{"meta":{"query_hash":"c1a9b971dcbe","filters":{"venue":"Perspectives in medical virology"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/c1a9b971dcbe","api":"https://metacan.xera.ac/api/v1/cohort?venue=Perspectives+in+medical+virology"},"results":[{"id":"W100668801","doi":"10.1016/s0168-7069(06)16013-9","title":"Surveillance for Newly Emerging Viruses","year":2006,"lang":"en","type":"review","venue":"Perspectives in medical virology","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":16,"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":"Disease surveillance; Outbreak; Public health surveillance; Epidemiological surveillance; Public health; Population; Epidemiologic Surveillance; Medicine; Health surveillance; Environmental health; Disease; Data science; Computer science; Epidemiology; Virology; Pathology","score_opus":0.05749373095080195,"score_gpt":0.42727747593044646,"score_spread":0.3697837449796445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W100668801","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00010698082,0.9973775,0.00047548936,0.00065818394,0.0005638868,0.000007587259,0.000013320563,0.000010751887,0.00078628253],"genre_scores_gemma":[0.00129841,0.99598145,0.0008292047,0.00072701374,0.00058330566,0.000011463996,0.000036071982,0.0000015712963,0.00053154293],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99935657,0.00016165034,0.0000912286,0.0000969148,0.00024145374,0.000052169005],"domain_scores_gemma":[0.9978599,0.0012176515,0.00029784563,0.00006881086,0.00045439063,0.00010132616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00256328,0.0011540304,0.0017405959,0.0026298172,0.0002546483,0.0014608136,0.0009019803,0.0013281937,0.0018310518],"category_scores_gemma":[0.0029437614,0.00035513702,0.000603169,0.0016510503,0.0007846372,0.0021776978,0.0010057392,0.0017207141,0.0009333351],"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":[0.00003499069,0.000028886338,0.00029951782,0.006712292,0.000053184143,0.00015481461,0.00004810142,0.0002380949,0.0007810018,0.0019088798,0.018329607,0.97141063],"study_design_scores_gemma":[0.00002350501,0.00013883009,0.0012513251,0.008326894,0.00017889932,0.0015686438,0.0001291489,0.0003121473,0.0010075553,0.00258043,0.9844604,0.000022210375],"about_ca_topic_score_codex":0.0016753816,"about_ca_topic_score_gemma":0.002707635,"teacher_disagreement_score":0.0026298172,"about_ca_system_score_codex":0.0010371355,"about_ca_system_score_gemma":0.0021271412,"threshold_uncertainty_score":0.013556123},"labels":[],"label_agreement":null},{"id":"W1485696364","doi":"10.1016/s0168-7069(07)17006-3","title":"Chapter 6 Virus Removal During Drinking Water Treatment","year":2007,"lang":"en","type":"book-chapter","venue":"Perspectives in medical virology","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":8,"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","funders":"","keywords":"Virus; Sewage; Infectivity; Wastewater; Waste management; Sewage treatment; Human health; Environmental science; Reuse; Virology; Biology; Environmental engineering; Medicine; Environmental health; Engineering","score_opus":0.05197327943566644,"score_gpt":0.3558523025516158,"score_spread":0.3038790231159494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1485696364","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0062550292,0.15069927,0.02289945,0.0041198027,0.013734358,0.00022595406,0.00041233737,0.00041454495,0.80123925],"genre_scores_gemma":[0.009328142,0.07267691,0.0074721407,0.0015030691,0.0014711379,0.000079590034,0.00031411895,0.00019439985,0.90696055],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998909,0.000010597983,0.0000042343017,0.000019879995,0.000060347116,0.000013976416],"domain_scores_gemma":[0.9999558,0.000013313618,0.0000032059359,0.0000044761464,0.000018328532,0.000004814833],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012086566,0.00059394387,0.0003778477,0.0005213289,0.00063842465,0.0011941822,0.0006608485,0.0009956098,0.031419232],"category_scores_gemma":[0.00015180024,0.00022580549,0.00052925467,0.00048067185,0.00032586086,0.0009602216,0.0005744611,0.001585842,0.010164053],"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":[0.00006417519,0.000392442,0.00017880434,0.0020994642,0.000020447816,0.00028353947,0.0006078663,0.0017948054,0.03777204,0.061087664,0.25492817,0.64077055],"study_design_scores_gemma":[0.0000023754062,0.000045154633,0.000256779,0.00024876202,0.000006041473,0.00018039267,0.00007390095,0.00017272816,0.007292382,0.0058635045,0.9858496,0.000008328849],"about_ca_topic_score_codex":0.001324451,"about_ca_topic_score_gemma":0.0027848696,"teacher_disagreement_score":0.031419232,"about_ca_system_score_codex":0.00073772273,"about_ca_system_score_gemma":0.0006876539,"threshold_uncertainty_score":0.105107844},"labels":[],"label_agreement":null},{"id":"W1491179424","doi":"10.1016/s0168-7069(03)09038-4","title":"VI, 1. Epidemiology of toroviruses","year":2003,"lang":"en","type":"article","venue":"Perspectives in medical virology","topic":"Animal Virus Infections Studies","field":"Agricultural and Biological Sciences","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":"Hospital for Sick Children","funders":"","keywords":"Virology; Virus; Biology; Population; Horse; Virus isolation; Isolation (microbiology); Neutralization; Feces; Microbiology; Medicine","score_opus":0.05837490048256671,"score_gpt":0.32832066329261733,"score_spread":0.2699457628100506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1491179424","genre_codex":"empirical","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38223147,0.35789132,0.018524302,0.051010687,0.025024496,0.0006684613,0.018090546,0.00047331394,0.14608528],"genre_scores_gemma":[0.64445084,0.1805721,0.0087945005,0.009165399,0.015891409,0.00023825665,0.013978407,0.00015160668,0.12675744],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99975544,0.00006189697,0.000019674899,0.00004835893,0.000060356495,0.0000543059],"domain_scores_gemma":[0.9995468,0.00008131838,0.0001310478,0.000020274823,0.0001237342,0.00009676626],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049386075,0.0003993998,0.00020325945,0.0012795092,0.00031731027,0.00089127704,0.00037908758,0.0006210157,0.0053727822],"category_scores_gemma":[0.0010565459,0.0001476083,0.00013102868,0.00095009606,0.00024635496,0.0005567359,0.00047038568,0.0005915414,0.0013165296],"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":[0.0007108299,0.0001790348,0.21886794,0.0027246424,0.00013292766,0.0015174672,0.0010520052,0.0018852269,0.018698739,0.01927814,0.13220474,0.6027483],"study_design_scores_gemma":[0.000031870717,0.0007931229,0.3836999,0.0013712369,0.00009940891,0.002476801,0.0008967988,0.00062233076,0.005393351,0.0031791655,0.60139227,0.00004376569],"about_ca_topic_score_codex":0.006280408,"about_ca_topic_score_gemma":0.00489718,"teacher_disagreement_score":0.006280408,"about_ca_system_score_codex":0.00055891206,"about_ca_system_score_gemma":0.00069868064,"threshold_uncertainty_score":0.01797378},"labels":[],"label_agreement":null}]}