{"meta":{"query_hash":"edcf0d3a4d75","filters":{"venue":"Pleura and Peritoneum"},"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/edcf0d3a4d75","api":"https://metacan.xera.ac/api/v1/cohort?venue=Pleura+and+Peritoneum"},"results":[{"id":"W2767261557","doi":"10.1515/pp-2017-0019","title":"(F)utility of computed tomography of the chest in the presence of pleural effusion","year":2017,"lang":"en","type":"article","venue":"Pleura and Peritoneum","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern College; Mikro-Tek (Canada)","funders":"","keywords":"Medicine; Radiology; Pleural effusion; Computed tomography; Retrospective cohort study; Radiological weapon; Prospective cohort study; Surgery","score_opus":0.027818884246512382,"score_gpt":0.2759897202099169,"score_spread":0.24817083596340453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2767261557","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":[0.99686784,0.00058020133,5.422939e-7,0.0014137847,0.000085254054,0.00023295423,0.00006969388,0.0000038179523,0.0007459274],"genre_scores_gemma":[0.999779,0.00006767301,0.000019258494,0.000051517276,0.00003257077,0.0000033146525,0.00000663125,0.0000031818777,0.000036862595],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99925137,0.00007817001,0.00022851372,0.00012157262,0.00021582775,0.00010452658],"domain_scores_gemma":[0.999116,0.00013479295,0.00016841774,0.0004851542,0.000057857917,0.00003775616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014600609,0.00008495602,0.00024190404,0.00003280678,0.00010046606,0.000007666728,0.00029185886,0.00003746401,0.00002115153],"category_scores_gemma":[0.00011831237,0.000043049353,0.000106960055,0.000101604724,0.00050453545,0.000061087165,0.000118065436,0.00010568906,1.5963958e-7],"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":[0.00024164756,0.00021560183,0.9653463,0.0003849376,0.000011270228,0.0000059313047,0.00061519165,7.215133e-7,0.031031428,0.000065833075,0.00015081403,0.0019303212],"study_design_scores_gemma":[0.00036029407,0.00010173374,0.98809516,0.00018226528,0.000033540822,0.000017978622,0.0001898184,0.0008734954,0.009685936,0.00011937526,0.00029911788,0.000041279905],"about_ca_topic_score_codex":0.0006647738,"about_ca_topic_score_gemma":0.000088309534,"teacher_disagreement_score":0.022748863,"about_ca_system_score_codex":0.0000011612475,"about_ca_system_score_gemma":0.000028978446,"threshold_uncertainty_score":0.18589818},"labels":[],"label_agreement":null},{"id":"W2978942255","doi":"10.1515/pp-2019-0007","title":"Early postoperative intraperitoneal chemotherapy for lower gastrointestinal neoplasms with peritoneal metastasis: a systematic review and critical analysis","year":2019,"lang":"en","type":"review","venue":"Pleura and Peritoneum","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":28,"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; Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Medicine; Intraperitoneal chemotherapy; Hyperthermic intraperitoneal chemotherapy; EPIC; Retrospective cohort study; Cytoreductive surgery; Peritoneal carcinomatosis; Chemotherapy; Surgery; General surgery; Oncology; Internal medicine; Colorectal cancer; Cancer; Ovarian cancer","score_opus":0.02894487931831615,"score_gpt":0.3276665334774999,"score_spread":0.2987216541591838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2978942255","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":[0.001880603,0.9900046,0.00010413755,0.0011699375,0.00012577367,0.0058945757,0.0006473746,0.00009202759,0.00008095333],"genre_scores_gemma":[0.00087043754,0.9923125,0.0028524513,0.0014011103,0.00022516814,0.0013827311,0.00031034142,0.0001606454,0.00048459793],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99571234,0.00026821496,0.0013505428,0.0012841133,0.00051259977,0.0008722001],"domain_scores_gemma":[0.99724597,0.0007523369,0.00041450156,0.000659087,0.00040602326,0.0005220927],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044616105,0.001232922,0.0080196215,0.00038817106,0.00031330995,0.00028789663,0.0002367073,0.0002876132,0.00014310685],"category_scores_gemma":[0.00021930212,0.0007891248,0.00103568,0.0007551648,0.00060200226,0.00022350259,0.00008994237,0.0007455172,0.00001977761],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032119345,0.0002349443,0.0000432944,0.9885417,0.0036477253,0.0002688383,0.00032882945,8.9458e-8,0.00002626992,0.00039463298,0.00012572916,0.006066708],"study_design_scores_gemma":[0.0018536138,0.0092748925,0.00012079765,0.69486904,0.20147794,0.02503617,0.0005259834,0.00014624701,0.000013959074,0.000011159692,0.06435667,0.0023135417],"about_ca_topic_score_codex":0.000059988874,"about_ca_topic_score_gemma":0.000014904904,"teacher_disagreement_score":0.29367274,"about_ca_system_score_codex":0.00008021543,"about_ca_system_score_gemma":0.00035868218,"threshold_uncertainty_score":0.999456},"labels":[],"label_agreement":null},{"id":"W4240491412","doi":"10.1515/pp-2018-7007","title":"I.e) Pathology of peritoneal disease free papers","year":2018,"lang":"en","type":"article","venue":"Pleura and Peritoneum","topic":"Occupational and environmental lung diseases","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":"Foothills Medical Centre","funders":"","keywords":"Medicine; Disease; Pathology","score_opus":0.008864459514254333,"score_gpt":0.2463573934043276,"score_spread":0.23749293389007328,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240491412","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":[0.99449426,0.0006200313,0.0000015605392,0.0010617503,0.000110233,0.00008469047,0.00011401708,0.000018146475,0.0034952853],"genre_scores_gemma":[0.9983553,0.00013386924,0.0001596484,0.000507176,0.0002596061,0.0000081461585,0.000046401565,0.000009271707,0.0005205573],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9994601,0.000014600498,0.000115186675,0.0001632901,0.00012986345,0.000116939715],"domain_scores_gemma":[0.99956214,0.000019573206,0.00002584566,0.00018321844,0.000017829541,0.00019137932],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000025331621,0.0000833966,0.0001362619,0.000029019218,0.000060962768,0.0000041942667,0.000043449592,0.000030819443,0.0006743893],"category_scores_gemma":[0.000038752954,0.0000679258,0.000049210474,0.000036442103,0.0003913637,0.000033851935,0.000054282184,0.000041708823,0.000019717569],"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":[0.0010305409,0.00029322354,0.9046197,0.00016537767,0.000031837608,0.00009655662,0.00029922536,3.608015e-7,0.0877539,0.0005221943,0.0012237916,0.0039633103],"study_design_scores_gemma":[0.00045303776,0.00033962593,0.9888712,0.000024134915,0.00006758023,0.000038435035,0.00008408216,0.00005303328,0.0013490524,0.00016703072,0.008477671,0.000075100485],"about_ca_topic_score_codex":0.000022019003,"about_ca_topic_score_gemma":0.0000049467567,"teacher_disagreement_score":0.086404845,"about_ca_system_score_codex":0.0000085385645,"about_ca_system_score_gemma":0.000023675097,"threshold_uncertainty_score":0.738409},"labels":[],"label_agreement":null},{"id":"W4252707497","doi":"10.1515/pp-2018-7004","title":"I. b) Colorectal / Gastric / Others Digestive Peritoneal Metastases","year":2018,"lang":"en","type":"article","venue":"Pleura and Peritoneum","topic":"Intraperitoneal and Appendiceal Malignancies","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":"Medicine; Gastroenterology; Internal medicine; General surgery","score_opus":0.014536133688346763,"score_gpt":0.26480571982166146,"score_spread":0.2502695861333147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252707497","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":[0.9905724,0.0006912117,0.000017291883,0.0011360121,0.00037527128,0.0002740622,0.000076552686,0.000121467834,0.0067357477],"genre_scores_gemma":[0.9965286,0.000109767694,0.00083832,0.00067735236,0.000918597,0.000030282514,0.000033009288,0.000032179025,0.0008318706],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9986167,0.00004445792,0.00023710939,0.00038960474,0.00025279055,0.0004593141],"domain_scores_gemma":[0.9993222,0.000065713786,0.000060199083,0.0001614911,0.00012315712,0.00026724182],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011198595,0.00025390653,0.00038353528,0.000108236054,0.00031011485,0.00006302832,0.000080773076,0.000093408096,0.00063191995],"category_scores_gemma":[0.000054180826,0.00020082775,0.000095727206,0.00023688433,0.0006834672,0.00012883672,0.00006106234,0.00019178558,0.00011619548],"study_design_candidate":"bench_or_experimental","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":[0.0032210473,0.000809497,0.13552475,0.00041160276,0.00048267053,0.0010282277,0.008784726,0.0000011926543,0.8043504,0.003632987,0.0076434505,0.03410948],"study_design_scores_gemma":[0.004203058,0.011190601,0.57244164,0.00041705658,0.000691092,0.009279771,0.006841089,0.0013246065,0.2126094,0.00028354058,0.17919375,0.0015244262],"about_ca_topic_score_codex":0.00020817223,"about_ca_topic_score_gemma":0.000027512546,"teacher_disagreement_score":0.59174097,"about_ca_system_score_codex":0.000029586614,"about_ca_system_score_gemma":0.000078504985,"threshold_uncertainty_score":0.81895185},"labels":[],"label_agreement":null},{"id":"W4372292253","doi":"10.1515/pp-2022-0197","title":"The role of cytology in patients undergoing pressurized intraperitoneal aerosol chemotherapy (PIPAC) treatment for peritoneal carcinomatosis","year":2023,"lang":"en","type":"article","venue":"Pleura and Peritoneum","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Cytology; Ascites; Chemotherapy; Peritoneal carcinomatosis; Gastroenterology; Retrospective cohort study; Cohort; Surgery; Internal medicine; Cancer; Pathology","score_opus":0.012831255573419149,"score_gpt":0.25589083349474795,"score_spread":0.2430595779213288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4372292253","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":[0.99535173,0.0007586635,9.846228e-7,0.00210557,0.00024516517,0.0010362656,0.0000790211,0.000072860756,0.00034973543],"genre_scores_gemma":[0.9979358,0.0010644343,0.00012265172,0.000095570605,0.0001541609,0.00029310747,0.00008273868,0.000040894935,0.0002106781],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983177,0.00005930967,0.00046804568,0.00036981475,0.00021237491,0.0005727526],"domain_scores_gemma":[0.9990637,0.00033699238,0.00011287564,0.000249687,0.0001128387,0.00012396114],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014694645,0.00027347257,0.0005855407,0.00012121554,0.00032676244,0.000041060142,0.00011636006,0.00014717427,0.000018168397],"category_scores_gemma":[0.00006069618,0.00019023484,0.0001538943,0.0002487933,0.00027058972,0.0000792772,0.000047035915,0.000117583804,0.000003983982],"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":[0.007516404,0.0011337003,0.7601043,0.0007765141,0.00044606093,0.0000407877,0.008409831,0.000011403713,0.16029073,0.003545885,0.00033293877,0.057391442],"study_design_scores_gemma":[0.01856681,0.0075913207,0.7090272,0.00027778881,0.00024930466,0.00008583313,0.0066680675,0.0034450188,0.20718811,0.00062202354,0.04548651,0.00079205324],"about_ca_topic_score_codex":0.00034645977,"about_ca_topic_score_gemma":0.00019881711,"teacher_disagreement_score":0.056599386,"about_ca_system_score_codex":0.000056082503,"about_ca_system_score_gemma":0.00009412145,"threshold_uncertainty_score":0.7757552},"labels":[],"label_agreement":null},{"id":"W4392716978","doi":"10.1515/pp-2023-0017","title":"Outcomes of minimal access cytoreductive surgery (M-CRS) and HIPEC/EPIC vs. open cytoreductive surgery (O-CRS) and HIPEC/EPIC in patients with peritoneal surface malignancies: a meta-analysis","year":2024,"lang":"en","type":"article","venue":"Pleura and Peritoneum","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":4,"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":"Cytoreductive surgery; EPIC; Medicine; Surgery; General surgery; Internal medicine; Cancer","score_opus":0.055072540534430274,"score_gpt":0.30781687787480827,"score_spread":0.252744337340378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392716978","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":[0.9899496,0.0057504713,0.0000035399241,0.0022078971,0.00030576752,0.0009799862,0.0005900409,0.000063297426,0.00014942214],"genre_scores_gemma":[0.99811417,0.00053631107,0.00020623779,0.00023794151,0.00011460458,0.000121403406,0.00016644341,0.00007549656,0.00042736589],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99588555,0.0002689836,0.0010678,0.0013043123,0.000698471,0.0007748887],"domain_scores_gemma":[0.99744123,0.0011379208,0.00030734652,0.00046109143,0.0002754478,0.00037694498],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007652387,0.00075487775,0.0035039037,0.00072608294,0.00023268588,0.00045990193,0.00026918834,0.00023336837,0.0003108967],"category_scores_gemma":[0.00014827872,0.0005380007,0.0005768456,0.0012576616,0.0009119033,0.0011116836,0.0004165386,0.00043303298,0.0000032579894],"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":[0.0023634818,0.0004978098,0.97207546,0.0011632852,0.016680302,0.00037575653,0.003728402,0.000013279349,0.0017553545,0.00025664608,0.00037828195,0.00071192393],"study_design_scores_gemma":[0.0010030858,0.00062867074,0.97276396,0.0002386444,0.0185719,0.00013216419,0.002272935,0.0001797135,0.0028957443,0.00011422707,0.00040070142,0.00079828314],"about_ca_topic_score_codex":0.0029283667,"about_ca_topic_score_gemma":0.00027855963,"teacher_disagreement_score":0.008164618,"about_ca_system_score_codex":0.00008997927,"about_ca_system_score_gemma":0.00034569387,"threshold_uncertainty_score":0.99970716},"labels":[],"label_agreement":null}]}