":"","keywords":"Regulatory affairs; Political science; Veterans Affairs; Public administration; Medicine; Internal medicine","score_opus":0.29162020057941596,"score_gpt":0.4523691651366288,"score_spread":0.16074896455721283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297910174","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6382334,0.087161385,0.0013404867,0.25243068,0.0053047785,0.001413204,0.0005852562,0.00033771907,0.0131930625],"genre_scores_gemma":[0.98206913,0.00059911725,0.0027772654,0.010003786,0.0017535717,0.00012371197,0.000016868,0.00011180582,0.002544748],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99119335,0.001109753,0.0052207066,0.00094405934,0.00055533304,0.0009767804],"domain_scores_gemma":[0.9950224,0.0006823873,0.0023449333,0.0007423274,0.00020480421,0.0010031601],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.028211001,0.00045576622,0.0012107256,0.00057226,0.0014912931,0.00022503146,0.0007902426,0.00013324518,0.0028527514],"category_scores_gemma":[0.0018797218,0.000563886,0.0003462106,0.0003606651,0.00042724458,0.0009156179,0.00047488615,0.0012395033,0.00031097472],"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":[0.0003201305,0.00054929574,0.058016434,0.00069285603,0.000622196,0.000113237635,0.0073580095,0.0062061218,0.00020203985,0.20709041,0.7157241,0.0031051477],"study_design_scores_gemma":[0.0048950985,0.00016880233,0.03869336,0.00026689845,0.00008948848,0.0016180661,0.024725799,0.042263582,0.00016687157,0.048451245,0.8368486,0.0018121484],"about_ca_topic_score_codex":0.000030437439,"about_ca_topic_score_gemma":0.000007827506,"teacher_disagreement_score":0.34383568,"about_ca_system_score_codex":0.0011743743,"about_ca_system_score_gemma":0.00036345018,"threshold_uncertainty_score":0.9998086},"labels":[],"label_agreement":null}]}