{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":65,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":65,"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":"4adf40d9a35d","filters":{"venue":"Hernia"}},"results":[{"id":"W1995821553","doi":"10.1007/s10029-010-0705-9","title":"Does mesh offer an advantage over tissue in the open repair of umbilical hernias? A systematic review and meta-analysis","year":2010,"lang":"en","type":"review","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":130,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Paul's Hospital; Providence Health Care; University of British Columbia","funders":"","keywords":"Medicine; Observational study; Meta-analysis; Odds ratio; Umbilical hernia; Randomized controlled trial; Surgery; Confidence interval; Surgical mesh; Abdominal surgery; Hernia; Internal medicine","authors":[{"name":"Nava Aslani","is_ca":true},{"name":"Carl J. Brown","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08299318016219663,"gpt":0.4275195416268564,"spread":0.3445263614646598,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01152535,0.002067346,0.01764465,0.003797506,0.0005455433,0.003046401,0.001990923,0.002702246,0.00307205],"category_scores_gemma":[0.03082528,0.001249974,0.02316298,0.004754897,0.001062329,0.002353297,0.001429307,0.002343393,0.0002445618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001605349,"about_ca_system_score_gemma":0.001941224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003736536,"about_ca_topic_score_gemma":0.009312893,"domain_scores_codex":[0.9930065,0.003285658,0.002035567,0.00075603,0.0007232481,0.0001929248],"domain_scores_gemma":[0.9729424,0.02172441,0.003583057,0.0005272937,0.00095955,0.000263341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.01024339,0.000069995,0.00573565,0.313199,0.6389751,0.0002056573,0.0001492469,0.0002847846,0.0004168408,0.0001304198,0.000463329,0.03012651],"study_design_scores_gemma":[0.001232719,0.000557151,0.003762115,0.01439148,0.9782999,0.0001251143,0.00009653359,0.00009112618,0.000124782,0.0001894405,0.001102346,0.00002732381],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005037567,0.9942952,0.0001856709,0.0001179126,0.00014328,0.00004703288,0.00007470007,0.000004931926,0.00009371543],"genre_scores_gemma":[0.1313045,0.8663234,0.0009521294,0.0006268477,0.0003530239,0.000129743,0.0001544114,0.00001162627,0.0001445],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01764465,"threshold_uncertainty_score":0.0609526,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2023276687","doi":"10.1007/s10029-006-0066-6","title":"Laparoscopic incisional hernia repair: a review of the literature","year":2006,"lang":"en","type":"review","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Incisional hernia; Surgery; Abdominal surgery; Complication; Perioperative; General surgery; Laparoscopy; Hernia; Laparoscopic surgery; Randomized controlled trial; Grading (engineering); MEDLINE","authors":[{"name":"Luke Rudmik","is_ca":true},{"name":"Colin Schieman","is_ca":true},{"name":"Elijah Dixon","is_ca":true},{"name":"Estifanos Debru","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02571058990372767,"gpt":0.3420728595323287,"spread":0.316362269628601,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006242463,0.001082883,0.002552919,0.00688132,0.0003473266,0.001122675,0.001316999,0.0008313757,0.004085603],"category_scores_gemma":[0.001267133,0.0004125161,0.0007974337,0.008134356,0.0005179834,0.001973828,0.000738475,0.0007943091,0.0009165914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004883633,"about_ca_system_score_gemma":0.001345996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00162134,"about_ca_topic_score_gemma":0.004678926,"domain_scores_codex":[0.9996328,0.00004752252,0.0001357812,0.0000591089,0.0001034939,0.00002133946],"domain_scores_gemma":[0.998943,0.0004860273,0.0003294373,0.00001721208,0.0001489767,0.00007541423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001994361,0.0001081547,0.002117349,0.1301364,0.0004949785,0.002457789,0.000221401,0.0002895807,0.001403257,0.0005180685,0.0300194,0.8320342],"study_design_scores_gemma":[0.0001616677,0.0004997934,0.02309223,0.09047761,0.004786466,0.03971053,0.001383595,0.0002880869,0.0008341636,0.001399779,0.8372158,0.0001503349],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003624374,0.9990484,0.00005041325,0.00009668685,0.00008902768,0.000005854164,0.00004271982,0.00000511428,0.0002993215],"genre_scores_gemma":[0.00105012,0.9984472,0.000162648,0.00008855069,0.0001136698,0.00000436357,0.0000346618,6.837259e-7,0.00009804098],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00688132,"threshold_uncertainty_score":0.0136677,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2001543143","doi":"10.1007/s10029-007-0267-7","title":"Analysis of post-surgical pain after inguinal hernia repair: a prospective study of 1,440 operations","year":2007,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Neuropathic pain; Nociception; Inguinal hernia; McGill Pain Questionnaire; Chronic pain; Anesthesia; Referred pain; Hernia; Physical therapy; Surgery; Internal medicine; Visual analogue scale","authors":[{"name":"Simonetta Massaron","is_ca":false},{"name":"Stefano Bona","is_ca":false},{"name":"Uberto Fumagalli","is_ca":false},{"name":"Francesco Battafarano","is_ca":false},{"name":"Ugo Elmore","is_ca":false},{"name":"Riccardo Rosati","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009650284392257525,"gpt":0.29670739925309,"spread":0.2870571148608325,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009141702,0.0005225081,0.0006998319,0.00116603,0.0009638357,0.0008268511,0.0006897043,0.001022891,0.001655268],"category_scores_gemma":[0.002376704,0.0008185955,0.0008212681,0.001843934,0.0006774598,0.001124842,0.0008109084,0.001076013,0.0004189275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003921107,"about_ca_system_score_gemma":0.0005802806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007488554,"about_ca_topic_score_gemma":0.009701713,"domain_scores_codex":[0.9990268,0.000294197,0.0001181328,0.0002002048,0.0001623378,0.0001983908],"domain_scores_gemma":[0.997045,0.0006295342,0.001156127,0.000227232,0.0002886443,0.0006535659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001444654,0.00009817463,0.9990516,0.000005782107,0.00003656771,0.00007698126,0.0001101989,0.00001207699,0.0001335928,0.000005943017,0.0000272901,0.0002973364],"study_design_scores_gemma":[0.00000595296,0.0002618,0.9990716,0.000002300549,0.00001926474,0.0001901871,0.0003503893,0.00002907042,0.0000198992,0.000004474633,0.00004122726,0.000003853709],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995171,0.000112797,0.00004051104,0.00001440656,0.000002974139,0.000006784112,0.0001835333,0.000001235043,0.0001206771],"genre_scores_gemma":[0.9990821,0.0001523845,0.00006952335,0.00003842214,0.00001208958,0.00001204277,0.0004751365,0.000003149006,0.0001550839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007488554,"threshold_uncertainty_score":0.0148899,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2062636419","doi":"10.1007/s10029-009-0535-9","title":"Umbilical hernia repair in the presence of cirrhosis and ascites: results of a survey and review of the literature","year":2009,"lang":"en","type":"review","venue":"Hernia","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":100,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary; University of Manitoba; Health Sciences Centre","funders":"","keywords":"Medicine; Umbilical hernia; Cirrhosis; Ascites; Hernia repair; Asymptomatic; Hernia; Surgery; Abdominal surgery; General surgery; Spontaneous bacterial peritonitis; Disease; Intensive care medicine; Internal medicine","authors":[{"name":"Andrew McKay","is_ca":true},{"name":"Elijah Dixon","is_ca":true},{"name":"Oliver F. Bathe","is_ca":true},{"name":"Francis Sutherland","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04254904828546067,"gpt":0.3319072693409481,"spread":0.2893582210554874,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007773475,0.0006414898,0.001846225,0.004997857,0.0002472555,0.0009782601,0.000962235,0.0007006761,0.001805499],"category_scores_gemma":[0.001936579,0.0002853726,0.0009301543,0.006650503,0.0005088433,0.001376194,0.0005072066,0.0004710522,0.0003676432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003395578,"about_ca_system_score_gemma":0.001268498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00152097,"about_ca_topic_score_gemma":0.003228437,"domain_scores_codex":[0.9995066,0.00007167826,0.0002058156,0.00007427467,0.0001141287,0.0000274749],"domain_scores_gemma":[0.9984174,0.0008871874,0.0004529543,0.00002513406,0.0001595442,0.0000578456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005509476,0.0001690207,0.02418713,0.1482179,0.001544103,0.01108227,0.0006117068,0.0003315723,0.002978992,0.0004167022,0.01069843,0.7992112],"study_design_scores_gemma":[0.0002720408,0.001187942,0.2115895,0.1129448,0.02036286,0.2192269,0.004742776,0.0005535177,0.003456725,0.001308557,0.4240838,0.000270514],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002836224,0.9966595,0.0000400866,0.00008688765,0.00003358099,0.00000494009,0.0000570647,0.000002493377,0.0002791676],"genre_scores_gemma":[0.007808551,0.991768,0.000149649,0.00009107901,0.00006302004,0.000003939158,0.00005665497,7.371697e-7,0.0000583739],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004997857,"threshold_uncertainty_score":0.006039917,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2001217911","doi":"10.1007/s10029-011-0796-y","title":"Is surgical repair of an asymptomatic groin hernia appropriate? A review","year":2011,"lang":"en","type":"review","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Groin; Hernia repair; Asymptomatic; Surgery; Watchful waiting; Hernia; Femoral hernia; Inguinal hernia; General surgery; Internal medicine","authors":[{"name":"Baukje van den Heuvel","is_ca":false},{"name":"Boudewijn J. Dwars","is_ca":false},{"name":"Dennis Klassen","is_ca":true},{"name":"H. J. Bonjer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07191583888720456,"gpt":0.365673478269147,"spread":0.2937576393819425,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005824507,0.0007956405,0.001893993,0.004257202,0.0003358989,0.001107475,0.0009456587,0.001066597,0.002799297],"category_scores_gemma":[0.002112559,0.0004014288,0.0007049409,0.003673778,0.0006409862,0.002066677,0.0006471077,0.001159574,0.0007394771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004863268,"about_ca_system_score_gemma":0.001278203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00136113,"about_ca_topic_score_gemma":0.00338773,"domain_scores_codex":[0.9996984,0.0000380769,0.00009838108,0.00006250811,0.00008460404,0.00001802504],"domain_scores_gemma":[0.9986514,0.0007622459,0.000316528,0.0000193122,0.0001769327,0.00007359296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001113063,0.00007027765,0.002108168,0.06995676,0.0003497327,0.001805432,0.0001462883,0.0002564298,0.0009813951,0.0009089289,0.03499549,0.8883098],"study_design_scores_gemma":[0.00008161483,0.0003124582,0.01233707,0.07919477,0.002500865,0.02912098,0.0009592805,0.0002465177,0.0006249524,0.001826772,0.8726751,0.0001195609],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001673068,0.9991624,0.00004967768,0.0001557421,0.0001324978,0.000002692127,0.00001633528,0.000002874212,0.000310352],"genre_scores_gemma":[0.0008195395,0.9986128,0.0001069991,0.0001458864,0.0002097607,0.000002474038,0.00001895174,7.157516e-7,0.00008295306],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004257202,"threshold_uncertainty_score":0.009364605,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2033417090","doi":"10.1007/s10029-014-1287-8","title":"A survey of general surgeons regarding laparoscopic inguinal hernia repair: practice patterns, barriers, and educational needs","year":2014,"lang":"en","type":"article","venue":"Hernia","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; McGill University Health Centre","funders":"European Hernia Society; Mitacs","keywords":"Medicine; Inguinal hernia; General surgery; Demographics; Inguinal hernia surgery; Abdominal surgery; Laparoscopy; Hernia; Surgery","authors":[{"name":"Michael Trevisonno","is_ca":true},{"name":"Pepa Kaneva","is_ca":true},{"name":"Yusuke Watanabe","is_ca":true},{"name":"Gerald M. Fried","is_ca":true},{"name":"Liane S. Feldman","is_ca":true},{"name":"E. V. Lebedeva","is_ca":true},{"name":"Melina C. Vassiliou","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02726807665333668,"gpt":0.3183300617698177,"spread":0.291061985116481,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00108876,0.0001573192,0.0002686204,0.0007781219,0.0006493645,0.0005343286,0.0003278089,0.0007968446,0.001763846],"category_scores_gemma":[0.004962855,0.0003140916,0.0003088426,0.001672931,0.0003555539,0.0008871141,0.0008311574,0.0005092344,0.0002729237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000651934,"about_ca_system_score_gemma":0.00133742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01572167,"about_ca_topic_score_gemma":0.02336209,"domain_scores_codex":[0.9991579,0.0002167159,0.0001656664,0.00008479434,0.0001965368,0.0001784217],"domain_scores_gemma":[0.9951563,0.001142222,0.001893924,0.0001102532,0.0006708965,0.001026497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002863425,0.00006853695,0.9957491,0.0000406419,0.00001353624,0.0001007339,0.001690027,0.00003210945,0.0001864243,0.00001826522,0.0002165081,0.00185541],"study_design_scores_gemma":[0.000003457471,0.00008167297,0.9922975,0.00003059534,0.000005662603,0.0002590342,0.006799963,0.00008950128,0.00002391286,0.00001362772,0.0003899282,0.000005181678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987716,0.000146924,0.00002821754,0.0002757102,0.000003628683,0.00001199474,0.0002016467,0.000002177886,0.0005581045],"genre_scores_gemma":[0.9990793,0.0002994945,0.0001069392,0.0001975701,0.000005958743,0.00001711079,0.0001377808,0.000001921946,0.0001538519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01572167,"threshold_uncertainty_score":0.03126031,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1982918412","doi":"10.1007/s10029-013-1124-5","title":"An in vitro study assessing the effect of mesh morphology and suture fixation on bacterial adherence","year":2013,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Ottawa Mental Health Centre","funders":"","keywords":"Prolene; Fibrous joint; Staphylococcus epidermidis; Surgical mesh; Medicine; Fixation (population genetics); Surgery; Biomedical engineering; Hernia; Staphylococcus aureus; Bacteria; Biology","authors":[{"name":"David Sanders","is_ca":true},{"name":"Jaynnie Lambie","is_ca":false},{"name":"Peter Bond","is_ca":false},{"name":"R. Moate","is_ca":false},{"name":"Jane A. Steer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01217861427196492,"gpt":0.308062138381837,"spread":0.2958835241098721,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00138183,0.0008132096,0.0009923304,0.0003802904,0.0005221395,0.0007851966,0.0005054768,0.000849221,0.002761943],"category_scores_gemma":[0.002003645,0.0006155446,0.001085981,0.0005313858,0.0005612142,0.0006927903,0.0005187322,0.0008371326,0.0004690751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002660689,"about_ca_system_score_gemma":0.000404629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00138032,"about_ca_topic_score_gemma":0.002220938,"domain_scores_codex":[0.9980243,0.0009311906,0.0002885993,0.0002337025,0.0002832838,0.0002389206],"domain_scores_gemma":[0.995437,0.002882802,0.0004768648,0.0004752946,0.0005681242,0.0001598686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004304211,0.003454699,0.004461087,0.00057699,0.0001095846,0.0002073054,0.0005197366,0.0002564126,0.97997,0.00008620478,0.0001170597,0.005936805],"study_design_scores_gemma":[0.0003223035,0.07523168,0.04139462,0.0001002435,0.000482651,0.0004795096,0.0009561522,0.001202841,0.8777181,0.0001193926,0.001920392,0.00007214679],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966298,0.001276762,0.0007496162,0.00005617275,0.00009322445,0.0001140268,0.0001883572,0.000006359062,0.0008856387],"genre_scores_gemma":[0.9921296,0.001590368,0.003505672,0.0001491651,0.0001120443,0.000130851,0.0003723405,0.00001444013,0.001995531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002761943,"threshold_uncertainty_score":0.009239554,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2061642468","doi":"10.1007/s10029-004-0270-1","title":"A review of incisional hernia repairs: preoperative weight loss and selective use of the mesh repair","year":2004,"lang":"en","type":"review","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"Medicine; Incisional hernia; Surgery; Weight loss; Abdominal surgery; Hernia; Hernia repair; Prospective cohort study; Surgical mesh; Reduction (mathematics); Obesity; General surgery; Internal medicine","authors":[{"name":"Gabriel Chan","is_ca":true},{"name":"C. K. Chan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04010410405403327,"gpt":0.3302612473151573,"spread":0.2901571432611241,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006184328,0.001003169,0.002611448,0.005252933,0.0002676588,0.0009970883,0.001241545,0.0008510996,0.003139388],"category_scores_gemma":[0.001496083,0.000415759,0.000853079,0.00672937,0.0004833901,0.001515591,0.0005775372,0.0009744189,0.0008151003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004112929,"about_ca_system_score_gemma":0.001164462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001926786,"about_ca_topic_score_gemma":0.004150416,"domain_scores_codex":[0.9996151,0.00004880518,0.0001392319,0.00007238959,0.0001080672,0.00001644302],"domain_scores_gemma":[0.9988829,0.0005943371,0.0002704092,0.00001850825,0.000181721,0.00005206418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001369677,0.00007856675,0.000985019,0.1028746,0.0004719624,0.0005512616,0.0001022123,0.0002896666,0.001227321,0.0005492041,0.01981618,0.8729171],"study_design_scores_gemma":[0.000119959,0.0004965045,0.01379817,0.07752498,0.004069239,0.0139529,0.000486385,0.0002562393,0.00093594,0.001225089,0.8870026,0.0001318968],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000162268,0.9993667,0.00005099039,0.0000697655,0.00008593874,0.000003452537,0.00002622954,0.000003155899,0.0002314761],"genre_scores_gemma":[0.0005094889,0.9990766,0.0001299133,0.00007836473,0.0000881491,0.000002784199,0.00002712115,6.440146e-7,0.00008697005],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005252933,"threshold_uncertainty_score":0.01050228,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2077939104","doi":"10.1007/s10029-015-1358-5","title":"Current practices of laparoscopic inguinal hernia repair: a population-based analysis","year":2015,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; McGill University Health Centre","funders":"Mitacs","keywords":"Medicine; Inguinal hernia; General surgery; Hernia; Laparoscopy; Surgery; Abdominal surgery; Population","authors":[{"name":"Michael Trevisonno","is_ca":true},{"name":"Pepa Kaneva","is_ca":true},{"name":"Yusuke Watanabe","is_ca":true},{"name":"Gerald M. Fried","is_ca":true},{"name":"Liane S. Feldman","is_ca":true},{"name":"Amin Andalib","is_ca":true},{"name":"Melina C. Vassiliou","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06048834860796374,"gpt":0.3767024636352172,"spread":0.3162141150272534,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000941611,0.0002338964,0.0005323954,0.002173281,0.0005580104,0.001044663,0.0006692893,0.0007477233,0.002183217],"category_scores_gemma":[0.004141198,0.0004645867,0.001129347,0.004069109,0.000430554,0.001361165,0.001037449,0.0006630746,0.0003720146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007755144,"about_ca_system_score_gemma":0.0006965217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009636983,"about_ca_topic_score_gemma":0.01325442,"domain_scores_codex":[0.9984817,0.0003747362,0.0003368394,0.0003395956,0.0002834301,0.0001837727],"domain_scores_gemma":[0.993959,0.0010197,0.003406469,0.000280223,0.0007323574,0.0006023277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003366032,0.00002113879,0.9987606,0.00001593053,0.00007197823,0.00003337318,0.0001283039,0.00002968247,0.0000527035,0.00001496756,0.00009610895,0.0007415694],"study_design_scores_gemma":[0.000002524505,0.00004476948,0.9986884,0.00001093012,0.00002731475,0.0002430969,0.0007024964,0.0001049273,0.00001329103,0.00001499482,0.0001423951,0.000004812933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966683,0.0007788022,0.0001381865,0.0001213507,0.00000529203,0.00001345478,0.001582857,0.000007313643,0.0006844749],"genre_scores_gemma":[0.9981619,0.0004156864,0.0001184865,0.00005547236,0.00001040872,0.00001673012,0.001090792,0.000004820849,0.0001257727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009636983,"threshold_uncertainty_score":0.01916182,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2048463956","doi":"10.1007/s10029-006-0105-3","title":"Postoperative pain and quality of life after laparoscopic and open inguinal hernia repair: results of a prospective randomized trial","year":2006,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Quality of life (healthcare); Inguinal hernia; Randomized controlled trial; Postoperative pain; Abdominal surgery; Surgery; Visual analogue scale; McGill Pain Questionnaire; Prospective cohort study; Hernia; Anesthesia; Inguinal hernia surgery; Laparoscopy","authors":[{"name":"H. Pokorny","is_ca":false},{"name":"Antón Klingler","is_ca":false},{"name":"M. Scheyer","is_ca":false},{"name":"R. Függer","is_ca":false},{"name":"G. Bischof","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02086076323889367,"gpt":0.3119507668857832,"spread":0.2910900036468895,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007015678,0.002308337,0.006319175,0.000624312,0.00102204,0.001898529,0.002266386,0.004289362,0.006115412],"category_scores_gemma":[0.01142346,0.001981355,0.005040981,0.0011595,0.003228472,0.002949419,0.001171554,0.005392337,0.0007102743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001123852,"about_ca_system_score_gemma":0.001627703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001901072,"about_ca_topic_score_gemma":0.001549622,"domain_scores_codex":[0.9933853,0.004135865,0.0005518966,0.001108789,0.0003507945,0.0004674985],"domain_scores_gemma":[0.9855427,0.007998086,0.002967724,0.001195745,0.0005108372,0.001784949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9904255,0.002344436,0.002938179,0.0003408845,0.002109433,0.00002035482,0.00004337788,0.00009573001,0.000191824,0.00003553552,0.00008985123,0.001364884],"study_design_scores_gemma":[0.9393468,0.04732528,0.008668188,0.00005645927,0.003663438,0.00003807154,0.00007981838,0.0003328909,0.0001752123,0.0001466498,0.0001339971,0.00003316117],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932349,0.003758591,0.0003938733,0.0003424415,0.0003433776,0.0008664664,0.0005647789,0.00002544567,0.0004700758],"genre_scores_gemma":[0.9935073,0.00155438,0.0008228522,0.0005624187,0.0004564122,0.001371073,0.001006097,0.0000142994,0.0007051876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007015678,"threshold_uncertainty_score":0.03710288,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3004136553","doi":"10.1007/s10029-019-02119-z","title":"In-vivo evaluation of a reinforced ovine biologic: a comparative study to available hernia mesh repair materials","year":2020,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":43,"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":"","keywords":"Medicine; Extracellular matrix; Decellularization; In vivo; Scaffold; Abdominal wall; Host response; Inflammatory response; Inflammation; Pathology; Surgery; Biomedical engineering; Immunology; Cell biology; Immune system; Biology","authors":[{"name":"N. Overbeck","is_ca":false},{"name":"G. M. Nagvajara","is_ca":false},{"name":"Stephen J. Ferzoco","is_ca":false},{"name":"Barnaby C. H. May","is_ca":false},{"name":"Amy Beierschmitt","is_ca":false},{"name":"Sihua Qi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1108708958334801,"gpt":0.3601436790045792,"spread":0.249272783171099,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006758306,0.0006215397,0.0002735099,0.0004386546,0.000133388,0.0002660537,0.0002640193,0.0004674695,0.00113487],"category_scores_gemma":[0.0006250603,0.00013241,0.0002580379,0.0001858683,0.0003754905,0.0004318157,0.0001400592,0.0003458691,0.0002060569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001475003,"about_ca_system_score_gemma":0.0001252053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002030479,"about_ca_topic_score_gemma":0.000443434,"domain_scores_codex":[0.9996771,0.00009593886,0.00002786817,0.00006000106,0.0001037533,0.00003538173],"domain_scores_gemma":[0.999057,0.0002689988,0.0003073953,0.0001096376,0.0001524641,0.0001045207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001358691,0.0006793445,0.001282055,0.0002078731,0.00002129952,0.0001525922,0.00005345163,0.0001810335,0.9912537,0.00003339069,0.00002094522,0.004755687],"study_design_scores_gemma":[0.0001118717,0.04737608,0.01978532,0.00005616721,0.000181874,0.001312365,0.0002241734,0.0009807349,0.9266557,0.00003770877,0.003256909,0.00002112535],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965485,0.001677584,0.001244037,0.00001741441,0.00002294648,0.00004141411,0.00005989017,0.00001140226,0.0003767776],"genre_scores_gemma":[0.9921769,0.001443088,0.005099815,0.0000360941,0.00003023522,0.00008322671,0.0002522777,0.00001304945,0.0008652414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00113487,"threshold_uncertainty_score":0.003796518,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2948616223","doi":"10.1007/s10029-019-01983-z","title":"State of the art: open mesh-based inguinal hernia repair","year":2019,"lang":"en","type":"review","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Medicine; Hernia repair; Inguinal hernia; Groin; Surgery; Hernia; Quality of life (healthcare); General surgery; Abdominal surgery; Nursing","authors":[{"name":"David C Chen","is_ca":false},{"name":"John E. Morrison","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08003934611818751,"gpt":0.3747338435069328,"spread":0.2946944973887453,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007764909,0.000904454,0.002237101,0.004577982,0.0003180253,0.001920806,0.001109064,0.001304626,0.008469027],"category_scores_gemma":[0.002380503,0.0002936667,0.0009125355,0.004746035,0.0006914209,0.002035857,0.0009796401,0.001646129,0.00160769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000647227,"about_ca_system_score_gemma":0.00162614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001714051,"about_ca_topic_score_gemma":0.004163897,"domain_scores_codex":[0.9996106,0.00007093296,0.00009864131,0.00007280002,0.0001179523,0.00002900815],"domain_scores_gemma":[0.9984136,0.0009753023,0.0002994719,0.00002612148,0.000199152,0.00008638141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008670804,0.00004341714,0.0003117293,0.08040155,0.0001853162,0.0001429301,0.00005904995,0.0002423226,0.0005395104,0.001537944,0.02841891,0.8880306],"study_design_scores_gemma":[0.0000462036,0.0001703748,0.002479096,0.06951661,0.001131916,0.002765762,0.0002507794,0.0001619439,0.0002341709,0.002396992,0.9207914,0.0000546974],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003806537,0.9993223,0.00003359552,0.0001498107,0.0001734348,0.000002009027,0.00001429593,0.000002452308,0.0002640354],"genre_scores_gemma":[0.0003263489,0.998933,0.00008511372,0.000198035,0.000300381,0.000002242351,0.00001684529,7.803124e-7,0.0001371763],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008469027,"threshold_uncertainty_score":0.0283317,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2901284594","doi":"10.1007/s10029-018-1853-6","title":"Incidence of incisional hernias following single-incision versus traditional laparoscopic surgery: a meta-analysis","year":2018,"lang":"en","type":"review","venue":"Hernia","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"Faculty of Health Sciences, Queen's University","keywords":"Medicine; Incisional hernia; Meta-analysis; Odds ratio; Surgery; Abdominal surgery; Randomized controlled trial; Laparoscopic surgery; Subgroup analysis; Laparoscopy; Hernia; Incidence (geometry); Internal medicine","authors":[{"name":"Matthew Connell","is_ca":true},{"name":"Raj Selvam","is_ca":true},{"name":"Sunil V. Patel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4782752243446942,"gpt":0.4269737408901659,"spread":0.05130148345452823,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001617559,0.001144807,0.00465711,0.001568862,0.000299413,0.001362312,0.00115019,0.001158101,0.002729805],"category_scores_gemma":[0.004910203,0.0007298256,0.01479973,0.003341204,0.0003100673,0.001114653,0.0007156575,0.001534965,0.0002254288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003873989,"about_ca_system_score_gemma":0.0005536838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003390228,"about_ca_topic_score_gemma":0.006702879,"domain_scores_codex":[0.9986942,0.0002998608,0.0003780945,0.0003925208,0.0001438632,0.00009143579],"domain_scores_gemma":[0.9973738,0.001641119,0.0005780153,0.0001382175,0.0001907851,0.00007793687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.009409009,0.00008808766,0.148736,0.1130615,0.6936629,0.0005654485,0.0002243497,0.0005753006,0.0008679086,0.0002382571,0.002004677,0.03056644],"study_design_scores_gemma":[0.0007128409,0.0004215513,0.1051769,0.004767154,0.8840746,0.0006051026,0.0002657569,0.0002530836,0.0001950024,0.0003840676,0.003081606,0.00006231124],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05981925,0.9379387,0.0003962809,0.0001541455,0.0001836176,0.00002807203,0.001123291,0.00001619644,0.0003404569],"genre_scores_gemma":[0.545783,0.4500903,0.0008773304,0.0006546161,0.0003700799,0.00007860264,0.001563741,0.0000289515,0.0005533641],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00465711,"threshold_uncertainty_score":0.009132087,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2175130974","doi":"10.1007/s10029-015-1436-8","title":"A mechanism of mesh-related post-herniorrhaphy neuralgia","year":2015,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Michael's Hospital; Public Health Ontario; University of Toronto; Thornhill Medical (Canada)","funders":"","keywords":"Medicine; Surgery; Hernia; Neurectomy; Neuralgia; Chronic pain; Hernia repair; Abdominal surgery; Neuropathic pain; Anesthesia; Pathology; Physical therapy","authors":[{"name":"Robert Bendavid","is_ca":true},{"name":"Wendy W. Lou","is_ca":true},{"name":"David Grischkan","is_ca":false},{"name":"A. Koch","is_ca":false},{"name":"Kevin Petersen","is_ca":false},{"name":"John E. Morrison","is_ca":true},{"name":"Vladimir V. Iakovlev","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02166527180754031,"gpt":0.2604657031898313,"spread":0.238800431382291,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003698164,0.0004956047,0.0004682606,0.001371153,0.001088329,0.001192617,0.001431343,0.002638958,0.009398418],"category_scores_gemma":[0.003300615,0.0002324819,0.0008283447,0.000828576,0.001289552,0.001797482,0.0007273045,0.001417868,0.0009677759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009711568,"about_ca_system_score_gemma":0.0008621053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005800679,"about_ca_topic_score_gemma":0.0005839112,"domain_scores_codex":[0.9996123,0.00007450196,0.00004139523,0.00007062764,0.0000771523,0.0001241958],"domain_scores_gemma":[0.9989406,0.0003316744,0.000337693,0.0001993905,0.00008923473,0.0001013383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"observational","study_design_scores_codex":[0.00116468,0.0006371914,0.09386214,0.00140717,0.000319121,0.7472282,0.0007943845,0.001101764,0.01598099,0.03613761,0.004589139,0.09677761],"study_design_scores_gemma":[0.000157243,0.0008646453,0.04572938,0.0002857505,0.000123344,0.933153,0.0004379445,0.001188666,0.004782912,0.005633362,0.007607867,0.00003590961],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8195495,0.05155363,0.02239121,0.009400608,0.002593679,0.0006269831,0.0005380431,0.0005323704,0.09281395],"genre_scores_gemma":[0.9878206,0.003934821,0.002362472,0.0007184172,0.0008147436,0.00008169614,0.00008182261,0.00001207194,0.004173349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009398418,"threshold_uncertainty_score":0.03144085,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3123190329","doi":"10.1007/s10029-020-02365-6","title":"Shouldice standard 2020: review of the current literature and results of an international consensus meeting","year":2021,"lang":"en","type":"review","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Medicine; Gold standard (test); Inguinal hernia; Consensus conference; Randomized controlled trial; MEDLINE; General surgery; Hernia; Surgery","authors":[{"name":"R. Lorenz","is_ca":false},{"name":"G. Arlt","is_ca":false},{"name":"J. Conze","is_ca":false},{"name":"René H. Fortelny","is_ca":false},{"name":"Jurij Gorjanc","is_ca":false},{"name":"A. Koch","is_ca":false},{"name":"John E. Morrison","is_ca":true},{"name":"V. Oprea","is_ca":false},{"name":"Giampiero Campanelli","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03950515758537297,"gpt":0.3878850496667104,"spread":0.3483798920813375,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01041354,0.001410236,0.004590775,0.01084066,0.0007358995,0.003011265,0.003887016,0.003231047,0.006447461],"category_scores_gemma":[0.01407113,0.0006861508,0.002952052,0.01045279,0.0009995673,0.003457225,0.002951134,0.002591356,0.002194203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003038777,"about_ca_system_score_gemma":0.01541286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005138317,"about_ca_topic_score_gemma":0.01306342,"domain_scores_codex":[0.9961038,0.0007565331,0.001410569,0.0002760255,0.001269873,0.0001832798],"domain_scores_gemma":[0.9907617,0.003085777,0.002104825,0.0001461633,0.003282197,0.0006193813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004124462,0.0001169255,0.000888676,0.2456477,0.0006154968,0.0002860106,0.0002494669,0.0002943517,0.0008165829,0.002340426,0.1173614,0.6309707],"study_design_scores_gemma":[0.0001929907,0.0002079057,0.004769399,0.3470722,0.003708718,0.0008862738,0.0004890433,0.0001811297,0.0004273833,0.002109752,0.6398562,0.00009903689],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000278335,0.9904421,0.0003753112,0.004796856,0.001944989,0.0001898779,0.0005140508,0.0000290175,0.001429462],"genre_scores_gemma":[0.001395763,0.992074,0.001561396,0.00310377,0.0005545853,0.0001520489,0.0006674632,0.000009857697,0.0004810534],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01084066,"threshold_uncertainty_score":0.05507272,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2038289333","doi":"10.1007/s10029-007-0277-5","title":"Long-term sequelae after 1,311 primary inguinal hernia repairs","year":2007,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Inguinal hernia; Chronic pain; Groin; McGill Pain Questionnaire; Hernia; Hernia repair; Abdominal surgery; Quality of life (healthcare); Surgery; General surgery; Physical therapy; Visual analogue scale","authors":[{"name":"Simonetta Massaron","is_ca":false},{"name":"Stefano Bona","is_ca":false},{"name":"Uberto Fumagalli","is_ca":false},{"name":"Pedro Valente","is_ca":false},{"name":"Riccardo Rosati","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01201627281364151,"gpt":0.2764643658629376,"spread":0.2644480930492961,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005623027,0.0003260395,0.0006623019,0.001317848,0.001746443,0.0006955793,0.0005103109,0.0006237936,0.002113202],"category_scores_gemma":[0.004136,0.0002476941,0.0008002067,0.001236803,0.0007648508,0.0005702983,0.001042772,0.0008631669,0.0004492028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009344225,"about_ca_system_score_gemma":0.0006955771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004371469,"about_ca_topic_score_gemma":0.01032815,"domain_scores_codex":[0.9992592,0.0001081632,0.0001055364,0.00006315436,0.0001616779,0.0003022988],"domain_scores_gemma":[0.9962887,0.0009129702,0.001173096,0.0002254121,0.0003712939,0.001028628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008546564,0.0002201056,0.9858342,0.00007262647,0.00009779066,0.003722159,0.0004103014,0.0001657628,0.0002756336,0.00005721306,0.0002418083,0.008047777],"study_design_scores_gemma":[0.00002337499,0.000956654,0.9922152,0.00002642713,0.00009571604,0.005018995,0.0007328775,0.00006735833,0.0002181973,0.00007193592,0.0005534295,0.0000198299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971545,0.001028177,0.00006690587,0.00005996083,0.00002837843,0.00001171554,0.0003433966,0.000006748277,0.001300258],"genre_scores_gemma":[0.9986445,0.0004030211,0.00003025008,0.0000330952,0.0000489893,0.000006922696,0.0004031547,0.000002275316,0.0004276551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004371469,"threshold_uncertainty_score":0.008692026,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3184862723","doi":"10.1007/s10029-021-02460-2","title":"Closing the gap: evidence-based surgical treatment of rectus diastasis associated with abdominal wall hernias","year":2021,"lang":"en","type":"review","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Seroma; Surgery; Diastasis; Abdominal wall; Abdominal surgery; Hematoma; Complication; Incisional hernia; Hernia; Dehiscence; Laparoscopy; Wound dehiscence; Postoperative hematoma; Aponeurosis","authors":[{"name":"Natasha Barone","is_ca":true},{"name":"Dino Zammit","is_ca":true},{"name":"Jeffrey E. Janis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2073746440554624,"gpt":0.3873923201857177,"spread":0.1800176761302553,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001367722,0.0008884629,0.003763009,0.002644124,0.0002441832,0.001713872,0.001404872,0.001694292,0.003920758],"category_scores_gemma":[0.004325405,0.000349172,0.002350381,0.002453854,0.0005642397,0.001281111,0.0007994534,0.001778862,0.0003885366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005867769,"about_ca_system_score_gemma":0.002035548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002342856,"about_ca_topic_score_gemma":0.005883104,"domain_scores_codex":[0.9992937,0.0001924121,0.0002132481,0.00008943678,0.0001689947,0.00004214533],"domain_scores_gemma":[0.9975989,0.001667436,0.0004479621,0.00002575082,0.0002005486,0.00005941513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004373064,0.00009897599,0.0005051269,0.4217697,0.002804369,0.0002102127,0.00008943296,0.0002801346,0.0005482007,0.001010555,0.01298563,0.5592603],"study_design_scores_gemma":[0.0008940753,0.0006850356,0.009750949,0.5529321,0.02814011,0.002776866,0.0005696926,0.0004100854,0.0005787865,0.003406197,0.3997185,0.000137688],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005214434,0.9997562,0.00001449401,0.00007135366,0.00005046023,0.000002482833,0.000007825632,8.367098e-7,0.00004418425],"genre_scores_gemma":[0.0007287875,0.9989429,0.0000732727,0.0001345411,0.00007792077,0.000002973891,0.00001369846,4.43531e-7,0.00002543414],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003920758,"threshold_uncertainty_score":0.01311624,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4205704549","doi":"10.1007/s10029-021-02553-y","title":"Are polypropylene mesh implants associated with systemic autoimmune inflammatory syndromes? A systematic review","year":2022,"lang":"en","type":"review","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Abdominal surgery; Surgery","authors":[{"name":"Claudia R. Kowalik","is_ca":false},{"name":"Sandra E. Zwolsman","is_ca":false},{"name":"Arjan Malekzadeh","is_ca":false},{"name":"Rudi M. H. Roumen","is_ca":false},{"name":"W A R Zwaans","is_ca":false},{"name":"J. W. P. R. Roovers","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04767297007470153,"gpt":0.3044827073429803,"spread":0.2568097372682788,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005267209,0.00122623,0.008914859,0.009518232,0.0004772057,0.002213207,0.001402124,0.001865174,0.004056514],"category_scores_gemma":[0.02177659,0.0009778542,0.007560804,0.01005808,0.0007741451,0.001855419,0.001100902,0.0008340191,0.0002323226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002136405,"about_ca_system_score_gemma":0.006049213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004753555,"about_ca_topic_score_gemma":0.01084373,"domain_scores_codex":[0.9947205,0.001473437,0.002235064,0.0004589843,0.000951199,0.0001607756],"domain_scores_gemma":[0.9792428,0.01346504,0.005290425,0.0002622569,0.001516712,0.0002228039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002823923,0.00001502984,0.001667513,0.9580011,0.01533308,0.0001157798,0.0001034536,0.00006128481,0.0001030504,0.00009688924,0.0008350328,0.02338534],"study_design_scores_gemma":[0.0004479048,0.0003832383,0.01103829,0.7916449,0.1799417,0.001065568,0.0002970049,0.000131157,0.0001875055,0.0002903234,0.01451986,0.00005246032],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001278596,0.9979979,0.00006245804,0.0001406093,0.00005934329,0.0001128531,0.0002163999,0.000003965369,0.0001277552],"genre_scores_gemma":[0.01820593,0.9805542,0.0002678405,0.0003337613,0.0001019804,0.0002585629,0.0001940105,0.000003233047,0.00008046395],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009518232,"threshold_uncertainty_score":0.02785599,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1995876574","doi":"10.1007/s10029-003-0201-6","title":"Giant mature cyst formation following mesh repair of hernias: An underreported complication?","year":2004,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Complication; Surgery; Hernia; Cyst; Surgical mesh; Abdominal surgery; Hernia repair; General surgery","authors":[{"name":"W G Sheridan","is_ca":false},{"name":"Samuel Ogunbiyi","is_ca":true},{"name":"G. Morris-Stiff","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02451406863869496,"gpt":0.2984458919954033,"spread":0.2739318233567083,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001280442,0.000295895,0.0005257108,0.001198935,0.0005348157,0.001250792,0.0005431738,0.00166779,0.001440767],"category_scores_gemma":[0.01613437,0.0002002356,0.0003177271,0.0009295112,0.001156108,0.001914867,0.0005982846,0.0006002628,0.0005330479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002497252,"about_ca_system_score_gemma":0.0004256504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004227035,"about_ca_topic_score_gemma":0.0004991711,"domain_scores_codex":[0.9990523,0.0002472414,0.0001935589,0.00009721907,0.0002691736,0.0001404969],"domain_scores_gemma":[0.990108,0.003688232,0.003594373,0.0009701331,0.0008280399,0.0008111396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0003838118,0.00010351,0.824841,0.0002484602,0.00003760102,0.1350345,0.0008687206,0.0001105186,0.001609719,0.0003793348,0.0008990179,0.03548371],"study_design_scores_gemma":[0.00002049624,0.0006257758,0.2755747,0.0001870267,0.00008437546,0.7157153,0.00247035,0.0005705741,0.001775125,0.0006701798,0.002271189,0.00003497507],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895662,0.005804369,0.001298076,0.0009677996,0.0002090927,0.00002208505,0.0001117122,0.00005196501,0.00196875],"genre_scores_gemma":[0.9969599,0.001618924,0.0005636566,0.0002369716,0.0003258152,0.000005205181,0.00007746151,0.00000910405,0.0002031007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00166779,"threshold_uncertainty_score":0.006771684,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2031730868","doi":"10.1007/bf02353760","title":"Internal herniation through a defect in the falciform ligament: a case report and review of the world literature","year":2000,"lang":"en","type":"article","venue":"Hernia","topic":"Intestinal and Peritoneal Adhesions","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Winnipeg","funders":"","keywords":"Falciform ligament; Medicine; Internal hernia; Bowel obstruction; Etiology; Surgery; Hernia; Abdomen; Fibrous joint; Abdominal surgery; Acute abdomen; Radiology; General surgery; Internal medicine","authors":[{"name":"Sam M. Wiseman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0173543747057611,"gpt":0.3085848382196134,"spread":0.2912304635138523,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005966832,0.003010856,0.002741519,0.006679595,0.002019754,0.002377609,0.003362128,0.007708326,0.004603564],"category_scores_gemma":[0.002980633,0.001384357,0.001613245,0.005095627,0.00320287,0.005037325,0.001535699,0.002270075,0.002609235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00105932,"about_ca_system_score_gemma":0.0007626059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001231699,"about_ca_topic_score_gemma":0.001775762,"domain_scores_codex":[0.9990421,0.0001109252,0.0002134692,0.0002115345,0.0001426717,0.0002792926],"domain_scores_gemma":[0.9973265,0.001065298,0.0007388912,0.0002159431,0.0001375069,0.0005157884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.00003581673,0.00006311418,0.004389708,0.0002952467,0.00003799463,0.987961,0.0001171401,0.00008376242,0.0004842349,0.0001214184,0.0009477687,0.005462835],"study_design_scores_gemma":[0.00001210529,0.00005572918,0.003964671,0.0000751011,0.0000462377,0.9934424,0.0002366945,0.00009723801,0.0002145013,0.0001576257,0.001672088,0.0000255842],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6182019,0.3318891,0.009648419,0.00609775,0.003799637,0.0003461165,0.0008019688,0.0007716398,0.02844346],"genre_scores_gemma":[0.8814117,0.0955802,0.00497049,0.003110402,0.009155241,0.00008994063,0.0004509422,0.00007966307,0.005151373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007708326,"threshold_uncertainty_score":0.01540047,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2893754190","doi":"10.1007/s10029-018-1822-0","title":"Reoperation for inguinal hernia recurrence in Ontario: a population-based study","year":2018,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre; St. Michael's Hospital","funders":"","keywords":"Medicine; Surgery; Inguinal hernia; Abdominal surgery; Laparoscopy; Retrospective cohort study; Hernia; General surgery; Population","authors":[{"name":"Joshua Ramjist","is_ca":true},{"name":"Fahima Dossa","is_ca":true},{"name":"Thérèse A. Stukel","is_ca":true},{"name":"David R. Urbach","is_ca":true},{"name":"Longdi Fu","is_ca":true},{"name":"Nancy N. Baxter","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03578051593937806,"gpt":0.3237529547877642,"spread":0.2879724388483861,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003682832,0.0003865532,0.0006234132,0.001319346,0.002202675,0.001258834,0.001087503,0.0007668863,0.002804916],"category_scores_gemma":[0.002068591,0.0007135145,0.0009241165,0.004227753,0.0007968977,0.0008764514,0.0009768956,0.0007611836,0.0002806596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008052434,"about_ca_system_score_gemma":0.008422243,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8947404,"about_ca_topic_score_gemma":0.9377526,"domain_scores_codex":[0.9993016,0.00006361403,0.00007165002,0.0001286294,0.0001928303,0.0002416784],"domain_scores_gemma":[0.9979918,0.0001588273,0.0007824646,0.0001017539,0.0004902386,0.0004749302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000451779,0.00003584608,0.9985328,0.00001538542,0.00004052831,0.0001216253,0.0004800857,0.00001331337,0.00008673895,0.00001508578,0.0001483741,0.0004651269],"study_design_scores_gemma":[0.00000645664,0.0000223068,0.9985638,0.000009302999,0.00002455892,0.00008321593,0.001109025,0.00004049912,0.000007005403,0.000007885977,0.0001205117,0.000005509453],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977899,0.0002580314,0.00003973387,0.0001311777,0.000004972394,0.00002299655,0.0008843523,0.000003269352,0.000865608],"genre_scores_gemma":[0.9988467,0.0002718717,0.00004400378,0.00006232526,0.000008366907,0.0000132223,0.0004280983,0.000002879317,0.0003226075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1052596,"threshold_uncertainty_score":0.2117589,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2320453210","doi":"10.1007/s10029-016-1487-5","title":"A scoping review of perineural steroids for the treatment of chronic postoperative inguinal pain","year":2016,"lang":"en","type":"review","venue":"Hernia","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute for Work & Health; University Health Network; Toronto Western Hospital; University of Toronto","funders":"","keywords":"Medicine; Abdominal surgery; Chronic pain; Inguinal hernia; Surgery; General surgery; Physical therapy; Hernia","authors":[{"name":"James S. Khan","is_ca":true},{"name":"Ajit Rai","is_ca":false},{"name":"Rajinikanth Sundara Rajan","is_ca":false},{"name":"Timothy Jackson","is_ca":true},{"name":"Anuj Bhatia","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07046603608410329,"gpt":0.3897045034598779,"spread":0.3192384673757746,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001859465,0.001284065,0.00469806,0.008360114,0.0006492235,0.002310649,0.001782492,0.002052159,0.005477721],"category_scores_gemma":[0.007363466,0.0006074549,0.002887094,0.008784667,0.0008417175,0.001825926,0.001276228,0.001578057,0.0006028644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001223546,"about_ca_system_score_gemma":0.004161576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005951194,"about_ca_topic_score_gemma":0.01223504,"domain_scores_codex":[0.9984574,0.0003169697,0.0006300985,0.0001550697,0.0003705479,0.0000698752],"domain_scores_gemma":[0.9957104,0.00305238,0.0007507537,0.0000548464,0.0003521017,0.00007956684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001554629,0.00006024097,0.0002912836,0.699479,0.001505621,0.0003599723,0.0001998631,0.0001541145,0.0004822427,0.0006664825,0.009088311,0.2875574],"study_design_scores_gemma":[0.0001460409,0.0002183507,0.002574033,0.7411347,0.01304364,0.002233852,0.0003604763,0.0001065781,0.0003263956,0.0008455248,0.2389489,0.00006161637],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008096617,0.9995091,0.00003246416,0.00006776373,0.00007018005,0.0000184996,0.00003970891,0.000002186395,0.0001791239],"genre_scores_gemma":[0.000560962,0.999025,0.0001172418,0.0001365338,0.00004919593,0.00001491624,0.00002737223,9.762836e-7,0.00006779263],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008360114,"threshold_uncertainty_score":0.01832479,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1965771674","doi":"10.1007/s10029-013-1127-2","title":"An unusual cause of chronic anemia and abdominal pain caused by transmural mesh migration in the small bowel after laparoscopic incisional hernia repair","year":2013,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Incisional hernia; Surgery; Hernia; Abdominal surgery; Anemia; Laparoscopy; Surgical mesh; Hernia repair; Complication; General surgery; Internal medicine","authors":[{"name":"G. Voisard","is_ca":true},{"name":"Liane S. Feldman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009851094878739405,"gpt":0.2508694174918165,"spread":0.2410183226130771,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004895962,0.001655679,0.001641395,0.002946293,0.002403684,0.001188203,0.00153449,0.005232186,0.001965509],"category_scores_gemma":[0.005237309,0.0009433976,0.001639103,0.001572349,0.001514826,0.001750142,0.001595033,0.003380675,0.0004020483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001060689,"about_ca_system_score_gemma":0.001053592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001474312,"about_ca_topic_score_gemma":0.001929193,"domain_scores_codex":[0.9992156,0.0001236191,0.00009894058,0.0001309289,0.00009902942,0.0003318923],"domain_scores_gemma":[0.9968064,0.0008226299,0.0007463362,0.0002799817,0.0001457774,0.001198877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.00009370424,0.00005312685,0.0222979,0.00002491207,0.00001085222,0.97637,0.00007907925,0.00003053126,0.0003807037,0.00009944996,0.0001404859,0.0004191674],"study_design_scores_gemma":[0.00004252088,0.0001606504,0.01845135,0.00001384254,0.00002247674,0.9804303,0.0001552123,0.0002338896,0.0001963222,0.0001192923,0.0001621495,0.00001195157],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869459,0.003978489,0.002263777,0.002208757,0.0004997295,0.0001204331,0.0001239206,0.00009939563,0.003759679],"genre_scores_gemma":[0.9969316,0.0005159639,0.0006050435,0.0006332492,0.0008757093,0.00001997446,0.00006650508,0.00001206586,0.0003397529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005232186,"threshold_uncertainty_score":0.007695913,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4290631855","doi":"10.1007/s10029-022-02658-y","title":"The Shouldice Method: an expert’s consensus","year":2022,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University; Kingston Health Sciences Centre; Thornhill Medical (Canada)","funders":"","keywords":"Medicine; Likert scale; Delphi method; Cronbach's alpha; Interquartile range; Hernia; General surgery; Surgery; Psychometrics; Computer science","authors":[{"name":"Marguerite Mainprize","is_ca":true},{"name":"Fernando Antônio Campelo Spencer Netto","is_ca":true},{"name":"Cassim Degani","is_ca":true},{"name":"Péter Szász","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04131106205003335,"gpt":0.3651684841538592,"spread":0.3238574221038258,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0490897,0.001607392,0.00546169,0.006650711,0.003844121,0.009048314,0.01183855,0.02608341,0.006823936],"category_scores_gemma":[0.1077762,0.001201227,0.004533973,0.003829892,0.006060069,0.01221592,0.004494237,0.02687397,0.006229272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005200443,"about_ca_system_score_gemma":0.01498842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00475151,"about_ca_topic_score_gemma":0.007457551,"domain_scores_codex":[0.96647,0.008725771,0.0112477,0.00357838,0.00844027,0.001537963],"domain_scores_gemma":[0.8637647,0.05528821,0.006259169,0.00621472,0.0602364,0.008236826],"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":[0.0003607101,0.0002159547,0.00178228,0.009656064,0.0007281482,0.001945402,0.001257278,0.0005212995,0.0009297139,0.01625757,0.6292947,0.3370509],"study_design_scores_gemma":[0.0002195311,0.0001052641,0.001720763,0.03649428,0.0006226549,0.004126081,0.001857569,0.0008628077,0.0008886008,0.03172746,0.9210607,0.0003143525],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001811695,0.3026399,0.02174844,0.514285,0.1431265,0.0002876037,0.000433851,0.0002583773,0.01540868],"genre_scores_gemma":[0.04857626,0.3205493,0.09761297,0.3746521,0.1455375,0.0009250018,0.001341659,0.0006299812,0.01017522],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0490897,"threshold_uncertainty_score":0.2596142,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3087352987","doi":"10.1007/s10029-020-02297-1","title":"Necessary duration of follow-up to assess complications of mesh in hernia surgery: a time-lapse study based on 460 explants","year":2020,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Michael's Hospital; Thornhill Medical (Canada); University of Toronto","funders":"","keywords":"Medicine; Groin; Hernia; Surgery; Hernia repair; Abdominal surgery; Surgical mesh; Percentile; General surgery","authors":[{"name":"Kevin Petersen","is_ca":false},{"name":"John E. Morrison","is_ca":true},{"name":"V. Oprea","is_ca":false},{"name":"David Grischkan","is_ca":false},{"name":"A. Koch","is_ca":false},{"name":"R. Lorenz","is_ca":false},{"name":"Robert Bendavid","is_ca":true},{"name":"Vladimir V. Iakovlev","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07641947082754397,"gpt":0.3151950902629234,"spread":0.2387756194353794,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001232275,0.0003224685,0.0004863256,0.001325349,0.0003714136,0.0009388716,0.0002990285,0.0004209449,0.001277533],"category_scores_gemma":[0.003805803,0.0001507596,0.0006480069,0.000961686,0.000260876,0.0005653794,0.0003989383,0.000435451,0.0003261965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003206395,"about_ca_system_score_gemma":0.0003224771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008361365,"about_ca_topic_score_gemma":0.001004819,"domain_scores_codex":[0.9993844,0.0001447051,0.0001221851,0.00009715747,0.0001597081,0.00009176831],"domain_scores_gemma":[0.9947372,0.001932156,0.001479098,0.0003627489,0.0007465157,0.0007422935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00445106,0.0003062035,0.97217,0.00008653603,0.00008542938,0.001059719,0.0004555841,0.0001439953,0.01114297,0.00005238374,0.00004869133,0.009997432],"study_design_scores_gemma":[0.000009638179,0.002525626,0.9916273,0.00001943104,0.0001235307,0.001557868,0.0006301396,0.0002524377,0.002720275,0.00002992749,0.0004888129,0.00001485545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970957,0.00127935,0.000496628,0.00001629363,0.00001712169,0.00001886564,0.0002796079,0.000005490074,0.0007909391],"genre_scores_gemma":[0.998789,0.0003220181,0.000276205,0.00001549827,0.00002044974,0.00002139706,0.0002479279,0.000004222373,0.0003033169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001325349,"threshold_uncertainty_score":0.006516993,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3163665865","doi":"10.1007/s10029-021-02427-3","title":"The effect of negative pressure wound therapy on surgical site occurrences in closed incision abdominal wall reconstructions: a retrospective single surgeon and institution study","year":2021,"lang":"en","type":"article","venue":"Hernia","topic":"Surgical site infection prevention","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Seroma; Abdominal surgery; Surgery; Abdominal wall; Logistic regression; Laparotomy; Retrospective cohort study; Prospective cohort study; Complication; Internal medicine","authors":[{"name":"Austin Seaman","is_ca":false},{"name":"Benjamin A. Sarac","is_ca":false},{"name":"Hassan ElHawary","is_ca":true},{"name":"Jeffrey E. Janis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01587338250246483,"gpt":0.2983323251860807,"spread":0.2824589426836159,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001032389,0.0002897384,0.0004398314,0.001682445,0.0005947287,0.001125888,0.0005103895,0.0006363483,0.00226878],"category_scores_gemma":[0.00413026,0.0004358908,0.0009382541,0.001882492,0.000639778,0.0008953341,0.0007870586,0.0007693036,0.0003545144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004678727,"about_ca_system_score_gemma":0.0006166198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003125221,"about_ca_topic_score_gemma":0.003834071,"domain_scores_codex":[0.9985704,0.0004375787,0.0002465776,0.0002578117,0.0002514251,0.0002362512],"domain_scores_gemma":[0.9930766,0.001454485,0.00364107,0.0004113332,0.0005278406,0.0008887081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001974391,0.00006474004,0.9989587,0.000008559335,0.00005945052,0.00005075126,0.00005484484,0.00001414906,0.00009525567,0.000007451139,0.00001374129,0.0004748464],"study_design_scores_gemma":[0.00000642677,0.0005234278,0.9984244,0.000005772468,0.00005351764,0.0002757053,0.0005050461,0.00005593638,0.00006496331,0.000008511553,0.00007049388,0.000005940917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992465,0.0002445835,0.00006321586,0.00001177893,0.000004486582,0.000006328496,0.0001229728,0.000001577401,0.000298537],"genre_scores_gemma":[0.9996158,0.0001064503,0.0000544769,0.00001722825,0.000009583355,0.00000501051,0.0001064434,0.000002052563,0.00008308391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003125221,"threshold_uncertainty_score":0.007589877,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2035912114","doi":"10.1007/s10029-013-1123-6","title":"Prospective, randomized-controlled trial comparing postoperative pain after plug and patch open repair with totally extraperitoneal inguinal hernia repair","year":2013,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Surgery; Inguinal hernia; Abdominal surgery; Analgesic; McGill Pain Questionnaire; Randomized controlled trial; Hernia repair; Hernia; Anesthesia; Postoperative pain; Regimen; Visual analogue scale","authors":[{"name":"Felix Aigner","is_ca":false},{"name":"Florian Augustin","is_ca":false},{"name":"Christina Kaufmann","is_ca":false},{"name":"A Schlager","is_ca":false},{"name":"Hanno Ulmer","is_ca":false},{"name":"Johann Pratschke","is_ca":false},{"name":"Thomas Schmid","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009143629874455403,"gpt":0.2529946450849767,"spread":0.2438510152105212,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002782424,0.001533643,0.00675175,0.0004429498,0.0007576152,0.001599119,0.001345212,0.002763754,0.008041221],"category_scores_gemma":[0.006644964,0.001203169,0.004085438,0.0007544183,0.001791065,0.001681299,0.0007293292,0.004474449,0.000715955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009313156,"about_ca_system_score_gemma":0.001691686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002112464,"about_ca_topic_score_gemma":0.002703639,"domain_scores_codex":[0.9974344,0.001324025,0.0003246316,0.0004963568,0.0001614262,0.0002590683],"domain_scores_gemma":[0.9950125,0.002417122,0.001132381,0.0003680572,0.000257347,0.0008124745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9950454,0.001088793,0.0004303505,0.000518559,0.001155461,0.00001398122,0.00001243418,0.0000482981,0.0001525324,0.00003777551,0.0000910833,0.001405243],"study_design_scores_gemma":[0.9632092,0.03331763,0.001687516,0.00006097833,0.00126405,0.00001668824,0.00002320103,0.0001444972,0.00006867024,0.00006724711,0.0001291662,0.00001114653],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771506,0.01331167,0.0009716442,0.000677818,0.002421196,0.002994536,0.0009366774,0.00008372257,0.001452235],"genre_scores_gemma":[0.9871862,0.003874757,0.001669816,0.0008965518,0.001142404,0.002937339,0.0008487572,0.00001892079,0.001425091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008041221,"threshold_uncertainty_score":0.02690059,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1482159461","doi":"10.1007/s10029-005-0059-x","title":"Femoral hernia repair","year":2006,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Abdominal surgery; Analgesic; Demographics; Surgery; Hernia repair; McGill Pain Questionnaire; Postoperative pain; Anesthesia; Hernia; Patient satisfaction; Visual analogue scale","authors":[{"name":"Valerio Ceriani","is_ca":false},{"name":"Edoardo Faleschini","is_ca":false},{"name":"Dario Sarli","is_ca":false},{"name":"Tiziana Lodi","is_ca":false},{"name":"O. Roncaglia","is_ca":false},{"name":"P. Bignami","is_ca":false},{"name":"Chiara Osio","is_ca":false},{"name":"Francesco Somalvico","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008865899340020886,"gpt":0.2439370435448228,"spread":0.2350711442048019,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001998028,0.0003802873,0.0004191116,0.001296656,0.0008946595,0.0004685203,0.0004428962,0.0005044376,0.01658247],"category_scores_gemma":[0.000894487,0.0001244142,0.0004056921,0.0007958011,0.0003505353,0.000509239,0.0005424967,0.0005261071,0.003128343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003494761,"about_ca_system_score_gemma":0.0006472092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001017579,"about_ca_topic_score_gemma":0.002423657,"domain_scores_codex":[0.9998103,0.0000188296,0.00001971657,0.00002371665,0.00004914219,0.00007837323],"domain_scores_gemma":[0.9996819,0.00004167866,0.00006831203,0.00003591184,0.00004989434,0.0001222473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008639478,0.0004332786,0.1278305,0.001348007,0.0001829183,0.0854544,0.0004084937,0.0005989474,0.00995238,0.004473466,0.0380664,0.7303873],"study_design_scores_gemma":[0.0001801112,0.002125525,0.148348,0.0005808861,0.0001482797,0.7294174,0.0005614233,0.000784494,0.004155742,0.002594498,0.1110206,0.00008300167],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.635344,0.05259199,0.02414351,0.006594405,0.00283178,0.0003284697,0.001832771,0.001581596,0.2747515],"genre_scores_gemma":[0.9272736,0.009547705,0.009812433,0.002637058,0.001755334,0.00006832514,0.001153347,0.00007321728,0.04767907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01658247,"threshold_uncertainty_score":0.05547386,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2083410126","doi":"10.1007/s10029-009-0501-6","title":"Aberrant adrenocortical tissue in hernia sac occurring in an adult: case report and review of the literature","year":2009,"lang":"en","type":"review","venue":"Hernia","topic":"Adrenal and Paraganglionic Tumors","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Hamilton Health Sciences; SickKids Foundation; University of Toronto; NOSM University; McMaster University; Brampton Civic Hospital","funders":"","keywords":"Medicine; Adrenocortical carcinoma; Adrenal insufficiency; Hyperplasia; Pathology; Neoplastic transformation; General surgery; Cancer; Internal medicine","authors":[{"name":"Dina El Demellawy","is_ca":true},{"name":"Ahmed Nasr","is_ca":true},{"name":"Alaa Samkari","is_ca":true},{"name":"P. Pastolero","is_ca":true},{"name":"Salem Alowami","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02982764536767081,"gpt":0.3629657458302342,"spread":0.3331381004625634,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002879715,0.001035898,0.001482922,0.004112155,0.0004807619,0.001400486,0.001415093,0.001649608,0.002106197],"category_scores_gemma":[0.001135395,0.0004582367,0.000556948,0.003506658,0.0009987601,0.002797419,0.0008661881,0.000881804,0.0009072489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004169871,"about_ca_system_score_gemma":0.000941133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009982279,"about_ca_topic_score_gemma":0.002120373,"domain_scores_codex":[0.99964,0.00004101238,0.0001186114,0.00007572212,0.0000844027,0.00004031233],"domain_scores_gemma":[0.9991665,0.0003296555,0.0002978514,0.00003251406,0.00007875884,0.00009468752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0001484757,0.0001215327,0.02542093,0.01924726,0.0003565419,0.6356652,0.0007941521,0.0005972286,0.004727377,0.0008155958,0.02122749,0.2908782],"study_design_scores_gemma":[0.00001640379,0.00006433967,0.01196843,0.002186023,0.0003652607,0.9234639,0.0009902781,0.000179587,0.0005857078,0.0005285164,0.05960223,0.00004933983],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01826497,0.97711,0.0005252818,0.000720989,0.0004379474,0.00002193307,0.0001262635,0.00005289795,0.002739656],"genre_scores_gemma":[0.08383408,0.9110188,0.001312228,0.0007564962,0.001686141,0.00001198598,0.0002343858,0.00001073603,0.00113518],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004112155,"threshold_uncertainty_score":0.007045925,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2945771906","doi":"10.1007/s10029-019-01972-2","title":"Pure tissue repairs: a timely and critical revival","year":2019,"lang":"en","type":"review","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; Thornhill Medical (Canada)","funders":"Mayo Clinic","keywords":"Medicine; Surgery; Hernia; Temptation; General surgery; Prosthesis; Surgical mesh; Abdominal wall","authors":[{"name":"Robert Bendavid","is_ca":true},{"name":"Marguerite Mainprize","is_ca":true},{"name":"Vladimir V. Iakovlev","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07841496048260763,"gpt":0.4120382825452078,"spread":0.3336233220626001,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002793663,0.001507584,0.003374991,0.004234301,0.0005924773,0.004034424,0.001677097,0.003198379,0.007415407],"category_scores_gemma":[0.006263387,0.0005124296,0.00115139,0.003144235,0.001989236,0.006833408,0.002136726,0.005855984,0.002539528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00137675,"about_ca_system_score_gemma":0.003509974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007635527,"about_ca_topic_score_gemma":0.002823954,"domain_scores_codex":[0.9989667,0.000225929,0.0001994988,0.0001653009,0.0003470184,0.00009564987],"domain_scores_gemma":[0.9933267,0.00428226,0.0006535258,0.0001456006,0.001184118,0.0004077974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001458703,0.00007313008,0.0003513395,0.04523404,0.0001755042,0.000315295,0.0001781637,0.000298114,0.0007000621,0.007617314,0.153157,0.7917541],"study_design_scores_gemma":[0.00004243352,0.0001083996,0.0007450745,0.019095,0.0002560187,0.001452303,0.0002795849,0.0001194663,0.0001188354,0.003907545,0.9738266,0.00004866674],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003390847,0.997024,0.00007808017,0.001356527,0.001215672,0.000002184781,0.00001481746,0.000007822994,0.0002670047],"genre_scores_gemma":[0.0005301565,0.993332,0.0002256712,0.002037666,0.003551565,0.000004966687,0.00002937728,0.000004120356,0.0002845261],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007415407,"threshold_uncertainty_score":0.02480704,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2061598929","doi":"10.1007/s10029-003-0142-0","title":"Biography: Edward Earle Shouldice (1890?1965)","year":2003,"lang":"en","type":"article","venue":"Hernia","topic":"Academic and Historical Perspectives in Psychology","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Connaught Fund; University of Toronto","keywords":"Medicine; Abdominal surgery; Biography; General surgery; Surgery; Art history; History","authors":[{"name":"Robert Bendavid","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02762514764937397,"gpt":0.3389671823731653,"spread":0.3113420347237913,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005978326,0.0005785624,0.0006019854,0.001838473,0.001806044,0.002104654,0.0006419335,0.001744444,0.0661536],"category_scores_gemma":[0.004199338,0.0002240903,0.0002235971,0.001975063,0.001466825,0.002947979,0.001700753,0.002869294,0.0214069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001951338,"about_ca_system_score_gemma":0.001090935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009475709,"about_ca_topic_score_gemma":0.01069038,"domain_scores_codex":[0.9997256,0.00005185409,0.00002158033,0.00006876906,0.00008736584,0.00004479384],"domain_scores_gemma":[0.9987728,0.0003839151,0.000156386,0.00005276948,0.0003617927,0.0002722864],"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":[0.00001639944,0.000005256011,0.0001495708,0.0001254914,0.000002356712,0.0001404436,0.0003484935,0.00002152436,0.00003044139,0.006992754,0.9625434,0.02962376],"study_design_scores_gemma":[0.000001037008,0.000002998023,0.0001874085,0.00009547503,0.000001217612,0.0001407201,0.0001405708,0.000004229596,0.00002219951,0.0004184573,0.9989833,0.000002398519],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001717832,0.3406922,0.0005241404,0.2405671,0.2752974,0.00002988166,0.0007383219,0.00009406605,0.140339],"genre_scores_gemma":[0.02348586,0.1048733,0.0003246971,0.0293689,0.07794109,0.00002851258,0.0001822142,0.0001313416,0.7636641],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0661536,"threshold_uncertainty_score":0.2213058,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390618025","doi":"10.1007/s10029-023-02944-3","title":"The modified frailty index predicts postoperative morbidity in elective hernia repair patients: analysis of the national inpatient sample 2015–2019","year":2024,"lang":"en","type":"article","venue":"Hernia","topic":"Frailty in Older Adults","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Joseph’s Healthcare Hamilton; Hamilton General Hospital; Impact; McMaster University","funders":"","keywords":"Medicine; Abdominal surgery; Odds ratio; Healthcare Cost and Utilization Project; Surgery; Frailty Index; Retrospective cohort study; Hernia; Internal medicine; Health care","authors":[{"name":"Jigish Khamar","is_ca":true},{"name":"Tyler McKechnie","is_ca":true},{"name":"Amin Hatamnejad","is_ca":true},{"name":"Yung Lee","is_ca":true},{"name":"Bright Huo","is_ca":true},{"name":"Edward Passos","is_ca":true},{"name":"Niv Sne","is_ca":true},{"name":"Cagla Eskicioglu","is_ca":true},{"name":"Dennis Hong","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02508117292609573,"gpt":0.3067348791905155,"spread":0.2816537062644197,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007397329,0.0003417188,0.0005176004,0.0009597551,0.0003726718,0.0007291527,0.0005062319,0.0004749231,0.001045895],"category_scores_gemma":[0.002756741,0.0002870885,0.0009646942,0.00124024,0.0002731403,0.0005595763,0.001062314,0.0007758367,0.0001873119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000575982,"about_ca_system_score_gemma":0.0006200307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02273631,"about_ca_topic_score_gemma":0.0317119,"domain_scores_codex":[0.9995263,0.00008897568,0.00008621549,0.00009552145,0.00008439415,0.0001186391],"domain_scores_gemma":[0.9986217,0.0001369818,0.0006915775,0.0001078861,0.0001588872,0.0002829564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006333787,0.00001654879,0.9992406,0.000004656408,0.00007065675,0.0000139438,0.00002218503,0.00002629525,0.00003565389,0.000007275437,0.0001039388,0.0003949313],"study_design_scores_gemma":[0.000002009048,0.00002054183,0.9996831,0.000002918715,0.00001356593,0.00003182079,0.00007054312,0.0001225593,0.000007009517,0.000005791652,0.00003813054,0.000001899786],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988318,0.000132003,0.00003096562,0.00003656029,0.000008404842,0.000003400945,0.00078479,0.000001765946,0.000170282],"genre_scores_gemma":[0.9986701,0.00007874029,0.00003012015,0.00002314669,0.000009741704,0.000004552579,0.001099756,0.000001196957,0.00008264198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02273631,"threshold_uncertainty_score":0.04520792,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3171894429","doi":"10.1007/s10029-021-02440-6","title":"Prophylactic retromuscular mesh placement for parastomal hernia prevention: a retrospective cohort study of permanent colostomies and ileostomies","year":2021,"lang":"en","type":"article","venue":"Hernia","topic":"Stoma care and complications","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Stoma (medicine); Colostomy; Ileostomy; Surgery; Incidence (geometry); Retrospective cohort study; Confidence interval; Abdominal surgery; Hazard ratio; Cohort; General surgery; Internal medicine","authors":[{"name":"Jonathan Frigault","is_ca":true},{"name":"Simon Lemieux","is_ca":true},{"name":"Dominic Breton","is_ca":true},{"name":"Philippe Bouchard","is_ca":true},{"name":"Alexandre Bouchard","is_ca":true},{"name":"Roger Grégoire","is_ca":true},{"name":"François Letarte","is_ca":true},{"name":"Gilles Bouchard","is_ca":true},{"name":"Vincent Boun","is_ca":true},{"name":"Katia Massé","is_ca":true},{"name":"Sébastien Drolet","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01950684715494579,"gpt":0.3023783937603232,"spread":0.2828715466053774,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005570584,0.0004752111,0.000597619,0.0009484199,0.0009770208,0.001220129,0.0006802785,0.001004806,0.003240026],"category_scores_gemma":[0.002281481,0.001081799,0.001308218,0.001333827,0.000476337,0.001070445,0.0007038306,0.001311135,0.0004917305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003382741,"about_ca_system_score_gemma":0.0006899238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005489537,"about_ca_topic_score_gemma":0.006595721,"domain_scores_codex":[0.9991056,0.000156051,0.0001181134,0.0002814289,0.0001078624,0.0002307602],"domain_scores_gemma":[0.9979987,0.0002766933,0.0009037519,0.0003010411,0.000160638,0.0003592735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002115902,0.00008285676,0.9986042,0.000009222002,0.0001029612,0.0002112858,0.00007396026,0.00001121132,0.0001731235,0.00001875296,0.00005184401,0.0004489191],"study_design_scores_gemma":[0.0000198433,0.0003841005,0.9970053,0.00001618329,0.00009810969,0.001317924,0.0007703108,0.0001103662,0.00005373634,0.00002805314,0.0001864622,0.000009558282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991596,0.0003389964,0.00007587153,0.00002337809,0.00001104469,0.000007077959,0.0001644315,0.00000208859,0.0002175271],"genre_scores_gemma":[0.9993923,0.0001677024,0.00005952188,0.00002949248,0.00001325033,0.000006177865,0.0001859171,0.000003062129,0.0001425817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005489537,"threshold_uncertainty_score":0.01091516,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2765823459","doi":"10.1007/s10029-017-1684-x","title":"Waiting for surgery: is waiting bad for anyone or everyone?","year":2017,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary; University of British Columbia","funders":"Institute of Health Services and Policy Research; Canadian Institutes of Health Research","keywords":"Medicine; Quality of life (healthcare); Elective surgery; Abdominal surgery; Depression (economics); Hernia; General surgery; Hernia repair; Physical therapy; Surgery; Nursing","authors":[{"name":"Jason M. Sutherland","is_ca":true},{"name":"G. Liu","is_ca":true},{"name":"Trafford Crump","is_ca":true},{"name":"Ahmer Karimuddin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1227558063197953,"gpt":0.3734737811094757,"spread":0.2507179747896804,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004749798,0.0004683504,0.00129338,0.001516833,0.006177209,0.006197731,0.0009512885,0.007469812,0.01491087],"category_scores_gemma":[0.03533782,0.0004009702,0.0006667347,0.001637859,0.005125934,0.01060389,0.003083756,0.01313023,0.002724314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002198673,"about_ca_system_score_gemma":0.009220921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007888733,"about_ca_topic_score_gemma":0.0158,"domain_scores_codex":[0.9957488,0.001586319,0.0004485715,0.0002998916,0.001017465,0.0008988648],"domain_scores_gemma":[0.9754393,0.006562915,0.003893009,0.0004585849,0.003880337,0.009765876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000325878,0.0004673877,0.07173585,0.001269338,0.0002411044,0.001782421,0.007615496,0.00009234884,0.0003100589,0.009125145,0.6467305,0.2603045],"study_design_scores_gemma":[0.0002221058,0.000920436,0.1413841,0.02302047,0.001082552,0.01637158,0.1343671,0.0005263255,0.0003934098,0.07518174,0.6058557,0.0006745385],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00956507,0.04042692,0.0003122388,0.9271891,0.01247616,0.00001049641,0.00009135275,0.0000416823,0.009886984],"genre_scores_gemma":[0.2821697,0.1450947,0.001748096,0.5051804,0.05661365,0.00005444421,0.0003143493,0.0001569478,0.008667558],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01491087,"threshold_uncertainty_score":0.04988188,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4381597643","doi":"10.1007/s10029-023-02823-x","title":"A cost-conscious establishment of a robotic abdominal wall reconstruction program in a publicly funded healthcare system","year":2023,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Interquartile range; Abdominal surgery; Robotic surgery; Surgery; Retrospective cohort study; Hernia repair; Health care; Hernia; Ventral hernia; Cohort; Open surgery; General surgery; Internal medicine","authors":[{"name":"Rachel Q. Liu","is_ca":true},{"name":"Yuwei Yang","is_ca":true},{"name":"Adam Meneghetti","is_ca":true},{"name":"O. Neely M. Panton","is_ca":true},{"name":"Chieh Jack Chiu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04749215873928436,"gpt":0.3205504694358491,"spread":0.2730583106965648,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002976791,0.0002864089,0.0003073226,0.0006422548,0.004684821,0.004149728,0.001673976,0.002858625,0.007105533],"category_scores_gemma":[0.01271804,0.0006372353,0.0006947102,0.0006350341,0.002275204,0.002425986,0.005560517,0.00424653,0.0003272294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008544799,"about_ca_system_score_gemma":0.05026669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02983253,"about_ca_topic_score_gemma":0.08116382,"domain_scores_codex":[0.9935223,0.002082313,0.0002899226,0.0003948908,0.0008599014,0.002850697],"domain_scores_gemma":[0.9743893,0.003043599,0.003405309,0.0006543911,0.001283567,0.01722386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001167365,0.008034619,0.7809956,0.0003306823,0.0002372257,0.01059156,0.002956772,0.002905457,0.005738913,0.006278106,0.03878237,0.1419813],"study_design_scores_gemma":[0.0006716212,0.004877449,0.935303,0.0007773176,0.000178518,0.005781105,0.01982308,0.009864701,0.0008524146,0.002971911,0.01868181,0.0002170306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.883193,0.0003960929,0.001441826,0.1048881,0.0006707805,0.0005616821,0.0002035283,0.0001038278,0.008541081],"genre_scores_gemma":[0.9853814,0.0002783466,0.001519019,0.01099969,0.0004092241,0.0001478998,0.0001067927,0.00001486861,0.001142731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02983253,"threshold_uncertainty_score":0.06199718,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4316499877","doi":"10.1007/s10029-023-02742-x","title":"Differences in in-hospital outcomes and healthcare utilization for laparoscopic versus open approach for emergency inguinal hernia repair: a nationwide analysis","year":2023,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"William Osler Health System; University of Toronto; McMaster University","funders":"","keywords":"Medicine; Inguinal hernia; Abdominal surgery; Healthcare Cost and Utilization Project; Odds ratio; Surgery; Univariate analysis; Laparoscopy; Retrospective cohort study; General surgery; Hernia; Logistic regression; Multivariate analysis; Internal medicine; Health care","authors":[{"name":"Yung Lee","is_ca":true},{"name":"Léa Tessier","is_ca":true},{"name":"Audrey Jong","is_ca":true},{"name":"Dandan Zhao","is_ca":true},{"name":"Yasith Samarasinghe","is_ca":true},{"name":"Aristithes G. Doumouras","is_ca":true},{"name":"Fatma Saleh","is_ca":true},{"name":"Dennis Hong","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1050030967558998,"gpt":0.3903300362936512,"spread":0.2853269395377514,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009349603,0.0003504996,0.0006275498,0.001264627,0.0005133504,0.0008848597,0.0007161415,0.0007664268,0.002143839],"category_scores_gemma":[0.00234441,0.0005457347,0.001880849,0.002669868,0.0004161821,0.001100628,0.001129388,0.000897548,0.0002644286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008433074,"about_ca_system_score_gemma":0.0007106619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02315948,"about_ca_topic_score_gemma":0.03485361,"domain_scores_codex":[0.9985477,0.0003198202,0.000198115,0.0003525289,0.0001740643,0.0004077906],"domain_scores_gemma":[0.9978053,0.0003392126,0.001100161,0.000175971,0.0002126101,0.000366868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001892837,0.00007399736,0.9986441,0.00001098684,0.0003087767,0.00004616597,0.00004799659,0.00005235656,0.00008434837,0.0000189601,0.0001161782,0.0004069511],"study_design_scores_gemma":[0.000007680292,0.00006445727,0.9992398,0.000003457859,0.0000672345,0.00006172267,0.0002834946,0.0001693796,0.00001801661,0.0000135944,0.00006620998,0.000004904298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984276,0.00009567843,0.00007991762,0.00003514701,0.000005644637,0.000007276835,0.001096796,0.000002940169,0.0002490173],"genre_scores_gemma":[0.9979011,0.00006803114,0.00005292816,0.00003768699,0.00000720374,0.00001068111,0.001781781,0.00000330358,0.0001372298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02315948,"threshold_uncertainty_score":0.04604936,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2153174504","doi":"10.1007/s10029-010-0771-z","title":"The characteristics of inguinal hernia recurrence in the modern era and the long-term outcomes after re-operation","year":2011,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Thornhill Medical (Canada); Hôpital Maisonneuve-Rosemont; Université de Montréal","funders":"","keywords":"Medicine; Inguinal hernia; Surgery; Dissection (medical); Abdominal surgery; Hernia; Hernia repair; General surgery; Laparoscopy","authors":[{"name":"Gabriel Chan","is_ca":true},{"name":"C. K. Chan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03237719467319864,"gpt":0.2809521363224449,"spread":0.2485749416492462,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006493584,0.0001818519,0.0004192622,0.001223038,0.000468243,0.0008303544,0.0003990417,0.0006897792,0.003205582],"category_scores_gemma":[0.005542177,0.0001460938,0.0005626362,0.001236586,0.0004226753,0.001149619,0.0005384517,0.0007552786,0.0003288143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003059912,"about_ca_system_score_gemma":0.0003691229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001160239,"about_ca_topic_score_gemma":0.001224628,"domain_scores_codex":[0.999559,0.00009283032,0.00008031559,0.00005421022,0.00007778909,0.0001358034],"domain_scores_gemma":[0.9965242,0.0007314156,0.001707882,0.0001312009,0.0002598355,0.0006454596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001948496,0.00004067575,0.9971717,0.00001231185,0.0000452269,0.0003959078,0.0001045071,0.00004223603,0.0001137275,0.00004848341,0.00009666992,0.001733781],"study_design_scores_gemma":[0.000003901865,0.000102758,0.997396,0.00000667462,0.00002740287,0.00166257,0.0004085973,0.00009375995,0.00003898289,0.00006759177,0.0001826639,0.000009129285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974288,0.001256281,0.00005703299,0.0001370062,0.00001642796,0.000004076358,0.000161823,0.000003079539,0.0009354587],"genre_scores_gemma":[0.9993796,0.0002579965,0.00002642073,0.00002025767,0.00003867039,0.000002999443,0.0001446297,0.00000158954,0.0001277384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003205582,"threshold_uncertainty_score":0.01072371,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4308254521","doi":"10.1007/s10029-022-02701-y","title":"Evaluation of inguinal hernia repair using post-operative pain and quality of life metrics","year":2022,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Medicine; Inguinal hernia; Quality of life (healthcare); Chronic pain; Abdominal surgery; Hernia; Hernia repair; Inguinal hernia surgery; Surgery; Cohort; Physical therapy; General surgery; Internal medicine; Nursing","authors":[{"name":"Michael L. Moreton","is_ca":true},{"name":"André Truter","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1342475879592429,"gpt":0.3956588681987399,"spread":0.261411280239497,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003740241,0.0005229738,0.0008425809,0.002732284,0.0002743898,0.00139398,0.0005804467,0.0004627679,0.001672946],"category_scores_gemma":[0.01186666,0.000124522,0.001185767,0.00248721,0.000261901,0.0009717978,0.0009299177,0.0006836776,0.0002839621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009246842,"about_ca_system_score_gemma":0.0007877568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002507621,"about_ca_topic_score_gemma":0.006247819,"domain_scores_codex":[0.9970133,0.001062399,0.0005577506,0.0001755922,0.0008987146,0.0002921489],"domain_scores_gemma":[0.9920201,0.001700512,0.00357473,0.0001953057,0.001702367,0.0008071459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003155543,0.0002647286,0.9550965,0.0002568045,0.0004928501,0.00004395096,0.0001524006,0.0008459212,0.0002530376,0.0002331734,0.001013964,0.04103092],"study_design_scores_gemma":[0.00001486455,0.001388265,0.9918378,0.0001532749,0.0001553385,0.0002032859,0.0005797226,0.003020142,0.0004019347,0.0002014398,0.002015464,0.00002844797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796928,0.003870758,0.003450457,0.0007452678,0.0001037906,0.0003242538,0.005239268,0.00005854242,0.006514831],"genre_scores_gemma":[0.9918343,0.0008664831,0.003928274,0.00009573725,0.00004677958,0.0001565618,0.002565514,0.000009418286,0.0004969257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003740241,"threshold_uncertainty_score":0.01978052,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2043288370","doi":"10.1007/s10029-011-0848-3","title":"Transvaginal strangulated small intestinal hernia after abdominal sacrocolpopexy: case report and literature review","year":2011,"lang":"en","type":"review","venue":"Hernia","topic":"Pelvic floor disorders treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Evisceration (ophthalmology); Vaginal Vault Prolapse; Surgery; Vaginal vault; Vagina; Complication","authors":[{"name":"Y. Halwani","is_ca":true},{"name":"Vanessa Nicolau-Toulouse","is_ca":true},{"name":"Jerry Oakes","is_ca":true},{"name":"Jonathon Leipsic","is_ca":true},{"name":"Roxana Geoffrion","is_ca":true},{"name":"Sam M. Wiseman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03497230188104557,"gpt":0.3202741299845389,"spread":0.2853018281034933,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002720062,0.0009536729,0.001513932,0.003376298,0.000519192,0.001479093,0.001414076,0.001588366,0.003373268],"category_scores_gemma":[0.0009921688,0.0004334916,0.0008097601,0.003000474,0.001016648,0.003158665,0.0009284393,0.001243736,0.001024396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004576537,"about_ca_system_score_gemma":0.001279805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001021511,"about_ca_topic_score_gemma":0.002320334,"domain_scores_codex":[0.999685,0.0000404583,0.0001024972,0.00006357341,0.00006957666,0.00003889561],"domain_scores_gemma":[0.9994146,0.0002403147,0.0002035308,0.00002118889,0.00005691983,0.00006352416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.0002029472,0.0002614616,0.0126581,0.03070153,0.0004744119,0.386133,0.000750571,0.0006235266,0.00387553,0.001565918,0.03635256,0.5264005],"study_design_scores_gemma":[0.00003706641,0.0001144013,0.0111649,0.006589059,0.0005903448,0.8019894,0.001376371,0.0001936864,0.0007832854,0.0008557171,0.1762205,0.00008528277],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.006670611,0.9884914,0.0004566637,0.0008260311,0.0003755933,0.00002409548,0.00009986373,0.00002844776,0.003027321],"genre_scores_gemma":[0.02692648,0.9690841,0.0008169152,0.0008664535,0.0009411738,0.00001412678,0.0001923124,0.000008792937,0.001149753],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003376298,"threshold_uncertainty_score":0.01128471,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4321749245","doi":"10.1007/s10029-023-02756-5","title":"The effect of surgical repair of hiatal hernia (HH) on pulmonary function: a systematic review and meta-analysis","year":2023,"lang":"en","type":"review","venue":"Hernia","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Fund for Shanxi Key Subjects Construction","keywords":"Medicine; Hiatal hernia; Meta-analysis; Surgery; Pulmonary function testing; Cochrane Library; Cohort; Cohort study; Abdominal surgery; General surgery; Internal medicine; Reflux","authors":[{"name":"Y Wang","is_ca":false},{"name":"Yiliang Lv","is_ca":false},{"name":"Y Liu","is_ca":false},{"name":"Changsheng Xie","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06124586138980835,"gpt":0.3638441799791927,"spread":0.3025983185893843,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0123764,0.002656855,0.02042207,0.005901035,0.0008237412,0.003359574,0.002211118,0.002620912,0.003719969],"category_scores_gemma":[0.0282501,0.001344028,0.03456925,0.006594565,0.0008692531,0.001975876,0.001376794,0.001875977,0.0002558078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002118103,"about_ca_system_score_gemma":0.003402037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00517538,"about_ca_topic_score_gemma":0.01139512,"domain_scores_codex":[0.9918308,0.003425041,0.002580349,0.0009339587,0.0009627579,0.0002670717],"domain_scores_gemma":[0.9791034,0.01597696,0.002798778,0.0005523259,0.001307251,0.0002612098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001661257,0.00004423049,0.004120129,0.4397207,0.5431247,0.0001360961,0.0000834426,0.0004112635,0.000195403,0.0001278126,0.0004719462,0.009903064],"study_design_scores_gemma":[0.0003643345,0.0002027703,0.003677198,0.02268187,0.9714028,0.00009305014,0.00004109633,0.0001660154,0.00009604316,0.0001441073,0.001109142,0.00002154422],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004217967,0.9945693,0.0003188995,0.0001472558,0.0001165416,0.0001998788,0.0002691264,0.00001385185,0.0001471529],"genre_scores_gemma":[0.1596684,0.8350774,0.00190128,0.000918794,0.0003773631,0.001114279,0.0006379519,0.00002323054,0.0002813663],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02042207,"threshold_uncertainty_score":0.06545341,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2769041141","doi":"10.1007/s10029-017-1704-x","title":"Surgery for diverticular disease results in a higher hernia rate compared to colorectal cancer: a population-based study from Ontario, Canada","year":2017,"lang":"en","type":"article","venue":"Hernia","topic":"Diverticular Disease and Complications","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Institute for Clinical Evaluative Sciences; Queen's University","funders":"","keywords":"Medicine; Diverticular disease; Surgery; Incisional hernia; Abdominal surgery; Colorectal cancer; Comorbidity; Retrospective cohort study; Hernia; Hazard ratio; Colorectal surgery; Population; Cancer; General surgery; Confidence interval; Internal medicine","authors":[{"name":"Ephraim Tang","is_ca":true},{"name":"David I. Robertson","is_ca":true},{"name":"Marlo Whitehead","is_ca":true},{"name":"Jianfeng Xu","is_ca":true},{"name":"Stephen F. Hall","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04884023642859577,"gpt":0.2920639511064979,"spread":0.2432237146779021,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000576988,0.000541583,0.000768558,0.001451292,0.00441734,0.002313304,0.001389501,0.001065695,0.002839766],"category_scores_gemma":[0.002369807,0.0009232422,0.001335831,0.005475599,0.001300919,0.0005997402,0.001028205,0.001318945,0.0002760579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01941893,"about_ca_system_score_gemma":0.0248988,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9904228,"about_ca_topic_score_gemma":0.9943515,"domain_scores_codex":[0.9985635,0.0001140429,0.0001213615,0.0002635321,0.0004248001,0.0005126813],"domain_scores_gemma":[0.996797,0.0001906791,0.0007992194,0.0001268577,0.001145844,0.0009403366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004749705,0.00003083791,0.9977392,0.00001859146,0.00006182796,0.0001319278,0.000862565,0.000018852,0.0001151282,0.00003941754,0.0003728488,0.0005612914],"study_design_scores_gemma":[0.000008771033,0.00002015941,0.9978047,0.0000191577,0.00003448458,0.00008915834,0.001692985,0.00004878867,0.00001343122,0.00001053957,0.0002491724,0.000008627668],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957892,0.0005478188,0.00007182126,0.0003889845,0.00002315119,0.00003182542,0.001395134,0.000005976266,0.001746054],"genre_scores_gemma":[0.9981505,0.000417464,0.00007137072,0.0001629216,0.00001173862,0.00001253915,0.0004886573,0.000006183673,0.0006784552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01941893,"threshold_uncertainty_score":0.1408949,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406773656","doi":"10.1007/s10029-024-03252-0","title":"The learning curve for the Shouldice Repair: a pilot analysis of post-training specialized surgeons at the Shouldice Hospital","year":2025,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Fluidigm (Canada); Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; CUSUM; Learning curve; Surgery; General surgery; Operations management","authors":[{"name":"Christoph Paasch","is_ca":false},{"name":"Richard Hunger","is_ca":false},{"name":"Péter Szász","is_ca":true},{"name":"Ayse Yilbas","is_ca":true},{"name":"Fernando Antônio Campelo Spencer Netto","is_ca":false},{"name":"René Mantke","is_ca":false},{"name":"Marguerite Mainprize","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03265385952591642,"gpt":0.3231952406327923,"spread":0.2905413811068758,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008170884,0.0002052835,0.0002217031,0.001176221,0.0003489298,0.0004469531,0.0002736593,0.0002450536,0.001788828],"category_scores_gemma":[0.004245188,0.0001463266,0.0003220967,0.0007465482,0.0003126653,0.0005550784,0.0005219099,0.0003513606,0.0002590251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005555205,"about_ca_system_score_gemma":0.0008515121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002388316,"about_ca_topic_score_gemma":0.003492059,"domain_scores_codex":[0.999235,0.0001387378,0.00009371558,0.0001356808,0.0001981302,0.0001987604],"domain_scores_gemma":[0.9934541,0.001380466,0.002864869,0.0002427723,0.0007523877,0.001305374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008701206,0.00004516663,0.9978886,0.000005498744,0.000006317636,0.00008463681,0.000125575,0.00001763316,0.0001340154,0.000004205452,0.00003030199,0.00157095],"study_design_scores_gemma":[0.000004668286,0.0004576923,0.9983674,0.000005428491,0.000006321288,0.0003640121,0.0004639324,0.00007371755,0.000137415,0.000007241146,0.0001086589,0.00000357863],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997953,0.00003616386,0.00003466024,0.000007901185,0.000001076781,0.000005511468,0.00004067149,9.37995e-7,0.00007778857],"genre_scores_gemma":[0.9997699,0.0000258045,0.00004528847,0.000008330346,0.000003074644,0.000005772496,0.00008202271,0.000001043388,0.00005875157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002388316,"threshold_uncertainty_score":0.005984187,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2033893347","doi":"10.1007/s10029-004-0248-z","title":"Reducing the pain of open groin hernia repair","year":2004,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Georgetown Hospital","funders":"","keywords":"Medicine; Groin; Surgery; Hernia repair; Knot (papermaking); Abdominal surgery; Tenderness; Hernia","authors":[{"name":"Mohammed Kalan","is_ca":true},{"name":"Sundeep Chowdhry","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02713498954211572,"gpt":0.3029170180278025,"spread":0.2757820284856867,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000216127,0.000270301,0.0004382356,0.0003811856,0.00030273,0.000315504,0.0002274115,0.0003426,0.00599386],"category_scores_gemma":[0.001422207,0.00008336247,0.0002677969,0.0002232183,0.0002483492,0.0003280521,0.0003680277,0.0006420871,0.0002855707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001685605,"about_ca_system_score_gemma":0.0003215592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004283415,"about_ca_topic_score_gemma":0.001216671,"domain_scores_codex":[0.9998079,0.00006018395,0.00001173768,0.000009834715,0.00005739737,0.0000530069],"domain_scores_gemma":[0.9995845,0.000146105,0.00007238082,0.0000128095,0.00004616416,0.0001381311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.008268488,0.007423168,0.05192856,0.001689072,0.0002057281,0.003350107,0.0006465183,0.0009269518,0.03170839,0.001179379,0.008950182,0.8837234],"study_design_scores_gemma":[0.002537785,0.05517485,0.8578576,0.0009355728,0.000667616,0.02367998,0.002882424,0.002550799,0.01668747,0.00298607,0.03395552,0.00008420958],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572492,0.02131011,0.001673708,0.002820909,0.0005829311,0.00008518367,0.00007211361,0.00005666939,0.01614924],"genre_scores_gemma":[0.9854392,0.00641871,0.002788805,0.0006392874,0.001129348,0.00004209627,0.00009566125,0.00001456522,0.003432313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00599386,"threshold_uncertainty_score":0.02005148,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401994663","doi":"10.1007/s10029-024-03110-z","title":"Polypropylene vs. stainless-steel wire suture: short-term recurrence rate after shouldice primary inguinal hernia repair, a non-inferior analysis among 1120 patients. A case–control study","year":2024,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"Medicine; Abdominal surgery; Surgery; Fibrous joint; Inguinal hernia; Hernia","authors":[{"name":"Christoph Paasch","is_ca":true},{"name":"Marguerite Mainprize","is_ca":true},{"name":"Richard Hunger","is_ca":false},{"name":"Fernando Antônio Campelo Spencer Netto","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008916020607656948,"gpt":0.2702807817584485,"spread":0.2613647611507915,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001735986,0.0004069133,0.0006891628,0.0009152313,0.0004323392,0.0006403951,0.0004868268,0.0007868722,0.001488794],"category_scores_gemma":[0.004370473,0.0005478619,0.001057917,0.0008246338,0.00049345,0.0005892192,0.0004075799,0.000486685,0.0003060122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000401763,"about_ca_system_score_gemma":0.0002097731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001183496,"about_ca_topic_score_gemma":0.001156146,"domain_scores_codex":[0.998502,0.0004712055,0.0002280203,0.0004018898,0.000260545,0.0001363355],"domain_scores_gemma":[0.9949181,0.001766824,0.002197158,0.0004713313,0.0002471869,0.0003994986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002911422,0.0002483847,0.994444,0.00004472736,0.0002214618,0.0002031703,0.0001435023,0.00002320664,0.000288097,0.00001066815,0.00004289565,0.001418358],"study_design_scores_gemma":[0.0002281061,0.003867518,0.9932771,0.00001071997,0.0002444655,0.001411211,0.0002714861,0.0003227897,0.000185459,0.00001413619,0.0001552875,0.00001167797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999525,0.0002915919,0.0000440716,0.000005559583,0.000004245633,0.00001381504,0.00005160296,0.000001022286,0.00006317392],"genre_scores_gemma":[0.9996361,0.00008560146,0.00004836247,0.00001014052,0.00001511504,0.00002054306,0.0001203942,0.000001503262,0.00006236167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001735986,"threshold_uncertainty_score":0.009180903,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391604101","doi":"10.1007/s10029-023-02931-8","title":"Safety and effectiveness of laparoscopic adult groin hernia repair in Africa: a systematic review and meta-analysis","year":2024,"lang":"en","type":"review","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Seroma; Groin; Meta-analysis; Hernia repair; Context (archaeology); Surgery; Hernia; Abdominal surgery; Hematoma; Pooled analysis; General surgery; Internal medicine; Complication","authors":[{"name":"Papa Mamadou Faye","is_ca":false},{"name":"Abdourahmane Ndong","is_ca":false},{"name":"Abdou Niasse","is_ca":false},{"name":"Ousmane Thiam","is_ca":false},{"name":"Alpha Ousmane Touré","is_ca":false},{"name":"Mamadou Cissé","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05212069583364169,"gpt":0.3450179536203514,"spread":0.2928972577867097,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01040521,0.002030531,0.01363427,0.005853406,0.0005560767,0.002551955,0.001667864,0.001952337,0.002882517],"category_scores_gemma":[0.02651937,0.001271777,0.0304408,0.005688482,0.0006279884,0.001504647,0.001220366,0.001510618,0.0001872815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001893667,"about_ca_system_score_gemma":0.003145483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004804132,"about_ca_topic_score_gemma":0.00981769,"domain_scores_codex":[0.9933657,0.002873695,0.002107481,0.00069343,0.0007292664,0.0002304887],"domain_scores_gemma":[0.9819818,0.01220462,0.003919171,0.0003859823,0.001248858,0.0002595606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002400169,0.0000461574,0.007109212,0.4346767,0.5406424,0.0001684906,0.0001087251,0.0004334038,0.0001849297,0.0001013519,0.0004109416,0.01371758],"study_design_scores_gemma":[0.0005666536,0.000322926,0.007339873,0.03037826,0.9595317,0.0001535528,0.00006844768,0.0001688356,0.0001047184,0.000122067,0.001219324,0.00002374398],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.007642124,0.9911527,0.000275956,0.0001555958,0.0000762566,0.0001599547,0.0003557965,0.00001112699,0.0001704367],"genre_scores_gemma":[0.2270865,0.7689492,0.001564463,0.0006354062,0.0002170804,0.0006670362,0.0006666161,0.00001835698,0.0001954124],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01363427,"threshold_uncertainty_score":0.05502868,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391277044","doi":"10.1007/s10029-023-02955-0","title":"Temporal patterns for inguinal hernia recurrence operations after Shouldice Repair","year":2024,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University; Thornhill Medical (Canada)","funders":"","keywords":"Medicine; Surgery; Inguinal hernia; Abdominal surgery; Hernia","authors":[{"name":"Fernando Antônio Campelo Spencer Netto","is_ca":true},{"name":"Christoph Paasch","is_ca":true},{"name":"Ayse Yilbas","is_ca":true},{"name":"Cassim Degani","is_ca":true},{"name":"Anton Svendrovski","is_ca":false},{"name":"Péter Szász","is_ca":true},{"name":"Marguerite Mainprize","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02555024628700863,"gpt":0.3275742548852219,"spread":0.3020240085982133,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004538601,0.0002375207,0.0002309476,0.002390643,0.0006256293,0.0008238578,0.0003063316,0.0004034108,0.008066241],"category_scores_gemma":[0.004666768,0.0001684955,0.0005433466,0.001607195,0.0005100048,0.00108048,0.0007017081,0.000636345,0.0007110789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003222743,"about_ca_system_score_gemma":0.0007066291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002143684,"about_ca_topic_score_gemma":0.004057136,"domain_scores_codex":[0.999615,0.00005537095,0.00007056441,0.00004607119,0.00008018935,0.0001327897],"domain_scores_gemma":[0.9968605,0.0005749822,0.001629606,0.0001479808,0.0002835366,0.0005034722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005282012,0.00005447103,0.9793472,0.00005580459,0.00004301119,0.009423058,0.0005078707,0.00009209076,0.001032748,0.0003127521,0.0003852653,0.008217515],"study_design_scores_gemma":[0.0000224017,0.0003220861,0.9374382,0.0001325494,0.0001112852,0.05255601,0.004966265,0.0006700549,0.0006331332,0.0008237757,0.002281653,0.0000425967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908742,0.001442434,0.0006060076,0.0002401386,0.00004931213,0.00004024033,0.0004867987,0.0000206101,0.006240255],"genre_scores_gemma":[0.9978489,0.0005964598,0.00045396,0.00006665412,0.00006795346,0.00002004846,0.0003305592,0.00001475917,0.0006008368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008066241,"threshold_uncertainty_score":0.02698427,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3182471049","doi":"10.1007/s10029-021-02455-z","title":"Shouldice Hospital comments on “Shouldice standard 2020: review of current literature and results of an international consensus meeting”","year":2021,"lang":"en","type":"letter","venue":"Hernia","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"Medicine; Consensus conference; Abdominal surgery; Current (fluid); General surgery; Intensive care medicine; Surgery; Internal medicine","authors":[{"name":"Péter Szász","is_ca":true},{"name":"Fernando Antônio Campelo Spencer Netto","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0320324264954293,"gpt":0.3571583781512786,"spread":0.3251259516558493,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008479409,0.0009232312,0.001678015,0.001191331,0.004790673,0.005264692,0.002330759,0.06542423,0.01075285],"category_scores_gemma":[0.04288643,0.001092092,0.00189495,0.001205273,0.003091793,0.003269437,0.002720155,0.03277798,0.008363898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00650365,"about_ca_system_score_gemma":0.01336855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01203605,"about_ca_topic_score_gemma":0.02477182,"domain_scores_codex":[0.9906811,0.002250195,0.001763426,0.0007095634,0.002930727,0.001664974],"domain_scores_gemma":[0.9755536,0.01023674,0.002829188,0.0005505182,0.006333096,0.004496874],"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":[0.00005827024,0.00002327026,0.0004946017,0.00007676437,0.00001189024,0.000868779,0.00009474868,0.00002908089,0.00008538713,0.0009010623,0.994294,0.003062191],"study_design_scores_gemma":[0.0001437969,0.00007395096,0.002380947,0.000850378,0.00005663261,0.0009720002,0.0007968611,0.0002127306,0.0002854133,0.002501549,0.9916233,0.0001023774],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003410796,0.0007305077,0.00009608366,0.9718402,0.02351366,0.00002886165,0.0001010016,0.00002875251,0.003319752],"genre_scores_gemma":[0.001948131,0.0004534218,0.0001894108,0.9761319,0.01593611,0.00003731797,0.00004289529,0.00002240912,0.00523841],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06542423,"threshold_uncertainty_score":0.04718757,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4368361889","doi":"10.1007/s10029-023-02801-3","title":"Surgical aspects and early morbidity of patients undergoing open recurrent inguinal hernia repair","year":2023,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University; Kingston Health Sciences Centre; Thornhill Medical (Canada)","funders":"","keywords":"Medicine; Inguinal hernia; Surgery; Hernia; Incidence (geometry); Abdominal surgery; General surgery; Hernia repair","authors":[{"name":"Fernando Antônio Campelo Spencer Netto","is_ca":true},{"name":"Marguerite Mainprize","is_ca":true},{"name":"Ayse Yilbas","is_ca":true},{"name":"Cassim Degani","is_ca":true},{"name":"Anton Svendrovski","is_ca":false},{"name":"Péter Szász","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03798909635584685,"gpt":0.3151346371596856,"spread":0.2771455408038388,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003065282,0.000266061,0.0003598999,0.0008885873,0.0006489167,0.0007444049,0.0003055851,0.0006066493,0.002845716],"category_scores_gemma":[0.002785519,0.0002034464,0.0004950169,0.001040071,0.0004168422,0.0006087477,0.0005569893,0.0008665117,0.0003289146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002685207,"about_ca_system_score_gemma":0.0004055048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001657164,"about_ca_topic_score_gemma":0.002706056,"domain_scores_codex":[0.9997011,0.00006912031,0.00004548003,0.0000259497,0.00005741599,0.0001008652],"domain_scores_gemma":[0.9981206,0.0004436156,0.0006771198,0.0000475395,0.000106296,0.000604819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001483213,0.00008818043,0.9972562,0.000015258,0.00002780604,0.0007369891,0.000147154,0.00003867285,0.0002188869,0.0000378702,0.00006181448,0.001222812],"study_design_scores_gemma":[0.000003476514,0.000242202,0.9965162,0.000008452036,0.00001989041,0.002137779,0.0007931174,0.00005756106,0.00004207539,0.0000419423,0.0001296295,0.000007642604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983128,0.0004755247,0.00003242836,0.00008338049,0.00001632556,0.000004203065,0.0001083991,0.00000189422,0.0009650083],"genre_scores_gemma":[0.9992753,0.0003016361,0.00004084397,0.00004245505,0.00004514717,0.00000377636,0.0001242274,0.000001841062,0.0001646978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002845716,"threshold_uncertainty_score":0.009519815,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3033046382","doi":"10.1007/s10029-020-02241-3","title":"Comment to: Hernia research in developing countries—are we looking for needles in haystacks? Establishing databases is the key","year":2020,"lang":"en","type":"letter","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Medicine; Key (lock); Abdominal surgery; General surgery; Hernia; Surgery; Computer science; Computer security","authors":[{"name":"John E. Morrison","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1783527973698383,"gpt":0.3891535465140724,"spread":0.2108007491442341,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006271766,0.0009999827,0.001763921,0.001377759,0.006251325,0.006686074,0.00259827,0.08822966,0.01581398],"category_scores_gemma":[0.050407,0.001300134,0.001462316,0.001683193,0.005140894,0.007938817,0.003465374,0.06177437,0.01066473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006348185,"about_ca_system_score_gemma":0.01408456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02215295,"about_ca_topic_score_gemma":0.02876691,"domain_scores_codex":[0.9937983,0.001469585,0.000981229,0.0008115322,0.001777683,0.001161584],"domain_scores_gemma":[0.971334,0.01337338,0.002451607,0.0007173134,0.006235739,0.005887844],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003960896,0.00002078353,0.000856746,0.00005712268,0.00001106769,0.0007761705,0.0001697968,0.00003551574,0.00007315871,0.001384106,0.9940727,0.002503103],"study_design_scores_gemma":[0.0001809076,0.00007787978,0.002712002,0.0008441014,0.00005275689,0.001333788,0.00178184,0.0005034115,0.0002029008,0.006559183,0.9856033,0.0001479148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001601567,0.0002263749,0.00003455727,0.987744,0.0106807,0.000009765533,0.00005897666,0.00001241567,0.0010731],"genre_scores_gemma":[0.0009546566,0.0002724918,0.00009612943,0.977782,0.01816398,0.00002460619,0.00002434936,0.0000136721,0.002668134],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9937282,"threshold_uncertainty_score":0.052903,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4310965713","doi":"10.1007/s10029-022-02729-0","title":"Comparison of two-dimensional measurement with three-dimensional volume rendering for the assessment of loss of domain in incisional hernia patients","year":2022,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Incisional hernia; Hernia; Predictive value; Nuclear medicine; Gold standard (test); Kappa; Radiology; Perioperative; Abdominal surgery; Surgery; Mathematics; Geometry; Internal medicine","authors":[{"name":"Marja A. Boermeester","is_ca":true},{"name":"N. H. J. Lobé","is_ca":false},{"name":"Marc Engelbrecht","is_ca":false},{"name":"Allard S. Timmer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0429000006031776,"gpt":0.3263598926289524,"spread":0.2834598920257748,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001778593,0.0004895348,0.0005561856,0.002096382,0.0002450966,0.002280083,0.0006544533,0.0007602865,0.001668263],"category_scores_gemma":[0.008998988,0.0003208983,0.0004268666,0.0008921819,0.0006252624,0.001443323,0.000979992,0.0006576352,0.0002650081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002924641,"about_ca_system_score_gemma":0.000419325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001869186,"about_ca_topic_score_gemma":0.001080735,"domain_scores_codex":[0.999182,0.0003238717,0.00008952458,0.00007173607,0.0002371456,0.00009555159],"domain_scores_gemma":[0.9967334,0.001792341,0.0003951885,0.0003085588,0.0005310177,0.0002394831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01353804,0.0007713538,0.4090091,0.001050461,0.0003456477,0.002314346,0.004449814,0.01578989,0.1345114,0.003520133,0.001883899,0.4128158],"study_design_scores_gemma":[0.000264311,0.002854264,0.7355434,0.0003008528,0.0005034915,0.009765469,0.003888791,0.1921488,0.04783855,0.003085924,0.003392116,0.0004139328],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9385926,0.002014623,0.05383562,0.000308214,0.000137422,0.0001596656,0.0004462429,0.0005263497,0.003979429],"genre_scores_gemma":[0.9875995,0.0004037877,0.0114669,0.00004347777,0.00002837886,0.00003900802,0.00009787043,0.00007419484,0.0002468324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002280083,"threshold_uncertainty_score":0.009406209,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}