{"meta":{"query_hash":"d30bdb904788","filters":{"venue":"Journal of Hepato-Biliary-Pancreatic Surgery"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/d30bdb904788","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Hepato-Biliary-Pancreatic+Surgery"},"results":[{"id":"W18535765","doi":"10.1007/s00534-007-1263-0","title":"Decomposition of the Security Requirements for Connected Information Domains","year":2011,"lang":"en","type":"article","venue":"Journal of Hepato-Biliary-Pancreatic Surgery","topic":"Information and Cyber Security","field":"Computer Science","cited_by":2,"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":"Computer science; Computer security; Security service; Information security; Implementation; Security policy; Decomposition; Computer security model; Demise; Software engineering; Political science","score_opus":0.026297204078613624,"score_gpt":0.2510845625012359,"score_spread":0.22478735842262226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W18535765","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":[0.9225687,0.00005815318,0.073547386,0.00025422304,0.0013408941,0.0003508225,0.000014627579,0.000029480057,0.0018357048],"genre_scores_gemma":[0.9939668,0.00003795434,0.0054728813,0.00044692127,0.000048445985,0.000010354015,0.0000055533683,0.0000052899195,0.0000057589464],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99759054,0.0001796791,0.0013661876,0.00008920859,0.00053437875,0.00024001375],"domain_scores_gemma":[0.996617,0.00044721342,0.0016121238,0.00043918332,0.0007821913,0.000102240294],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017770365,0.00015088273,0.00041385135,0.00026182196,0.00015457568,0.00006258431,0.00061155495,0.0000884198,0.00003989571],"category_scores_gemma":[0.0004916969,0.00010639598,0.0003965702,0.00040628895,0.000066313994,0.0028186564,0.00007987306,0.0001577805,0.000006069077],"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":[0.0020586129,0.0023172225,0.55329,0.0018578788,0.0014401907,0.000038342947,0.094853416,0.00008337913,0.0025868719,0.24138956,0.057414748,0.042669784],"study_design_scores_gemma":[0.008805418,0.0014138792,0.55727017,0.0024711601,0.00076585804,0.0014841591,0.003499281,0.10522712,0.16037215,0.135132,0.021571571,0.0019872119],"about_ca_topic_score_codex":0.000055614062,"about_ca_topic_score_gemma":0.000008864953,"teacher_disagreement_score":0.15778528,"about_ca_system_score_codex":0.00009519817,"about_ca_system_score_gemma":0.00028646414,"threshold_uncertainty_score":0.4338702},"labels":[],"label_agreement":null},{"id":"W1968903017","doi":"10.1007/s00534-007-1210-0","title":"Malignant transformation of a solitary fibrous tumor of the liver and intractable hypoglycemia","year":2007,"lang":"en","type":"article","venue":"Journal of Hepato-Biliary-Pancreatic Surgery","topic":"Soft tissue tumor case studies","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Montreal General Hospital; Lawson Health Research Institute; St Joseph's Health Care; Royal Victoria Hospital","funders":"","keywords":"Fibrosarcoma; Hypoglycemia; Solitary fibrous tumor; Malignant transformation; Medicine; Malignancy; Pathology; Liver tumor; Internal medicine; Endocrinology; Gastroenterology; Insulin; Biology; Hepatocellular carcinoma","score_opus":0.017058723949757826,"score_gpt":0.24439172943988918,"score_spread":0.22733300549013136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968903017","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":[0.9898222,0.008600858,0.00012400703,0.0002974732,0.00031041156,0.00031777864,0.000013628068,0.000010687348,0.00050293584],"genre_scores_gemma":[0.99736065,0.001457049,0.0008257076,0.0001216503,0.00016330907,0.0000019753143,0.0000017142243,0.00002188373,0.000046056437],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99718326,0.000111365254,0.0015723838,0.00013807914,0.0006642031,0.00033067784],"domain_scores_gemma":[0.9963904,0.001802489,0.0009165474,0.00030029332,0.00042978214,0.00016050012],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020501358,0.0002172349,0.0011546112,0.00032875812,0.000069285656,0.000006390862,0.00010151985,0.00007531464,0.00009087811],"category_scores_gemma":[0.001188032,0.00013951983,0.00039990083,0.00036580345,0.00027851376,0.00024803914,0.000032380314,0.0002923771,0.0000017930499],"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":[0.0026213082,0.00033767635,0.96487033,0.0018269575,0.0005443938,0.0011461431,0.0026390438,0.000008545377,0.012371623,0.00005383667,0.0014598501,0.012120298],"study_design_scores_gemma":[0.0018008196,0.00062177907,0.90168536,0.0031356325,0.0012734387,0.011783923,0.002694211,0.00033504126,0.075579844,0.0003493329,0.00049756176,0.00024308341],"about_ca_topic_score_codex":0.00040261162,"about_ca_topic_score_gemma":0.000031166397,"teacher_disagreement_score":0.06320822,"about_ca_system_score_codex":0.0000893915,"about_ca_system_score_gemma":0.0003118848,"threshold_uncertainty_score":0.5689454},"labels":[],"label_agreement":null},{"id":"W2026731209","doi":"10.1007/s00534-007-1306-6","title":"Clinical results of N-acetylcysteine after major hepatic surgery: a review","year":2008,"lang":"en","type":"review","venue":"Journal of Hepato-Biliary-Pancreatic Surgery","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Cancer Foundation; University of Calgary","funders":"","keywords":"Acetylcysteine; Medicine; Liver transplantation; Clinical trial; Ischemia; Randomized controlled trial; Reperfusion injury; Retrospective cohort study; MEDLINE; Surgery; Internal medicine; Transplantation; Antioxidant","score_opus":0.0645218325391805,"score_gpt":0.368951983117366,"score_spread":0.3044301505781855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026731209","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0030589183,0.9934523,0.00005104828,0.00044724456,0.0010866739,0.0014453592,0.00023060862,0.00007010505,0.00015775146],"genre_scores_gemma":[0.0005587069,0.9951359,0.0017107795,0.0007549555,0.0008277968,0.000071735165,0.00019371165,0.00019280807,0.00055362476],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9839529,0.0016246899,0.011679083,0.00064444926,0.0014566258,0.00064225204],"domain_scores_gemma":[0.9786824,0.011069254,0.007376954,0.0013616727,0.00086195755,0.00064773374],"candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.006394602,0.0010254201,0.01570408,0.0012900654,0.000060523398,0.000020072657,0.00037076176,0.0007659941,0.00047001088],"category_scores_gemma":[0.0058497842,0.00069643336,0.008390444,0.0012122919,0.00032104054,0.00022458252,0.00006616578,0.0014248352,0.000060034858],"study_design_candidate":"systematic_review","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":[0.0015848422,0.001008199,0.07151068,0.42066476,0.0029440373,0.008214128,0.000051681043,3.1282568e-8,8.551156e-7,0.0000027220337,0.103882335,0.39013574],"study_design_scores_gemma":[0.0009428539,0.0003554141,0.0020265775,0.36119986,0.012441412,0.012085634,0.000005945903,0.0000014621821,0.000018078847,0.000008762446,0.61034274,0.00057125976],"about_ca_topic_score_codex":0.000073049814,"about_ca_topic_score_gemma":0.000006169578,"teacher_disagreement_score":0.5064604,"about_ca_system_score_codex":0.00024696393,"about_ca_system_score_gemma":0.0033708026,"threshold_uncertainty_score":0.9995487},"labels":[],"label_agreement":null},{"id":"W2036970157","doi":"10.1007/s00534-007-1215-8","title":"Neurofibroma of the porta hepatis","year":2008,"lang":"en","type":"review","venue":"Journal of Hepato-Biliary-Pancreatic Surgery","topic":"Neurofibromatosis and Schwannoma Cases","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"Alberta Heritage Foundation for Medical Research","keywords":"Porta hepatis; Medicine; Neurofibromatosis; Neurofibroma; Quadrant (abdomen); Vomiting; Radiology; Surgery; Nausea","score_opus":0.05488363659297226,"score_gpt":0.29715521048234694,"score_spread":0.24227157388937468,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036970157","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14974852,0.84721005,0.0000025312395,0.00013664489,0.0016329935,0.0006937933,0.00007032251,0.000024435,0.000480709],"genre_scores_gemma":[0.007195936,0.99109834,0.00019449377,0.00015670966,0.00067338056,0.000019887193,0.0000206057,0.00017919843,0.00046146795],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9916801,0.00098232,0.0046529253,0.000498045,0.0015981648,0.00058847066],"domain_scores_gemma":[0.98844165,0.003637132,0.005381455,0.0015666545,0.00051794626,0.00045515533],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009495959,0.0008787569,0.0076552755,0.0008333309,0.00015315306,0.00003570973,0.00060577865,0.00045914785,0.00029111837],"category_scores_gemma":[0.002517971,0.0005040991,0.0059198383,0.0011665701,0.00035478626,0.00020871162,0.00018484454,0.0012023144,0.000025279105],"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":[0.000515613,0.0017163323,0.2509781,0.059230726,0.00378462,0.024783252,0.00012313644,0.0000011816521,0.00012621238,0.000070794806,0.17685537,0.48181465],"study_design_scores_gemma":[0.0005731639,0.0005537499,0.012210774,0.06310601,0.005887475,0.098825686,0.000022786138,0.000009581667,0.00015997431,0.00003270352,0.81800056,0.0006175451],"about_ca_topic_score_codex":0.00008600446,"about_ca_topic_score_gemma":0.0000022698407,"teacher_disagreement_score":0.64114517,"about_ca_system_score_codex":0.00016040228,"about_ca_system_score_gemma":0.0030640978,"threshold_uncertainty_score":0.9997411},"labels":[],"label_agreement":null},{"id":"W2067137938","doi":"10.1007/s005340170046","title":"Mild hypothermia prevents cerebral edema in acute liver failure","year":2001,"lang":"en","type":"review","venue":"Journal of Hepato-Biliary-Pancreatic Surgery","topic":"Thermal Regulation in Medicine","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hôpital Saint-Luc","funders":"","keywords":"Cerebral edema; Hypothermia; Brain edema; Medicine; Liver failure; Edema; Anesthesia; Intensive care medicine; Internal medicine","score_opus":0.05162932976726667,"score_gpt":0.3223666565668051,"score_spread":0.27073732679953844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067137938","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.047760963,0.9487406,0.000034214092,0.00036664912,0.0013056538,0.0013312593,0.000023475905,0.00006842835,0.0003687516],"genre_scores_gemma":[0.0017719391,0.9917012,0.001036073,0.0003087267,0.0019677014,0.000056726265,0.00005606682,0.00033746258,0.0027641342],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9914349,0.0009957907,0.00438859,0.00062004384,0.0016589158,0.0009017767],"domain_scores_gemma":[0.9920415,0.0026073137,0.0032581005,0.001029829,0.00035387458,0.00070932775],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0029469165,0.0010545002,0.0077843,0.0019976494,0.00006232767,0.000041631327,0.0005106255,0.00094110536,0.0018883403],"category_scores_gemma":[0.0015931582,0.000749852,0.0025253347,0.0014468929,0.00021841133,0.00036092073,0.0001084121,0.0018779056,0.000107057196],"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":[0.0006892531,0.0012046244,0.08945535,0.02348179,0.004059745,0.013226741,0.00027100925,0.00000467435,0.000012590909,0.000017126886,0.039338402,0.82823867],"study_design_scores_gemma":[0.002196142,0.00032799097,0.010173172,0.1236928,0.009401207,0.019658757,0.00007724938,0.000057087283,0.00000829097,0.000095295414,0.833498,0.0008139812],"about_ca_topic_score_codex":0.00007565507,"about_ca_topic_score_gemma":0.000017236644,"teacher_disagreement_score":0.8274247,"about_ca_system_score_codex":0.0009937265,"about_ca_system_score_gemma":0.0020342504,"threshold_uncertainty_score":0.99949527},"labels":[],"label_agreement":null},{"id":"W2092886393","doi":"10.1007/s00534-008-1349-3","title":"Pancreatic fistulae: are we making progress?","year":2008,"lang":"en","type":"review","venue":"Journal of Hepato-Biliary-Pancreatic Surgery","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":9,"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 Calgary","funders":"","keywords":"Pancreatic fistula; Fistula; Medicine; Mortality rate; Surgery; General surgery; Pancreas; Internal medicine","score_opus":0.08031953808538717,"score_gpt":0.3473853184027097,"score_spread":0.26706578031732253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092886393","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006828188,0.98864615,0.00003117514,0.00038494173,0.0013990598,0.0015001291,0.000090743866,0.00011903639,0.0010005749],"genre_scores_gemma":[0.0038807553,0.9911187,0.0018182815,0.00017710828,0.0014264846,0.0002402918,0.00011517816,0.00027404597,0.0009491041],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9908533,0.0012775576,0.0043100785,0.00094254204,0.0014030569,0.0012134813],"domain_scores_gemma":[0.98816967,0.00348094,0.005585175,0.0014809087,0.0005909392,0.00069238374],"candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001396238,0.0016013867,0.012094265,0.001693537,0.00033535634,0.000070295384,0.00047301612,0.0011632611,0.00042265735],"category_scores_gemma":[0.0016405028,0.0011368956,0.0046868874,0.001104251,0.00062008423,0.00031629784,0.0001459653,0.0018873011,0.00020475821],"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":[0.00045060617,0.0017732572,0.3006964,0.030173693,0.007243623,0.07932095,0.00020151408,6.231859e-7,5.8128495e-7,0.000031450523,0.025323324,0.554784],"study_design_scores_gemma":[0.0013161779,0.0005475015,0.0072115758,0.15409003,0.017728416,0.12027175,0.000082347986,0.00001022177,0.0000051803218,0.00011539087,0.6976092,0.0010122015],"about_ca_topic_score_codex":0.000020059502,"about_ca_topic_score_gemma":0.000005942478,"teacher_disagreement_score":0.67228585,"about_ca_system_score_codex":0.0010187168,"about_ca_system_score_gemma":0.002930233,"threshold_uncertainty_score":0.99967337},"labels":[],"label_agreement":null}]}