{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":27,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":27,"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":"eebfbfcaab71","filters":{"venue":"Multimedia Manual of Cardio-Thoracic Surgery"}},"results":[{"id":"W2132553066","doi":"10.1093/mmcts/mmu018","title":"The Ross procedure: total root technique","year":2014,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Aortic Disease and Treatment Approaches","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Aortic root; Root (linguistics); Medicine; Ross procedure; Cardiology; Aorta; Stenosis","authors":[{"name":"Jessica Forcillo","is_ca":true},{"name":"Nancy Poirier","is_ca":true},{"name":"I. El-Hamamsy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02102771539437553,"gpt":0.2976938013566836,"spread":0.276666085962308,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003996294,0.000729243,0.0005025429,0.0008338649,0.0004938756,0.0006029066,0.0004949435,0.001194543,0.003368336],"category_scores_gemma":[0.0006338481,0.0002123351,0.0007496872,0.0002520836,0.0007460468,0.0008473308,0.0009692158,0.001266014,0.001659013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001422918,"about_ca_system_score_gemma":0.0004452025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002095032,"about_ca_topic_score_gemma":0.0006739011,"domain_scores_codex":[0.9996234,0.00004532029,0.000041405,0.0001167559,0.0001187586,0.00005428273],"domain_scores_gemma":[0.9997916,0.00005811644,0.00003598724,0.00004674836,0.00001355667,0.00005401994],"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":[0.0004813046,0.0002745828,0.009335513,0.001386004,0.0002156221,0.02790632,0.0004237533,0.001783099,0.2254717,0.007451176,0.01219262,0.7130783],"study_design_scores_gemma":[0.0002708156,0.002852201,0.02237683,0.000311554,0.0003505438,0.8277625,0.0001208488,0.003338828,0.03595628,0.004976496,0.1014488,0.0002341866],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3371212,0.02915948,0.5566803,0.005901833,0.002031179,0.0006590525,0.0006638894,0.005435981,0.06234702],"genre_scores_gemma":[0.6005557,0.01356025,0.353743,0.003826561,0.002853993,0.0002882966,0.0005032386,0.0008478593,0.02382126],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003368336,"threshold_uncertainty_score":0.01126826,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2089961842","doi":"10.1510/mmcts.2009.004242","title":"Ex vivo lung perfusion and reconditioning","year":2011,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Ex vivo; Lung; Perfusion; Oxygenator; Oxygenation; Cardiopulmonary bypass; Artificial lung; In vivo; Anesthesia; Cardiology; Internal medicine; Biology","authors":[{"name":"Jonathan Yeung","is_ca":true},{"name":"Marcelo Cypel","is_ca":true},{"name":"Ehab Massad","is_ca":true},{"name":"Shaf Keshavjee","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05813553515887766,"gpt":0.3367328765768979,"spread":0.2785973414180203,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009175115,0.0005002305,0.000385532,0.0004345824,0.0002980835,0.0005318725,0.0006328603,0.000478538,0.007730558],"category_scores_gemma":[0.0005338674,0.0001860344,0.0003145603,0.0002298091,0.0005577097,0.0006992342,0.0005123211,0.0009581516,0.001005887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002244198,"about_ca_system_score_gemma":0.0003471806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00026435,"about_ca_topic_score_gemma":0.0004249887,"domain_scores_codex":[0.9995284,0.0001039171,0.00003605484,0.0001353879,0.0001434847,0.00005274462],"domain_scores_gemma":[0.999558,0.00010901,0.00007120569,0.0001538088,0.00005045341,0.000057529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001104906,0.0009366699,0.00149398,0.0003257103,0.00001736109,0.0004442581,0.000119962,0.0007922926,0.93047,0.001897026,0.001015119,0.06138266],"study_design_scores_gemma":[0.0001622574,0.0053606,0.01232226,0.00007550955,0.00005483643,0.002680432,0.00007962796,0.00510304,0.9501725,0.001122606,0.0228233,0.00004297126],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5642185,0.005698665,0.4018184,0.0006009116,0.0006457136,0.001986277,0.001819318,0.001922554,0.02128968],"genre_scores_gemma":[0.8118694,0.005607048,0.1529985,0.0006526322,0.000342827,0.003431068,0.002542934,0.0003342435,0.02222135],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.007730558,"threshold_uncertainty_score":0.02586126,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2148082437","doi":"10.1093/mmcts/mmv006","title":"Complex tricuspid valve repair for infective endocarditis: leaflet augmentation, chordae and annular reconstruction","year":2015,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Infective Endocarditis Diagnosis and Management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Medicine; Endocarditis; Infective endocarditis; Surgery; Tricuspid valve; Debridement (dental); Cardiology; Internal medicine","authors":[{"name":"Christopher L. Tarola","is_ca":true},{"name":"Katie L. Losenno","is_ca":true},{"name":"Michael Chu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06710379326192166,"gpt":0.3470206430342783,"spread":0.2799168497723566,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000378872,0.0007514606,0.0004752373,0.001002788,0.001172392,0.0007718424,0.000450462,0.0008421419,0.001409417],"category_scores_gemma":[0.001270411,0.0001702046,0.0006433296,0.000388937,0.0006615903,0.000382087,0.0008095479,0.0008501168,0.0006005063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002841924,"about_ca_system_score_gemma":0.0005466455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002350538,"about_ca_topic_score_gemma":0.0006817221,"domain_scores_codex":[0.9996783,0.00004779166,0.00006801471,0.00005818449,0.00006555773,0.00008215979],"domain_scores_gemma":[0.9994159,0.0001302891,0.0001423814,0.00005839645,0.00002405112,0.0002290676],"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":[0.0005445506,0.001447021,0.2521151,0.0004509756,0.0001765525,0.5776024,0.0009631112,0.00147919,0.03945138,0.000781857,0.001553736,0.1234341],"study_design_scores_gemma":[0.00003868904,0.0008997556,0.05297665,0.00004751377,0.00003276623,0.9400152,0.0001876031,0.0006965096,0.003076649,0.0001945961,0.001809987,0.00002413421],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98182,0.004160561,0.008679424,0.0005687344,0.000170788,0.0001097191,0.00005876927,0.00008274969,0.004349291],"genre_scores_gemma":[0.9947749,0.001018538,0.002953763,0.0002117728,0.0002710479,0.00002024304,0.0000702929,0.00001347226,0.0006658299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001409417,"threshold_uncertainty_score":0.004714966,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2070556206","doi":"10.1510/mmcts.2008.003806","title":"Repair of aortic valve cusp prolapse","year":2009,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Cusp (singularity); Aortic valve; Aortic valve replacement; Aortic valve repair; Margin (machine learning); Cardiology; Aortic Valve Insufficiency; Internal medicine; Surgery; Stenosis; Aorta; Aortic root","authors":[{"name":"Munir Boodhwani","is_ca":true},{"name":"Laurent de Kerchove","is_ca":false},{"name":"David Glineur","is_ca":false},{"name":"Philippe Noirhomme","is_ca":false},{"name":"Gébrine El Khoury","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02246026518949511,"gpt":0.3562475901881837,"spread":0.3337873249986886,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003528949,0.0002536565,0.0003494916,0.0005280318,0.0003020781,0.0003747222,0.0003150192,0.000336825,0.003750044],"category_scores_gemma":[0.001055352,0.00009078196,0.0003049951,0.0001673683,0.0003363159,0.00021132,0.0004410313,0.0004242886,0.001002931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001062854,"about_ca_system_score_gemma":0.0002911857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001174304,"about_ca_topic_score_gemma":0.0002169743,"domain_scores_codex":[0.9998891,0.00002275153,0.00001604649,0.00001655905,0.00003473544,0.00002073122],"domain_scores_gemma":[0.9995381,0.0001381141,0.0001091945,0.0000492816,0.00002745926,0.0001379958],"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":[0.0007538659,0.0002983248,0.040465,0.001825858,0.0001495783,0.03592158,0.0005176288,0.0005002697,0.07410539,0.002230717,0.008334502,0.8348974],"study_design_scores_gemma":[0.0002139909,0.004412945,0.1325372,0.001160825,0.0001588536,0.7305144,0.0007670519,0.002010325,0.03024234,0.004845466,0.09306539,0.00007115967],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7682084,0.1566792,0.03685504,0.00341718,0.003041929,0.0001005892,0.0002006913,0.0009074156,0.03058946],"genre_scores_gemma":[0.9466342,0.02969627,0.009978511,0.0008138757,0.001710755,0.00002240082,0.000130158,0.00004274589,0.01097108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003750044,"threshold_uncertainty_score":0.01254517,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2262726453","doi":"10.1093/mmcts/mmv042","title":"Minimally invasive endoscopic repair of atrial septal defects via right minithoracotomy","year":2016,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Cardiovascular and Diving-Related Complications","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Medicine; Percutaneous; Surgery; Thoracotomy; Catheter","authors":[{"name":"Jeevan Nagendran","is_ca":true},{"name":"Hamad F. Al Habib","is_ca":true},{"name":"Bob Kiaii","is_ca":true},{"name":"Michael Chu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01990002303658044,"gpt":0.2865439769030997,"spread":0.2666439538665193,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002111992,0.0003970371,0.0002614569,0.0004198826,0.0002373624,0.0003274863,0.0002568252,0.0003282962,0.001958452],"category_scores_gemma":[0.0003812965,0.0001197561,0.0005441451,0.0001180515,0.000307702,0.0004936377,0.0004789004,0.0005372989,0.0004030909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009717024,"about_ca_system_score_gemma":0.0002749208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001448669,"about_ca_topic_score_gemma":0.0004567126,"domain_scores_codex":[0.9998671,0.00002017937,0.0000231475,0.0000273497,0.00003601921,0.00002621726],"domain_scores_gemma":[0.9998085,0.00004453451,0.00005081875,0.00003039656,0.000009323802,0.00005651293],"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":[0.001593098,0.0009362512,0.04011194,0.0009946914,0.0002453687,0.08036584,0.0004979116,0.001207544,0.3234418,0.002022909,0.003951516,0.5446311],"study_design_scores_gemma":[0.000328202,0.006392496,0.1652555,0.0003036502,0.0002024024,0.7415398,0.0003100571,0.003301698,0.04130057,0.001251464,0.03967538,0.0001387817],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9379607,0.009870968,0.03960427,0.0008913017,0.0006425361,0.0002128223,0.0001870589,0.0004906933,0.01013954],"genre_scores_gemma":[0.9476094,0.004277006,0.04338581,0.0005351233,0.00059568,0.00008164213,0.000217351,0.00004638402,0.003251634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001958452,"threshold_uncertainty_score":0.006551683,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4237763674","doi":"10.1510/mmcts.2008.003475","title":"Postpneumonectomy syndrome","year":2009,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Tracheal and airway disorders","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":"Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Medicine; Pneumonectomy; Mediastinal Shift; Surgery; Mediastinum; Complication; Lung cancer; Bronchoscopy; Bronchus; Radiology; Lung; Respiratory disease; Internal medicine","authors":[{"name":"George Rakovich","is_ca":true},{"name":"Jean S. Bussières","is_ca":false},{"name":"Eric Fréchette","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02195504729382119,"gpt":0.3020531118358112,"spread":0.28009806454199,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001110956,0.0008658618,0.0005754004,0.0008743227,0.000607649,0.0004055152,0.0004251993,0.001118033,0.004697839],"category_scores_gemma":[0.001636838,0.0001706053,0.0003051045,0.0005955935,0.0007167834,0.0006759569,0.0006227143,0.00103186,0.000812379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002821252,"about_ca_system_score_gemma":0.0004522909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005559908,"about_ca_topic_score_gemma":0.0007115937,"domain_scores_codex":[0.9997906,0.00002547369,0.00001675604,0.00003345756,0.00007554619,0.0000581583],"domain_scores_gemma":[0.9995562,0.0001231808,0.000123682,0.00002079374,0.00003648611,0.000139658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001455852,0.00009992268,0.0855439,0.0003301213,0.00006918189,0.8728864,0.000368685,0.0002041802,0.01079252,0.001285089,0.002996926,0.02527754],"study_design_scores_gemma":[0.0000224017,0.0001836059,0.05351064,0.00004544894,0.00001747872,0.9430453,0.00009181324,0.0001371417,0.000584476,0.0003659412,0.001984858,0.00001100121],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9230233,0.0182935,0.005120344,0.002306783,0.0004621118,0.0002254543,0.0005744004,0.0005236198,0.04947053],"genre_scores_gemma":[0.993278,0.002992579,0.0004288189,0.0006078393,0.0002081062,0.00005110109,0.0002544693,0.00001443276,0.002164608],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004697839,"threshold_uncertainty_score":0.01571578,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2106128799","doi":"10.1510/mmcts.2007.002790","title":"Valve repair for traumatic tricuspid regurgitation","year":2008,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Regurgitation (circulation); Tricuspid valve; Blunt; Complication; Cardiology; Tricuspid Valve Insufficiency; Surgery; Thoracic trauma; Internal medicine; Right heart failure; Heart failure","authors":[{"name":"S. Chris Malaisrie","is_ca":false},{"name":"Edwin C. McGee","is_ca":false},{"name":"Richard Lee","is_ca":false},{"name":"Patrick M. McCarthy","is_ca":false},{"name":"Gideon Cohen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08097960656440514,"gpt":0.3378308145866216,"spread":0.2568512080222165,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000215676,0.0003195781,0.0005273957,0.0007300534,0.0006579875,0.0004455056,0.0004070453,0.000666803,0.004407453],"category_scores_gemma":[0.001615099,0.00009619346,0.0004475522,0.000335423,0.000346785,0.0002825955,0.0003748194,0.0008235623,0.001981462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002114833,"about_ca_system_score_gemma":0.0003657376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000257619,"about_ca_topic_score_gemma":0.0003274588,"domain_scores_codex":[0.9998323,0.00002272616,0.00002027933,0.00002271438,0.00005997285,0.00004205315],"domain_scores_gemma":[0.9995064,0.0000981593,0.0001177743,0.00004242739,0.00003310727,0.0002021596],"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":[0.0008725593,0.0004874453,0.05210514,0.001527469,0.000215539,0.221879,0.0005809741,0.0006944399,0.02289886,0.001911613,0.02592088,0.6709061],"study_design_scores_gemma":[0.0001461321,0.001372195,0.02892222,0.0003003945,0.00005742301,0.9407712,0.0001622969,0.0008141279,0.003697154,0.001056938,0.02267466,0.0000253629],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7086031,0.1795399,0.0405347,0.01018715,0.008130336,0.0001701349,0.0003439685,0.002138797,0.05035182],"genre_scores_gemma":[0.9638578,0.02175238,0.005114266,0.001064305,0.002988548,0.00002514243,0.0002303722,0.00008098966,0.004886196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004407453,"threshold_uncertainty_score":0.01474446,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2467726807","doi":"10.1093/mmcts/mmw003","title":"Pulmonary valve replacement in older children and adults using stented bioprostheses","year":2016,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Medicine; Tetralogy of Fallot; Asymptomatic; Cardiology; Internal medicine; Regurgitation (circulation); Pulmonary regurgitation; Pulmonary Valve Insufficiency; Exercise intolerance; Surgery; Heart failure; Heart disease","authors":[{"name":"Fredrik Halvorsen","is_ca":true},{"name":"Christoph Haller","is_ca":true},{"name":"Edward Hickey","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02319022857985006,"gpt":0.3035529980529919,"spread":0.2803627694731418,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002463627,0.000128069,0.0001609499,0.0007813947,0.0003228813,0.0002991405,0.00009902375,0.0002685118,0.002879846],"category_scores_gemma":[0.0009041977,0.00007825754,0.0001456047,0.0005190868,0.0002093614,0.0003270014,0.0003356083,0.0003868726,0.0003077651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001728614,"about_ca_system_score_gemma":0.0002962911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00175522,"about_ca_topic_score_gemma":0.003483456,"domain_scores_codex":[0.9998273,0.00003008296,0.00003175141,0.00001942691,0.00005109627,0.00004037791],"domain_scores_gemma":[0.9996006,0.00007367576,0.0001816366,0.00001072218,0.00002452118,0.0001088984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003111126,0.00005278187,0.9778404,0.0001005222,0.00001524123,0.004006158,0.0005386799,0.00001541446,0.00032932,0.0001750233,0.001229939,0.01566549],"study_design_scores_gemma":[0.000004601346,0.0001922188,0.9714766,0.0002645884,0.00002230804,0.01986459,0.001711734,0.00002913423,0.00009779059,0.00009433785,0.00623685,0.000005132664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709278,0.01802971,0.0001666701,0.00107945,0.0001270542,0.00002962998,0.0003447875,0.000008367982,0.009286572],"genre_scores_gemma":[0.9837811,0.0136835,0.0002179743,0.0005482167,0.0003111149,0.0000203646,0.0001915296,0.000002616425,0.001243584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002879846,"threshold_uncertainty_score":0.009634078,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2131976882","doi":"10.1510/mmcts.2004.000588","title":"Ventricular reconstruction or aneurysm repair using a modified linear repair technique with septal patch when indicated","year":2005,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Cardiac Structural Anomalies and Repair","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Aneurysm; Revascularization; Bypass grafting; Magnetic resonance imaging; Radiology; Resection; Cardiology; Artery; Internal medicine; Surgery; Myocardial infarction","authors":[{"name":"Lynda L. Mickleborough","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02979809029107983,"gpt":0.297295221794317,"spread":0.2674971315032372,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001804081,0.0007535783,0.0004159955,0.001227317,0.0003418046,0.000367177,0.0007929799,0.0009046906,0.00848611],"category_scores_gemma":[0.0004375358,0.0002516245,0.0007658697,0.0003022101,0.0003421067,0.000505685,0.000561657,0.001478976,0.002827207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002054002,"about_ca_system_score_gemma":0.0002439047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001104436,"about_ca_topic_score_gemma":0.0004909786,"domain_scores_codex":[0.9999019,0.00001598261,0.0000139198,0.00002622067,0.00002268195,0.00001924385],"domain_scores_gemma":[0.9998561,0.00003827636,0.00002866619,0.00001611766,0.000007999483,0.00005274903],"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":[0.000505414,0.001063119,0.01639357,0.00142342,0.0003690371,0.1869969,0.0001721769,0.002742026,0.0903444,0.005117555,0.05080537,0.6440669],"study_design_scores_gemma":[0.0000744536,0.001581068,0.01438162,0.0002027359,0.0001064349,0.9021648,0.00006856699,0.001781223,0.004573073,0.002307596,0.07268084,0.00007765184],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2872531,0.1703544,0.3442033,0.02598742,0.02885686,0.001281426,0.0007665625,0.005228611,0.1360684],"genre_scores_gemma":[0.5586533,0.09608243,0.1994499,0.01586648,0.02589694,0.0004302002,0.0009523978,0.0005092398,0.1021591],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00848611,"threshold_uncertainty_score":0.02838892,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406235144","doi":"10.1510/mmcts.2024.108","title":"Pulmonary sequestration 2: left lower lobe","year":2025,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Hôpital Maisonneuve-Rosemont; Université de Montréal","funders":"","keywords":"Pulmonary sequestration; Medicine; Embolization; Lung; Radiology; Surgery; Pulmonary artery; Internal medicine","authors":[{"name":"Marie-Eve Tuchon","is_ca":true},{"name":"Denise Ouellette","is_ca":true},{"name":"Alicia N. Truchon","is_ca":true},{"name":"Véronique Caty","is_ca":true},{"name":"George Rakovich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02455164735943927,"gpt":0.3232686221874772,"spread":0.2987169748280379,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001343179,0.0006014623,0.0004187897,0.00110555,0.0004995103,0.0007885814,0.0003824321,0.001694707,0.02331353],"category_scores_gemma":[0.0007630381,0.0001953332,0.0003399093,0.000494075,0.0004765967,0.0007370558,0.0006698412,0.001149735,0.00399667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000551544,"about_ca_system_score_gemma":0.0005287497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001283373,"about_ca_topic_score_gemma":0.001424823,"domain_scores_codex":[0.9998274,0.00001375322,0.00001370639,0.00004807271,0.00004388732,0.00005321428],"domain_scores_gemma":[0.9997621,0.00006963161,0.00005017654,0.00002010845,0.00001826427,0.00007977634],"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":[0.0001455858,0.00005696277,0.01729946,0.0003745164,0.00001684197,0.892265,0.0001801227,0.0004466991,0.01492085,0.004162012,0.01556617,0.05456577],"study_design_scores_gemma":[0.00001377836,0.00004959112,0.004059163,0.0000453906,0.000008578219,0.9847993,0.00003601083,0.0002365163,0.00155729,0.0005735491,0.008610493,0.00001030559],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6854689,0.04061693,0.02893707,0.0170332,0.00246169,0.0007001249,0.003986602,0.003825001,0.2169705],"genre_scores_gemma":[0.9342841,0.004848532,0.007761088,0.00413915,0.003166486,0.0001011413,0.001190801,0.0002450831,0.0442636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02331353,"threshold_uncertainty_score":0.07799149,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407408241","doi":"10.1510/mmcts.2024.128","title":"Post-oesophagectomy hiatal hernia","year":2025,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Hôpital Maisonneuve-Rosemont; Université de Montréal","funders":"","keywords":"Medicine; Hiatal hernia; Epigastric pain; Surgery; Nausea; Asymptomatic; Diaphragm (acoustics); Hernia; General surgery; Vomiting; Reflux; Internal medicine","authors":[{"name":"Marie-Eve Tuchon","is_ca":true},{"name":"Alicia N. Truchon","is_ca":true},{"name":"Denise Ouellette","is_ca":true},{"name":"George Rakovich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01787880873949677,"gpt":0.3187802753398761,"spread":0.3009014666003793,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008607219,0.0002853675,0.000169801,0.0004402683,0.000286256,0.0003259939,0.0002126009,0.0005913574,0.008267222],"category_scores_gemma":[0.0005646048,0.00006411623,0.0002317938,0.0001857973,0.0001870918,0.0003998076,0.0002429575,0.0007846667,0.001180802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002423742,"about_ca_system_score_gemma":0.0002068159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007285602,"about_ca_topic_score_gemma":0.001652931,"domain_scores_codex":[0.999947,0.000004782272,0.00000399854,0.000005608329,0.00001808294,0.00002046144],"domain_scores_gemma":[0.9998848,0.00003598116,0.00001854891,0.000004770997,0.00001057743,0.0000451474],"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":[0.0003063157,0.0002149533,0.05251611,0.0006565169,0.00004917433,0.7566189,0.0003956856,0.0002484593,0.007974433,0.001872433,0.02716758,0.1519794],"study_design_scores_gemma":[0.0000255615,0.0006411613,0.07939561,0.00023986,0.00002864915,0.8532529,0.0004306747,0.000165527,0.00198735,0.0002437116,0.06357244,0.0000165177],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7224211,0.09621104,0.005515929,0.0095441,0.007662236,0.0002296751,0.001027877,0.0007225811,0.1566656],"genre_scores_gemma":[0.919543,0.03053161,0.002314902,0.003100072,0.005345196,0.00005238382,0.0009623753,0.00005958234,0.03809097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008267222,"threshold_uncertainty_score":0.02765661,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401203588","doi":"10.1510/mmcts.2023.106","title":"Re-sternotomy in complex aortic surgery: careful individualized planning for a safe opening","year":2024,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Ventricle; Median sternotomy; Decompression; Surgery; Cardiology","authors":[{"name":"Ignacio Morales-Rey","is_ca":false},{"name":"Eduard Quintana","is_ca":false},{"name":"Jorge Alcocer","is_ca":false},{"name":"Daniel Pereda","is_ca":false},{"name":"María Ascaso","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08095548469965194,"gpt":0.3840945917340642,"spread":0.3031391070344123,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001203346,0.000764004,0.0005296892,0.001368135,0.001297069,0.001811548,0.0007359326,0.001694389,0.00487474],"category_scores_gemma":[0.003747202,0.0002792131,0.0006808628,0.0003034776,0.0007818699,0.002057153,0.001540332,0.003498277,0.001750589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004700009,"about_ca_system_score_gemma":0.001418772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005332566,"about_ca_topic_score_gemma":0.001382827,"domain_scores_codex":[0.9994469,0.0001554662,0.00007368517,0.0000628311,0.0001777223,0.00008340073],"domain_scores_gemma":[0.9988938,0.0004410281,0.0001489244,0.00007411165,0.0000875146,0.000354609],"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":[0.0005681727,0.0006128619,0.03981094,0.001240067,0.0001045527,0.08294091,0.002936912,0.005933196,0.01831577,0.008858268,0.08972493,0.7489535],"study_design_scores_gemma":[0.0001705474,0.001395721,0.1611059,0.004609244,0.0002231003,0.4807824,0.01024468,0.01285337,0.009550766,0.06864519,0.2498361,0.0005830107],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2873304,0.1039788,0.3166044,0.110276,0.009402326,0.001459361,0.0005551795,0.003633726,0.1667598],"genre_scores_gemma":[0.7142669,0.04672815,0.2073587,0.006271872,0.01000491,0.0007086988,0.0005964731,0.0004656039,0.01359872],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00487474,"threshold_uncertainty_score":0.01630759,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400456032","doi":"10.1510/mmcts.2024.041","title":"Minimally invasive aortic valve replacement through a right anterior thoracotomy","year":2024,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Thoracotomy; Aortic valve replacement; Surgery; Aortic valve; Median sternotomy; Cardiology","authors":[{"name":"Hugo Monteiro Neder Issa","is_ca":true},{"name":"Marc Ruel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02253726420748613,"gpt":0.3239608119039362,"spread":0.3014235476964501,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002978769,0.0002433096,0.0002256522,0.0002953534,0.000166101,0.0003708716,0.0001517448,0.0001702335,0.001957736],"category_scores_gemma":[0.0004702451,0.00007052377,0.0003193884,0.00007959305,0.0002517877,0.0003222373,0.0002537448,0.0002652048,0.0003494902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001044471,"about_ca_system_score_gemma":0.000234991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001598852,"about_ca_topic_score_gemma":0.0002939852,"domain_scores_codex":[0.9998036,0.00003457911,0.00001897593,0.00003822109,0.00007706851,0.00002755034],"domain_scores_gemma":[0.9997129,0.00009839526,0.00007052926,0.000042774,0.00001665203,0.00005864847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"case_report","study_design_scores_codex":[0.00592484,0.002321303,0.08601756,0.0004921935,0.0003369277,0.01994052,0.0005779683,0.001690102,0.4781292,0.001475058,0.001520518,0.4015739],"study_design_scores_gemma":[0.0004568129,0.05446971,0.4553512,0.0003026959,0.0005111008,0.3365088,0.0006298976,0.00779209,0.1203736,0.0007921627,0.02265597,0.0001559392],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876841,0.001870496,0.005908609,0.0001233089,0.000088963,0.00003813046,0.0001064098,0.00008515178,0.00409479],"genre_scores_gemma":[0.994589,0.000873695,0.003436878,0.0000787868,0.00009221314,0.00002215402,0.0001032397,0.000007975751,0.0007960945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001957736,"threshold_uncertainty_score":0.006549299,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402359848","doi":"10.1510/mmcts.2024.090","title":"Total aortic arch replacement with frozen elephant trunk technique for intramural haematoma of the thoracic aorta","year":2024,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Aortic Disease and Treatment Approaches","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Elephant trunks; Medicine; Aortic arch; Ascending aorta; Thoracic aorta; Aorta; Descending aorta; Surgery; Intercostal arteries; Anatomy","authors":[{"name":"Mykhailo Kryvetskyi","is_ca":false},{"name":"Ignacio Morales-Rey","is_ca":false},{"name":"Monica Maria Mittal","is_ca":false},{"name":"Jorge Alcocer","is_ca":false},{"name":"María Ascaso","is_ca":true},{"name":"Eduard Quintana","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03014479845540788,"gpt":0.3292788349823127,"spread":0.2991340365269048,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001291504,0.0005030418,0.000224113,0.0006060468,0.0004363298,0.0003409992,0.0003617732,0.0006882889,0.003892406],"category_scores_gemma":[0.0002599509,0.0001429156,0.000430901,0.0001713425,0.0002855073,0.0004009951,0.0002834155,0.001229515,0.000711046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002408203,"about_ca_system_score_gemma":0.0002801763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004840313,"about_ca_topic_score_gemma":0.001364205,"domain_scores_codex":[0.9999604,0.00000458976,0.000004454228,0.00000600768,0.00001169919,0.00001289752],"domain_scores_gemma":[0.999959,0.00001434732,0.000006051395,0.000003375196,0.000001654052,0.00001558128],"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":[0.0003996207,0.000560837,0.0103065,0.000570822,0.00009768273,0.7305502,0.0005762248,0.001538765,0.0504908,0.003404442,0.02484923,0.1766548],"study_design_scores_gemma":[0.00007640912,0.0007303476,0.009799917,0.0001615413,0.00004413473,0.9423668,0.0001155206,0.001476513,0.005332886,0.001206533,0.03865791,0.00003155118],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.74156,0.06584653,0.07350455,0.01646898,0.009049169,0.0004501346,0.0005735544,0.001680459,0.09086649],"genre_scores_gemma":[0.8937081,0.03124538,0.03819033,0.003011464,0.006865733,0.00009980059,0.0003559801,0.00008089301,0.02644231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003892406,"threshold_uncertainty_score":0.01302135,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414625974","doi":"10.1510/mmcts.2025.105","title":"Operative management for extent II thoracoabdominal aortoiliac reconstruction for pneumococcal aortitis","year":2025,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Infectious Aortic and Vascular Conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Aortitis; Contraindication; Mycotic aneurysm; Aorta; Aortic bifurcation; Positron emission tomography; Cardiac surgery; Aneurysm; Thoracic aorta","authors":[{"name":"X S","is_ca":false},{"name":"María Ascaso","is_ca":true},{"name":"Robert Pruna‐Guillen","is_ca":false},{"name":"Marta Hernández‐Meneses","is_ca":false},{"name":"Eduard Quintana","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02104171746933852,"gpt":0.3498023891480382,"spread":0.3287606716786997,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001358063,0.0006493695,0.00042536,0.0007497619,0.001167064,0.0005224833,0.0003227437,0.0009568685,0.001695405],"category_scores_gemma":[0.000568728,0.0002040541,0.0004860221,0.0003015102,0.0004566362,0.0003121304,0.0004943407,0.001098153,0.0003720004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000331711,"about_ca_system_score_gemma":0.0005428018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005482211,"about_ca_topic_score_gemma":0.00124042,"domain_scores_codex":[0.9998565,0.00001397288,0.0000163606,0.00002296016,0.00002400058,0.00006624206],"domain_scores_gemma":[0.9997633,0.00003649642,0.00004725831,0.00001441182,0.000009651139,0.0001287931],"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":[0.0005726359,0.0003794775,0.1548268,0.000266932,0.00007703574,0.783521,0.0004498899,0.0006588456,0.02018916,0.0003537791,0.001638582,0.03706599],"study_design_scores_gemma":[0.00005597848,0.0006728871,0.1023027,0.0001553841,0.00005398785,0.8890922,0.0006069943,0.0009201062,0.0026743,0.0003328642,0.003104786,0.00002781011],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766731,0.007925603,0.005377111,0.001742049,0.000279887,0.0001207091,0.0001108376,0.0001510362,0.007619677],"genre_scores_gemma":[0.9957325,0.001535971,0.001210021,0.000332527,0.0003009344,0.0000219087,0.000104083,0.000009769886,0.0007522754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001695405,"threshold_uncertainty_score":0.00567168,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4306167832","doi":"10.1510/mmcts.2022.080","title":"Hybrid arch frozen elephant trunk repair for acute type A aortic dissection: Extra-anatomic subclavian reconstruction","year":2022,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Aortic Disease and Treatment Approaches","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec; St. Michael's Hospital; Western University; Queen's University; London Health Sciences Centre; University of Toronto","funders":"","keywords":"Elephant trunks; Medicine; Aortic arch; Aortic dissection; Perioperative; Subclavian artery; Surgery; Dissection (medical); Subclavian steal syndrome; Radiology; Cardiology; Aorta","authors":[{"name":"Grace Lee","is_ca":true},{"name":"Malak Elbatarny","is_ca":true},{"name":"Junichi Shimamura","is_ca":true},{"name":"François Dagenais","is_ca":true},{"name":"Mark D. Peterson","is_ca":true},{"name":"Maral Ouzounian","is_ca":true},{"name":"Michael Chu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03947319666996217,"gpt":0.3343005233524448,"spread":0.2948273266824826,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002572901,0.0004594874,0.0002284884,0.0008281801,0.0005281762,0.0005441038,0.0003355083,0.0009781274,0.005349245],"category_scores_gemma":[0.0005216569,0.0001276422,0.0004243418,0.0002148943,0.0005747648,0.0007078464,0.0005654996,0.001688524,0.001247613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002610106,"about_ca_system_score_gemma":0.0004692196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003288644,"about_ca_topic_score_gemma":0.001044039,"domain_scores_codex":[0.9999245,0.00001323968,0.00001057569,0.00001351035,0.00002145385,0.00001666475],"domain_scores_gemma":[0.9998791,0.00004034443,0.00001956006,0.00001156919,0.000006800512,0.00004261429],"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":[0.000306083,0.0006031257,0.04256629,0.0008184599,0.00008251337,0.2783235,0.0008586332,0.002091442,0.0411276,0.0072506,0.02683105,0.5991406],"study_design_scores_gemma":[0.00006944838,0.0009600014,0.02872689,0.0008351338,0.0000679917,0.8940308,0.0004622346,0.002637794,0.005940029,0.007809673,0.05838725,0.00007280266],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5544891,0.07207621,0.1721642,0.03450355,0.007203812,0.0004888024,0.0004041003,0.002138662,0.1565316],"genre_scores_gemma":[0.8454406,0.03546542,0.08417334,0.008231004,0.008820533,0.0001502602,0.0003164015,0.0001463121,0.01725608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005349245,"threshold_uncertainty_score":0.01789504,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413006420","doi":"10.1510/mmcts.2025.075","title":"Bentall procedure with a continuous suture technique","year":2025,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Bentall procedure; Surgery; Ascending aorta; Regurgitation (circulation); Electrical conduit; Fibrous joint; Aortic root; Aortic valve; Aorta","authors":[{"name":"Mykhailo Kryvetskyi","is_ca":false},{"name":"María Ascaso","is_ca":true},{"name":"Robert Pruna‐Guillen","is_ca":false},{"name":"Simone Gasser","is_ca":false},{"name":"Francisco Mancebon","is_ca":false},{"name":"Manuel López-Baamonde","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01032464623360308,"gpt":0.3335387878092406,"spread":0.3232141415756375,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002712159,0.001077819,0.0006637248,0.00160835,0.0006947675,0.0006690533,0.0006105053,0.001262797,0.002156124],"category_scores_gemma":[0.0005344256,0.0003661675,0.001355033,0.0004456772,0.0004835835,0.0006611739,0.0007894145,0.001912343,0.001259827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002036191,"about_ca_system_score_gemma":0.0004084128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003261316,"about_ca_topic_score_gemma":0.000721028,"domain_scores_codex":[0.9996498,0.00002645359,0.00004536152,0.0001117956,0.00009496407,0.0000716536],"domain_scores_gemma":[0.9997358,0.0000355803,0.00005408637,0.00005825258,0.00001659252,0.00009975783],"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":[0.00161088,0.002144413,0.03706225,0.001058767,0.001216681,0.2923169,0.0008367433,0.00170887,0.2598567,0.004571344,0.007893232,0.3897233],"study_design_scores_gemma":[0.0002825368,0.004789824,0.04336479,0.00009906026,0.0002334812,0.914911,0.00009585787,0.002067269,0.009755973,0.0009262735,0.02335833,0.0001155138],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8372884,0.0115683,0.1163426,0.002798733,0.002579083,0.0004576195,0.0008699784,0.003639205,0.02445621],"genre_scores_gemma":[0.9228631,0.003177356,0.05799669,0.002132806,0.001630232,0.0001504942,0.0008910345,0.0002454061,0.01091278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002156124,"threshold_uncertainty_score":0.007212996,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415356549","doi":"10.1510/mmcts.2025.122","title":"Surgical repair of ruptured sinus of Valsalva aneurysm with aorto-mitral destruction","year":2025,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Coronary Artery Anomalies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Sinus (botany); Aneurysm; Pseudoaneurysm; Ventricle; Perforation; Mitral valve; Coronary sinus; Aortic sinus","authors":[{"name":"Mathieu Rheault-Henry","is_ca":true},{"name":"Wenteng Hou","is_ca":true},{"name":"Brandon Loshusan","is_ca":true},{"name":"Linrui Guo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01594513008798065,"gpt":0.2992796355373305,"spread":0.2833345054493498,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000400865,0.0007677437,0.0007518199,0.001660857,0.001522526,0.001023609,0.0007154615,0.001501055,0.00184661],"category_scores_gemma":[0.002340151,0.000400271,0.0009861815,0.0005382685,0.000849475,0.0008245104,0.00121016,0.001814566,0.0004922649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005287313,"about_ca_system_score_gemma":0.0007815097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003739799,"about_ca_topic_score_gemma":0.0007120263,"domain_scores_codex":[0.9994602,0.00007209613,0.00009981749,0.00009941849,0.0001028217,0.0001656114],"domain_scores_gemma":[0.9988261,0.0002804728,0.0003117688,0.0001279815,0.00003848441,0.0004152113],"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":[0.00009346409,0.00006602066,0.04022988,0.0001397118,0.00006171635,0.9415279,0.0002406271,0.0002167566,0.002950798,0.000554565,0.0007422592,0.01317633],"study_design_scores_gemma":[0.00001535287,0.00009639358,0.009390268,0.00003403478,0.00001385723,0.9877979,0.00013581,0.0002422794,0.0007055673,0.0003115008,0.001247767,0.000009216085],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9655834,0.01501313,0.008289131,0.003185061,0.001382496,0.0000794893,0.0002279137,0.0003143269,0.005924938],"genre_scores_gemma":[0.9944052,0.001767032,0.001636237,0.0004656602,0.0009238062,0.00001415917,0.000110596,0.00001967676,0.0006577002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00184661,"threshold_uncertainty_score":0.006177545,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413099620","doi":"10.1510/mmcts.2025.080","title":"Re-operative minimally invasive endoscopic mitral valve repair after partial atrioventricular canal repair","year":2025,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University Hospital","funders":"","keywords":"Medicine; Mitral valve repair; Surgery; Atrioventricular valve; Mitral valve; Atrioventricular canal; Fibrous joint; Minimally invasive cardiac surgery; Mitral regurgitation; Cardiology; Heart disease; Cardiac surgery","authors":[{"name":"Satoshi Arimura","is_ca":true},{"name":"Michael Chu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02073451172095252,"gpt":0.3094504870412751,"spread":0.2887159753203226,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004626935,0.0005352747,0.0007511807,0.0008655289,0.0009628237,0.0009564069,0.0006960422,0.001686791,0.002221545],"category_scores_gemma":[0.002689655,0.000216276,0.0007856832,0.0002858044,0.0008155696,0.001046413,0.001009421,0.002134197,0.000713089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004675254,"about_ca_system_score_gemma":0.0004118051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003650892,"about_ca_topic_score_gemma":0.0009267573,"domain_scores_codex":[0.9994146,0.00007163954,0.00009038571,0.0001058433,0.0001431109,0.0001744516],"domain_scores_gemma":[0.9984459,0.0004001385,0.0004159818,0.0001367134,0.00005904925,0.0005421696],"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":[0.0001281767,0.00007070258,0.02399313,0.0001115103,0.00005692029,0.948674,0.0003051526,0.0001566475,0.007219198,0.0004952539,0.0007948233,0.0179945],"study_design_scores_gemma":[0.000007846144,0.0001457656,0.008957157,0.00003429827,0.00001227827,0.9878588,0.0001606211,0.0002676404,0.001011981,0.000223761,0.001307721,0.00001203797],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703965,0.008841481,0.008596219,0.003449775,0.0009595268,0.00005183429,0.0001231845,0.0002453952,0.007336059],"genre_scores_gemma":[0.9941745,0.001318651,0.00191419,0.0006188232,0.000558799,0.00001250766,0.0001015135,0.0000348538,0.001266092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002221545,"threshold_uncertainty_score":0.007431865,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405638182","doi":"10.1510/mmcts.2024.095","title":"The Ross procedure for recurrently failed aortic valve procedures","year":2024,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Aortic Disease and Treatment Approaches","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Ross procedure; Bicuspid aortic valve; Surgery; Quality of life (healthcare); Aortic valve; Internal medicine; Cardiology; Prosthesis; Aortic valve replacement; Stenosis","authors":[{"name":"Brandon Loshusan","is_ca":true},{"name":"Nader S. Aboelnazar","is_ca":true},{"name":"Gustavo O Sampedro","is_ca":false},{"name":"Michael P. Chu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03677054786461286,"gpt":0.3425827433305279,"spread":0.305812195465915,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002080332,0.0005798202,0.0006918125,0.000666823,0.0006850671,0.0005317935,0.0002928469,0.001392279,0.001703318],"category_scores_gemma":[0.000826922,0.000124234,0.0006027639,0.0001874128,0.0004742694,0.0004470629,0.0004567317,0.00106274,0.0006574995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002533863,"about_ca_system_score_gemma":0.0004172619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000277792,"about_ca_topic_score_gemma":0.0006788643,"domain_scores_codex":[0.9998728,0.0000175209,0.00001847273,0.00001873012,0.00002240256,0.00004999256],"domain_scores_gemma":[0.9996426,0.00006727449,0.00007807164,0.00001972863,0.00001361847,0.0001787802],"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":[0.0002912828,0.0001648549,0.06117862,0.0002044352,0.00007583371,0.8797697,0.0004378246,0.0002750013,0.01558047,0.0007881486,0.001982127,0.03925163],"study_design_scores_gemma":[0.00001614093,0.0004054944,0.02292315,0.00007688239,0.0000250204,0.9706712,0.0001196271,0.0004592121,0.002023346,0.0003005538,0.002960616,0.00001863228],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9604455,0.01396793,0.01122214,0.003358243,0.0007301807,0.00009799658,0.0001358988,0.0003008695,0.009741316],"genre_scores_gemma":[0.9905192,0.00290263,0.003399371,0.0007541489,0.0006245659,0.00002408442,0.000119319,0.00003045453,0.001626261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001703318,"threshold_uncertainty_score":0.005698204,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388414120","doi":"10.1510/mmcts.2023.073","title":"Root-commando operation with a modified self-assembled aortic root conduit for endocarditis after sutureless aortic valve replacement","year":2023,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Infective Endocarditis Diagnosis and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Aortic root; Surgery; Endocarditis; Aortic valve replacement; Ventricular outflow tract; Aortic valve; Mitral valve replacement; Pseudoaneurysm; Ventricle; Cardiology; Mitral valve; Stenosis; Aorta; Aneurysm","authors":[{"name":"Anton Pechenenko","is_ca":false},{"name":"Maksym Rzhanyi","is_ca":false},{"name":"Robert Pruna‐Guillen","is_ca":false},{"name":"María Ascaso","is_ca":true},{"name":"Jorge Alcocer","is_ca":false},{"name":"Eduard Quintana","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02495586765298801,"gpt":0.3133072448234808,"spread":0.2883513771704928,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002835815,0.0006280374,0.0005056233,0.0004810087,0.0007459366,0.0006311174,0.0005009281,0.001188389,0.0005559429],"category_scores_gemma":[0.001131366,0.0002174992,0.0006800921,0.0001786617,0.0005629272,0.0003901919,0.000532012,0.001006211,0.0002392011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003122101,"about_ca_system_score_gemma":0.0003310702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002087149,"about_ca_topic_score_gemma":0.0004323707,"domain_scores_codex":[0.9997757,0.00003505675,0.00002997957,0.00004861052,0.00004994853,0.00006071537],"domain_scores_gemma":[0.9994277,0.0001627503,0.0001213215,0.0000847629,0.00001762205,0.000185786],"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":[0.0005940386,0.0005166266,0.03249339,0.0001505796,0.00007050318,0.8841665,0.0007176871,0.0003627677,0.05608403,0.0005304085,0.0002643583,0.02404902],"study_design_scores_gemma":[0.0001003509,0.00160612,0.02337552,0.00002873474,0.00005147654,0.9601031,0.0001551015,0.002043293,0.01107939,0.0002235591,0.001205169,0.00002822931],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946121,0.0006956219,0.003289976,0.0002673541,0.00006653245,0.00002502228,0.0000127765,0.00008593409,0.0009446429],"genre_scores_gemma":[0.9966454,0.000177404,0.002179458,0.0001978108,0.00007617285,0.00001007132,0.00003206812,0.00001070225,0.0006709335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001188389,"threshold_uncertainty_score":0.002265275,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406087262","doi":"10.1510/mmcts.2024.106","title":"Pulmonary sequestration 1: right lower lobe","year":2025,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Hôpital Maisonneuve-Rosemont; Université de Montréal","funders":"","keywords":"Medicine; Pulmonary sequestration; Embolization; Lung; Radiology; Surgery; Pulmonary artery; Internal medicine","authors":[{"name":"Marie-Eve Tuchon","is_ca":true},{"name":"Denise Ouellette","is_ca":true},{"name":"Alicia N. Truchon","is_ca":true},{"name":"Véronique Caty","is_ca":true},{"name":"George Rakovich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02204588191569034,"gpt":0.3185949406311325,"spread":0.2965490587154422,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001221996,0.0006215593,0.0004956198,0.001063038,0.000568347,0.0007028747,0.0004022458,0.0016113,0.02094896],"category_scores_gemma":[0.0008905695,0.000182389,0.0003201218,0.0006183918,0.0005493108,0.0008204225,0.0007028985,0.001228172,0.003546369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000556056,"about_ca_system_score_gemma":0.0006026731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001727306,"about_ca_topic_score_gemma":0.001603819,"domain_scores_codex":[0.9998018,0.00001282162,0.00001581258,0.00005813001,0.00004515489,0.0000662756],"domain_scores_gemma":[0.9997428,0.00006634099,0.00006472663,0.0000226628,0.00002258779,0.00008087473],"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":[0.0001442187,0.00004674675,0.02062553,0.0003083786,0.00001763199,0.9173807,0.0001665851,0.0003591079,0.0162116,0.003050359,0.00780899,0.0338802],"study_design_scores_gemma":[0.00001080906,0.00005396971,0.005827603,0.00003461293,0.000007778196,0.9879076,0.00003827372,0.0001939791,0.001447964,0.0004687505,0.003999234,0.000009465012],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7834399,0.0218005,0.01771064,0.009529257,0.001155336,0.0004766278,0.002919414,0.002319723,0.1606487],"genre_scores_gemma":[0.9705772,0.002568736,0.004408888,0.001822082,0.001452566,0.00004999396,0.0007762025,0.0001203928,0.01822397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02094896,"threshold_uncertainty_score":0.07008123,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386032875","doi":"10.1510/mmcts.2023.061","title":"Thoracoscopic left upper division (S1/2/3) resection: alternative posterior approach","year":2023,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Medicine; Bronchus; Dissection (medical); Perioperative; Parenchyma; Right Main Bronchus; Surgery; Pneumonectomy; Lung; Radiology; Resection; Internal medicine; Respiratory disease; Pathology","authors":[{"name":"George Rakovich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.041503262946403,"gpt":0.3530299922416681,"spread":0.3115267292952651,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001755387,0.0008056915,0.0004254847,0.0009607198,0.0007713344,0.001271058,0.0003770163,0.001237209,0.003925079],"category_scores_gemma":[0.0003155702,0.0003132367,0.0009161666,0.0004578459,0.0008250292,0.0009383208,0.001006542,0.001583924,0.001568015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005334464,"about_ca_system_score_gemma":0.0006043634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001247125,"about_ca_topic_score_gemma":0.0041548,"domain_scores_codex":[0.9997769,0.00001462361,0.00002203746,0.00007789388,0.00003261967,0.00007590103],"domain_scores_gemma":[0.9998028,0.00003797407,0.00003425072,0.00002514207,0.000009854371,0.00009008265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002048628,0.0006215025,0.09681561,0.0009858613,0.0003787643,0.3594545,0.0009048348,0.003185629,0.1595662,0.006664602,0.01306191,0.3563119],"study_design_scores_gemma":[0.0001346793,0.001024999,0.03143573,0.0001533614,0.0001038461,0.9397193,0.0002255834,0.00370071,0.007367191,0.001980748,0.01408973,0.00006415371],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8582407,0.01561829,0.05760353,0.005276209,0.0006554304,0.0001654701,0.00068964,0.001417961,0.06033266],"genre_scores_gemma":[0.9660386,0.004548306,0.02035015,0.001334249,0.0009268328,0.00004767947,0.0005165387,0.0001002918,0.006137388],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003925079,"threshold_uncertainty_score":0.01313072,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401215897","doi":"10.1510/mmcts.2024.019","title":"Thoracoscopic S1 segmentectomy, right upper lobe: alternative posterior approach","year":2024,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Medicine; Bronchus; Perioperative; Lobe; Lung; Radiology; Surgery; Anatomy; Respiratory disease; Internal medicine","authors":[{"name":"George Rakovich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02323005831107893,"gpt":0.3145507436025961,"spread":0.2913206852915171,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002049377,0.0009686102,0.0005184117,0.001228755,0.0008891472,0.001662854,0.0004482983,0.001842866,0.007033079],"category_scores_gemma":[0.0004763292,0.000304901,0.0009570445,0.0005921786,0.0009108676,0.00123698,0.001028536,0.001865441,0.003163083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005941548,"about_ca_system_score_gemma":0.0006770209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009496739,"about_ca_topic_score_gemma":0.003113833,"domain_scores_codex":[0.999718,0.00002235344,0.00003658816,0.00009523394,0.00005485357,0.00007300148],"domain_scores_gemma":[0.9997752,0.00004227786,0.00004380011,0.00003145169,0.00001246821,0.00009473446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001767971,0.0005747344,0.06416663,0.00234885,0.0004518035,0.40737,0.0009575531,0.003272607,0.1456671,0.008870722,0.01796057,0.3465914],"study_design_scores_gemma":[0.00009106308,0.0006762031,0.02049957,0.00021047,0.00008022344,0.9530807,0.0001808898,0.001885401,0.004334017,0.002023876,0.01687785,0.00005975623],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7342607,0.05172109,0.07913966,0.01425523,0.002013387,0.0003892088,0.002177696,0.002511614,0.1135315],"genre_scores_gemma":[0.9525123,0.01169896,0.01904707,0.002321258,0.002903522,0.00007623753,0.001101394,0.0001480972,0.01019116],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007033079,"threshold_uncertainty_score":0.02352798,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389482884","doi":"10.1510/mmcts.2023.092","title":"Bio-Bentall and hybrid arch frozen elephant trunk repair for acute type A aortic dissection with malperfusion","year":2023,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Aortic Disease and Treatment Approaches","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Elephant trunks; Medicine; Aortic dissection; Bentall procedure; Dissection (medical); Surgery; Aortic aneurysm; Aneurysm; Anatomy; Aorta","authors":[{"name":"Djalal Fakim","is_ca":true},{"name":"Chaoyi Qin","is_ca":true},{"name":"Michael Chu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03423117954930396,"gpt":0.3313944515435047,"spread":0.2971632719942007,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002066206,0.0003825635,0.0002944649,0.0006660272,0.0004616292,0.0005443378,0.0002697308,0.0008988279,0.002599776],"category_scores_gemma":[0.0005059186,0.0001137523,0.0003487057,0.0002696287,0.0004712155,0.000504848,0.0004679267,0.00101612,0.0004955445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002483118,"about_ca_system_score_gemma":0.0002997195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000216267,"about_ca_topic_score_gemma":0.0005293957,"domain_scores_codex":[0.9999073,0.00001229202,0.00001359879,0.00001766554,0.00002082808,0.0000282837],"domain_scores_gemma":[0.9998102,0.00005964851,0.0000453627,0.00001577825,0.000006514676,0.00006243728],"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":[0.0005779584,0.0003328546,0.06270168,0.000342721,0.00007709632,0.7929445,0.0006234311,0.0005881517,0.02501841,0.00168537,0.002548449,0.1125594],"study_design_scores_gemma":[0.00002377855,0.0004752942,0.02202627,0.000114911,0.00002338183,0.9705893,0.0001557556,0.0004215022,0.00138036,0.0006401177,0.004134489,0.00001494899],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9378218,0.02192243,0.01394382,0.004176006,0.0007686826,0.00007268089,0.0001350257,0.0002044692,0.020955],"genre_scores_gemma":[0.9875423,0.004344423,0.003903775,0.0007458366,0.0008905468,0.00002014904,0.00007979609,0.00001500039,0.002458197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002599776,"threshold_uncertainty_score":0.008697093,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4306248158","doi":"10.1510/mmcts.2022.077","title":"Thoracoscopic right-S10 segmentectomy: Alternative posterior approach","year":2022,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Medicine; Bronchus; Dissection (medical); Trunk; Radiology; Anatomy; Surgery; Lung; Internal medicine","authors":[{"name":"George Rakovich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02662083965806195,"gpt":0.3018640637515765,"spread":0.2752432240935145,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002739995,0.001208263,0.0006820426,0.001411468,0.001182038,0.001968057,0.0005551362,0.002073949,0.008006216],"category_scores_gemma":[0.0005185012,0.0006433424,0.001384253,0.000742568,0.001210301,0.001923961,0.001584469,0.002517994,0.004014609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007070825,"about_ca_system_score_gemma":0.0007937129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001176907,"about_ca_topic_score_gemma":0.004791969,"domain_scores_codex":[0.99957,0.00002659903,0.00004759768,0.0001332792,0.00007730148,0.0001452666],"domain_scores_gemma":[0.9996878,0.00006311833,0.00004349322,0.00005390139,0.00001890859,0.0001327609],"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":[0.002849886,0.0009382389,0.0558328,0.001738935,0.0006768327,0.3607035,0.001106138,0.004210055,0.1877329,0.008593532,0.01471023,0.3609069],"study_design_scores_gemma":[0.0002668066,0.00152401,0.0252318,0.0002711755,0.0001691958,0.9359875,0.0003557757,0.00362213,0.008169741,0.002695327,0.02159582,0.0001108523],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7069023,0.01969397,0.1158509,0.01178586,0.001690875,0.0003532536,0.001594145,0.002887166,0.1392417],"genre_scores_gemma":[0.9415328,0.007997087,0.02863404,0.002268679,0.0021707,0.00008543818,0.001062574,0.0002113295,0.01603729],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.008006216,"threshold_uncertainty_score":0.02678347,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402370037","doi":"10.1510/mmcts.2024.078","title":"Combined segmentectomy: S1 + S3, right upper lobe","year":2024,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Resection; Medicine; Lobe; Dissection (medical); Lesion; Surgery; Radiology; Anatomy","authors":[{"name":"George Rakovich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01896423724364469,"gpt":0.3176086256783706,"spread":0.2986443884347259,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001831293,0.0007984906,0.0004549189,0.000666837,0.0006497988,0.0007358522,0.0003214335,0.0009794328,0.01034279],"category_scores_gemma":[0.0002780527,0.0001885778,0.0008420375,0.0005883872,0.0007531698,0.0005738928,0.0008101456,0.001187354,0.002963867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004036791,"about_ca_system_score_gemma":0.0005234393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007787825,"about_ca_topic_score_gemma":0.003230661,"domain_scores_codex":[0.999818,0.00001192983,0.00002018194,0.00005623402,0.00004144594,0.00005223597],"domain_scores_gemma":[0.9998301,0.00002796336,0.00003200745,0.00003432451,0.000008556799,0.00006688674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003021175,0.0003910896,0.1001327,0.001349686,0.0004323596,0.3634625,0.0003194021,0.002748917,0.2788745,0.003164802,0.01104344,0.2350593],"study_design_scores_gemma":[0.0001285582,0.001371911,0.06931797,0.0001322763,0.0001395764,0.8829182,0.0001370245,0.001928392,0.02233379,0.001778205,0.01976531,0.00004881659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8472074,0.02167613,0.0475141,0.00409603,0.0006162086,0.0003945732,0.002506275,0.002021954,0.07396729],"genre_scores_gemma":[0.980731,0.002671775,0.007095524,0.0007804685,0.0005442019,0.00005251126,0.0008964499,0.0001211792,0.007106908],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01034279,"threshold_uncertainty_score":0.03460014,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}