{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":811,"total_is_capped":false,"direct_labels_cover":3,"predictions_cover":811,"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"},"query_hash":"7a8a031c924e","filters":{"venue":"Surgical Endoscopy"}},"results":[{"id":"W2132704095","doi":"10.1007/s00464-012-2560-5","title":"Impact of a trimodal prehabilitation program on functional recovery after colorectal cancer surgery: a pilot study","year":2012,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":593,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Prehabilitation; Medicine; Anesthesiology; Physical therapy; Abdominal surgery; Interquartile range; Body mass index; Colorectal surgery; Quality of life (healthcare); Surgery; Internal medicine; Anesthesia; Nursing","retraction":null,"screen_n_in":null,"score":{"opus":0.03229384443410565,"gpt":0.3440336536904253,"spread":0.3117398092563197,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007250682,0.0003139648,0.0007876877,0.000307689,0.00004327975,0.00001602413,0.00005032439,0.00009900736,0.001680351],"category_scores_gemma":[0.0003678082,0.0002339413,0.0005240647,0.0005282363,0.0001177362,0.0003068586,0.00003616211,0.0003236827,0.00005605018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004085265,"about_ca_system_score_gemma":0.0004258613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002781638,"about_ca_topic_score_gemma":0.0000194638,"domain_scores_codex":[0.9974477,0.0003046457,0.0006072104,0.0004033974,0.0006382558,0.0005988246],"domain_scores_gemma":[0.9972815,0.00171809,0.0001906959,0.0002938937,0.0001748991,0.0003409577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06889845,0.01566934,0.9034528,0.00008913627,0.0004259982,0.00004344809,0.0002078784,0.00004767569,0.001606691,0.000004707312,0.0005882285,0.008965613],"study_design_scores_gemma":[0.004567268,0.01596739,0.9764634,0.0001750836,0.0001224926,0.0000315134,0.00004186791,0.00001752194,0.002112924,0.00001147407,0.0002748336,0.0002142193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958642,0.0004183395,0.000009151303,0.00005251543,0.001135249,0.00165628,0.00006494144,0.0001347269,0.0006645558],"genre_scores_gemma":[0.9971599,0.00004168855,0.0001536284,0.00003250426,0.0005802438,0.001730688,0.00004736128,0.00004797523,0.0002060149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07301059,"threshold_uncertainty_score":0.9992322,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2409354676","doi":"10.1007/s00464-002-8828-4","title":"Evaluating laparoscopic skills","year":2003,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":322,"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; Laparoscopy; Abdominal surgery; Laparoscopic surgery; Test (biology); General surgery; Endoscopy; Hepatology; Physical therapy; Surgery","retraction":null,"screen_n_in":null,"score":{"opus":0.0532698914778492,"gpt":0.3965047947586168,"spread":0.3432349032807676,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004377649,0.000139565,0.0003135177,0.00005918011,0.00008991576,0.00002042517,0.00004237497,0.00009106992,0.004968135],"category_scores_gemma":[0.0005864654,0.0001099862,0.0001288616,0.0002709297,0.000060735,0.00004819062,0.00001266148,0.0002159958,0.0003675962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003765282,"about_ca_system_score_gemma":0.00008188048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002747245,"about_ca_topic_score_gemma":3.053742e-7,"domain_scores_codex":[0.9985967,0.0001279721,0.0002805321,0.0002757146,0.0003897602,0.0003292736],"domain_scores_gemma":[0.9989697,0.0004421399,0.00004742974,0.0002070526,0.00006504115,0.0002685939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003366371,0.003912318,0.5589806,0.0003745195,0.0006241801,0.003467829,0.001324411,0.001451738,0.002567137,0.2439955,0.000646374,0.1792891],"study_design_scores_gemma":[0.1632836,0.001078801,0.01702771,0.0003234232,0.0001812855,0.0003654003,0.0001763828,0.002476881,0.02530293,0.00383623,0.7853189,0.0006284546],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7420787,0.0001754727,0.00001764207,0.00009548179,0.0002065296,0.0001591128,0.000001058236,0.0001097734,0.2571562],"genre_scores_gemma":[0.9952123,0.00001446851,0.001955075,0.0004406261,0.0001396846,0.00001530485,0.00001198476,0.00001994218,0.002190627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7846726,"threshold_uncertainty_score":0.9959415,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2027795128","doi":"10.1007/s00464-009-0688-8","title":"Consensus statement of the consortium for laparoendoscopic single-site surgery","year":2009,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":292,"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; Abdominal surgery; Statement (logic); Hepatology; General surgery; Laparoscopy; MEDLINE; Surgery; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.04592357297781072,"gpt":0.3163994318844233,"spread":0.2704758589066126,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005273339,0.0002625363,0.0008293176,0.0001123371,0.00007971479,0.00001452131,0.0001487247,0.0001304232,0.0003465055],"category_scores_gemma":[0.000792933,0.0001731098,0.0005450926,0.0003107474,0.0003409236,0.00003138337,0.00004873007,0.0002232826,0.00001352573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009143983,"about_ca_system_score_gemma":0.0002209433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001538225,"about_ca_topic_score_gemma":0.00000330126,"domain_scores_codex":[0.9975559,0.0001499189,0.0009156659,0.0003864157,0.0004763223,0.0005157968],"domain_scores_gemma":[0.9969693,0.001661257,0.0003177061,0.0005605183,0.0002780654,0.0002131641],"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":[0.02404242,0.007991307,0.218358,0.002220397,0.001010092,0.002031231,0.0006118169,0.00002896255,0.523205,0.04727302,0.1489951,0.02423253],"study_design_scores_gemma":[0.009273153,0.001600224,0.009973723,0.000680767,0.0002181823,0.0002186483,0.00004768923,0.00004371268,0.7856629,0.001964236,0.1899683,0.0003483623],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984794,0.0004709622,0.00009669617,0.004832256,0.0002895851,0.001357465,0.0001053946,0.0001719065,0.007881789],"genre_scores_gemma":[0.9949882,0.00009884475,0.002914706,0.0009317041,0.0001253615,0.00006422222,0.0000324313,0.00002580262,0.000818712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2624579,"threshold_uncertainty_score":0.7059215,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1991205467","doi":"10.1007/s00464-003-9263-x","title":"Evaluation of quality of life after laparoscopic surgery: evidence-based guidelines of the European Association for Endoscopic Surgery","year":2004,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":249,"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; Abdominal surgery; Quality of life (healthcare); GERD; Laparoscopic surgery; Surgery; Randomized controlled trial; Clinical trial; General surgery; Disease; Laparoscopy; Internal medicine; Reflux","retraction":null,"screen_n_in":null,"score":{"opus":0.285230963417933,"gpt":0.4392869670698132,"spread":0.1540560036518803,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02860351,0.0005214963,0.005311151,0.0004232142,0.00005375423,0.00001252356,0.0002696792,0.0004618052,0.0002507144],"category_scores_gemma":[0.04987376,0.0003371995,0.003562016,0.001064076,0.000159944,0.0001105256,0.0000796376,0.0003535112,0.000007283745],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005039523,"about_ca_system_score_gemma":0.007523953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001718251,"about_ca_topic_score_gemma":0.000009543925,"domain_scores_codex":[0.9865026,0.005675341,0.004388006,0.000551295,0.002440865,0.000441859],"domain_scores_gemma":[0.9687772,0.02332007,0.004331107,0.0009443609,0.00246271,0.0001645975],"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":[0.002117268,0.001570435,0.2403797,0.2659118,0.003819802,0.00002050952,0.00009921579,0.00009365487,0.00002613883,0.0004378386,0.003449243,0.4820744],"study_design_scores_gemma":[0.02314192,0.0004346223,0.07045545,0.4122814,0.04103275,0.00001618409,0.00004322462,0.0000628342,0.002860467,0.0006667216,0.4470749,0.001929558],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01832798,0.9767924,0.00001879216,0.0004152529,0.001723477,0.002194281,0.0002594545,0.0000344557,0.0002338965],"genre_scores_gemma":[0.06953901,0.9286788,0.0002344559,0.0001220161,0.0006275231,0.0003319728,0.0001882037,0.00009694657,0.0001810575],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4801448,"threshold_uncertainty_score":0.999908,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2019727982","doi":"10.1007/s00464-008-9745-y","title":"Certification pass rate of 100% for fundamentals of laparoscopic surgery skills after proficiency-based training","year":2008,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":228,"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":"Uniformed Services University of the Health Sciences; University of Texas Southwestern Medical Center","keywords":"Certification; Medicine; Educational measurement; Curriculum; United States Medical Licensing Examination; Medical physics; Abdominal surgery; Medical education; Physical therapy; Surgery; Psychology; Medical school","retraction":null,"screen_n_in":null,"score":{"opus":0.07742934621037487,"gpt":0.3338586336582989,"spread":0.256429287447924,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005361162,0.0001635306,0.0006632899,0.0001676775,0.00006378752,0.000005154819,0.00005882981,0.0001114403,0.000640022],"category_scores_gemma":[0.0003086289,0.0001338209,0.000310968,0.0003549969,0.0002488375,0.00006173259,0.00001075502,0.0001010817,0.000008349433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003399005,"about_ca_system_score_gemma":0.0002411496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001125315,"about_ca_topic_score_gemma":7.178976e-7,"domain_scores_codex":[0.9982941,0.00009552743,0.0007226399,0.0002911913,0.0002866187,0.000309941],"domain_scores_gemma":[0.9976063,0.001604041,0.0002414356,0.0002267767,0.0001642446,0.0001572409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02756749,0.0061104,0.8879848,0.002638402,0.0005106516,0.0004867187,0.005002632,0.001634039,0.03258147,0.00325838,0.000455843,0.03176915],"study_design_scores_gemma":[0.07918087,0.001560376,0.3240778,0.001593739,0.0003191204,0.00005623191,0.0005691137,0.008526151,0.5475953,0.0004460183,0.03521662,0.0008587409],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971417,0.0001441589,0.000399462,0.0002637506,0.0001711228,0.000554582,0.00003834219,0.00005027665,0.001236629],"genre_scores_gemma":[0.998475,0.00002233054,0.0007759419,0.0001812191,0.00007787423,0.0001113407,0.00009234871,0.0000232088,0.0002407928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5639071,"threshold_uncertainty_score":0.7007792,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2953763924","doi":"10.1007/s00464-019-06882-z","title":"EAES and SAGES 2018 consensus conference on acute diverticulitis management: evidence-based recommendations for clinical practice","year":2019,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Diverticular Disease and Complications","field":"Medicine","cited_by":228,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Jewish General Hospital","funders":"European Association for Endoscopic Surgery and other Interventional Techniques; Society of American Gastrointestinal and Endoscopic Surgeons","keywords":"Diverticulitis; Medicine; Clinical Practice; Intensive care medicine; General surgery; Family medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.1277644604541889,"gpt":0.4280922999341686,"spread":0.3003278394799797,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002839718,0.0001433645,0.0002838481,0.00005933844,0.0001167564,0.00005695835,0.00009262718,0.00006927822,0.0005031915],"category_scores_gemma":[0.000316219,0.0001190609,0.00014346,0.0001140656,0.0001330592,0.0001085352,0.0000585522,0.0001362686,0.0003330303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000278571,"about_ca_system_score_gemma":0.00008019184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001226932,"about_ca_topic_score_gemma":5.522037e-7,"domain_scores_codex":[0.9986532,0.0001330094,0.0003312499,0.000424907,0.0002296686,0.000227973],"domain_scores_gemma":[0.9972517,0.001817361,0.00009398942,0.0003961542,0.0001943648,0.0002464601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0350827,0.008754164,0.07713251,0.001594321,0.005551703,0.001556305,0.0003154416,0.00002412044,0.000739005,0.4509403,0.2757567,0.1425527],"study_design_scores_gemma":[0.03049725,0.003272405,0.04901625,0.002211245,0.003235455,0.0001136428,0.0005524674,0.003092991,0.0008505679,0.001812108,0.9047478,0.0005977898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7042534,0.003187171,0.001673754,0.2240919,0.001181108,0.0056901,0.0004780168,0.0003679516,0.05907663],"genre_scores_gemma":[0.9708153,0.005120012,0.01435124,0.006480952,0.0001177038,0.0002708898,0.0001681676,0.00002414486,0.002651594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6289911,"threshold_uncertainty_score":0.5509595,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2052410085","doi":"10.1007/s00464-007-9451-1","title":"FLS simulator performance predicts intraoperative laparoscopic skill","year":2007,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":227,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Montreal General Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Abdominal surgery; Cutoff; Receiver operating characteristic; Laparoscopic surgery; Laparoscopy; Physical therapy; Multivariate analysis; Surgery; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.01842756861310729,"gpt":0.3149255815869213,"spread":0.296498012973814,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004822271,0.0002248683,0.0004371697,0.0001110992,0.0001360099,0.0000262456,0.00008592472,0.0001682196,0.002223627],"category_scores_gemma":[0.0001724092,0.000172201,0.0001239483,0.000377924,0.0001486477,0.0001351936,0.00003808987,0.0003857137,0.0003226619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007941307,"about_ca_system_score_gemma":0.00007806488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006941322,"about_ca_topic_score_gemma":0.000002281318,"domain_scores_codex":[0.9981139,0.00004135859,0.0004618754,0.0003606199,0.0004713528,0.0005509455],"domain_scores_gemma":[0.9985322,0.0005489627,0.00006382544,0.0002429376,0.0001197769,0.0004923418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02028589,0.002705902,0.8151444,0.000557803,0.0007570643,0.005031317,0.004602951,0.005818073,0.001555363,0.01614715,0.0006572837,0.1267369],"study_design_scores_gemma":[0.1660828,0.002596559,0.2213928,0.0007469153,0.0002127754,0.0002958227,0.0005397932,0.02961821,0.09234942,0.0001693251,0.4848851,0.001110453],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9288597,0.0001497693,0.0001055151,0.0001535365,0.0003448374,0.0003216318,0.000004747827,0.0002138117,0.0698465],"genre_scores_gemma":[0.9969252,0.00005247008,0.0003030489,0.0006170443,0.0004644917,0.000009029244,0.00003669489,0.00002824544,0.001563766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5937515,"threshold_uncertainty_score":0.9986885,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2048709304","doi":"10.1007/s00464-014-4044-2","title":"Incorporating patient-preference evidence into regulatory decision making","year":2014,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":219,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Research Manitoba","funders":"","keywords":"Medicine; Preference; Respondent; Weight loss; Cost–benefit analysis; Risk assessment; Body mass index; Actuarial science; Statistics; Obesity; Business; Internal medicine; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.2927686628591318,"gpt":0.4240712762524181,"spread":0.1313026133932864,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01111234,0.0002431666,0.0008880633,0.0002518471,0.0003112494,0.0001248452,0.0004175222,0.0001903901,0.0006966339],"category_scores_gemma":[0.009956073,0.0002836271,0.0001419618,0.0002802033,0.000120595,0.0007336559,0.0001736618,0.0002758312,0.002854835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004516837,"about_ca_system_score_gemma":0.000110941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002316582,"about_ca_topic_score_gemma":0.00005420899,"domain_scores_codex":[0.994565,0.0005141447,0.003455231,0.0007976057,0.0002123379,0.0004556934],"domain_scores_gemma":[0.9922543,0.004740257,0.001900178,0.0007779424,0.0000847633,0.0002425688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003868247,0.000218949,0.1693081,0.0007471485,0.00007482037,0.00001735101,0.003175778,0.001798567,0.00004065339,0.772704,0.01807211,0.03345568],"study_design_scores_gemma":[0.006502445,0.0008475074,0.03574726,0.004325448,0.00002003987,0.00004414311,0.0008891169,0.06586035,0.000246808,0.6610667,0.2223598,0.002090378],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661528,0.002499369,0.01627502,0.004636067,0.001161612,0.0004928412,0.00002212814,0.0001474642,0.008612736],"genre_scores_gemma":[0.971315,0.0000583834,0.02443725,0.003631522,0.0003647265,0.00007089131,0.00000806106,0.00003451564,0.00007965852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2042877,"threshold_uncertainty_score":0.9999616,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4206649048","doi":"10.1007/s00464-020-07565-w","title":"SAGES and EAES recommendations for minimally invasive surgery during COVID-19 pandemic","year":2020,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Abdominal Surgery and Complications","field":"Medicine","cited_by":218,"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":"Aerosolization; Pandemic; Medicine; Personal protective equipment; Coronavirus disease 2019 (COVID-19); Health care; Invasive surgery; Notice; Medical emergency; Intensive care medicine; Laparoscopy; Patient safety; Surgery; Anesthesia; Infectious disease (medical specialty); Pathology","retraction":null,"screen_n_in":null,"score":{"opus":0.1093838786948926,"gpt":0.3541469417709364,"spread":0.2447630630760438,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001868037,0.0001392252,0.0003707138,0.00006549632,0.0002575788,0.00002163821,0.00005609313,0.0000731355,0.0003404146],"category_scores_gemma":[0.001342139,0.0001251863,0.0001527513,0.0001941784,0.0001021565,0.00008103632,0.00004793348,0.0001413187,0.0000224126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004588858,"about_ca_system_score_gemma":0.0002377592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001726748,"about_ca_topic_score_gemma":0.000008364692,"domain_scores_codex":[0.9989384,0.00006275592,0.0003170006,0.0003323491,0.0001092726,0.0002402403],"domain_scores_gemma":[0.996189,0.002955009,0.00008753078,0.0001386067,0.00005298237,0.0005768973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01080827,0.0005256813,0.8789952,0.002061971,0.0004776721,0.0004815745,0.002248414,0.00001804305,0.04140284,0.003795302,0.04631124,0.01287374],"study_design_scores_gemma":[0.01076573,0.0006236149,0.05164569,0.000354558,0.0004369069,0.001029025,0.001666195,0.0002191333,0.02372925,0.001821001,0.9068245,0.000884442],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475036,0.0005619543,0.0002157076,0.05043649,0.00006370436,0.0004254284,0.00006608619,0.0001448621,0.0005821818],"genre_scores_gemma":[0.9934815,0.001020893,0.001103563,0.003549551,0.0002332674,0.000195002,0.0001334818,0.00001967212,0.0002630886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8605132,"threshold_uncertainty_score":0.5104948,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1970629036","doi":"10.1007/s00464-009-0572-6","title":"Telesimulation: an effective method for teaching the fundamentals of laparoscopic surgery in resource-restricted countries","year":2009,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":215,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"SickKids Foundation; Hospital for Sick Children; Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Certification; Test (biology); Session (web analytics); Laparoscopic surgery; Abdominal surgery; Medical physics; Hepatology; Laparoscopy; General surgery; Physical therapy; Medical education; Surgery; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.02673454822569979,"gpt":0.371693419537601,"spread":0.3449588713119012,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001250917,0.0001630923,0.0005777691,0.000158651,0.0001299103,0.00002368054,0.00007574562,0.0001139206,0.0001232566],"category_scores_gemma":[0.0006161841,0.0001097085,0.0001692151,0.0003144117,0.00009593968,0.00009738072,0.00001211717,0.0002663745,0.000002308449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006457187,"about_ca_system_score_gemma":0.00005342604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004363187,"about_ca_topic_score_gemma":0.000004727015,"domain_scores_codex":[0.9981517,0.0004690774,0.0005035355,0.0002719989,0.0003132622,0.0002903939],"domain_scores_gemma":[0.9922032,0.007254304,0.0001384,0.000219355,0.00006392824,0.0001208029],"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":[0.04156719,0.003356979,0.2670223,0.0005230648,0.0004363705,0.0004309058,0.006444191,0.01606757,0.002034992,0.05666474,0.0006419516,0.6048098],"study_design_scores_gemma":[0.09307602,0.002995265,0.5344248,0.001030143,0.0002983166,0.00007976896,0.001546837,0.05989019,0.01297342,0.003675626,0.2892452,0.0007644771],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942276,0.0001991256,0.0007231318,0.0008754991,0.00007442258,0.0009454287,0.00001434119,0.00006972197,0.002870689],"genre_scores_gemma":[0.9974601,0.000009060675,0.001583697,0.0006035818,0.0001501917,0.00004139641,0.00007516448,0.00001421904,0.00006259233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6040453,"threshold_uncertainty_score":0.4473784,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1876130903","doi":"10.1007/s00464-005-3008-y","title":"The MISTELS program to measure technical skill in laparoscopic surgery","year":2006,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":215,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; McGill University Health Centre","funders":"","keywords":"Intraclass correlation; Inter-rater reliability; Cronbach's alpha; Reliability (semiconductor); Medicine; Test (biology); Confidence interval; Internal consistency; Physical therapy; Psychometrics; Psychology; Clinical psychology; Rating scale; Internal medicine; Developmental psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.02535159427740566,"gpt":0.3229635636114008,"spread":0.2976119693339951,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007267933,0.0001904499,0.0004580626,0.0001126748,0.0001235605,0.00005694622,0.0001092802,0.0001550767,0.0002115606],"category_scores_gemma":[0.0004276136,0.0001221094,0.0002037582,0.0007360228,0.0001282075,0.0000401839,0.00003928502,0.0003552961,0.0001176227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008893308,"about_ca_system_score_gemma":0.00009727669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007902434,"about_ca_topic_score_gemma":0.00008464685,"domain_scores_codex":[0.9979123,0.0001188012,0.0005409917,0.0003505099,0.0005178158,0.0005595736],"domain_scores_gemma":[0.9977908,0.001514973,0.00005325988,0.000307714,0.00007504666,0.0002582081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009220834,0.004541197,0.5883343,0.0001790437,0.0001219349,0.004397819,0.0001714004,0.0006652682,0.0007005697,0.02201176,0.008937079,0.3607188],"study_design_scores_gemma":[0.01675072,0.0002560512,0.1247381,0.000315509,0.00003089727,0.0001062801,0.00004539005,0.000253989,0.0014584,0.0005237381,0.8551924,0.0003285588],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9341123,0.0005275689,0.00001721023,0.004018632,0.000273017,0.0009736965,0.000003210673,0.0003596386,0.05971473],"genre_scores_gemma":[0.9977893,0.0000216621,0.00027064,0.000284127,0.000225275,0.0001649537,0.00002172263,0.00002518676,0.001197143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8462553,"threshold_uncertainty_score":0.4979478,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2066740211","doi":"10.1007/s00464-006-0250-x","title":"Effect of pneumoperitoneum on renal perfusion and function: A systematic review","year":2006,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Abdominal Surgery and Complications","field":"Medicine","cited_by":203,"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":"Pneumoperitoneum; Medicine; Renal function; Laparoscopy; Urology; Abdominal cavity; Surgery; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.01928093682028131,"gpt":0.3384541199095254,"spread":0.3191731830892441,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007369441,0.0004117574,0.004314721,0.0001287632,0.00007665288,0.000009347673,0.00009645204,0.0002063388,0.0001659127],"category_scores_gemma":[0.0001923463,0.0002372637,0.0007891401,0.0003630283,0.00009072862,0.00002348233,0.00004961793,0.0004031218,0.000101761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005056684,"about_ca_system_score_gemma":0.00008689689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000655718,"about_ca_topic_score_gemma":1.160054e-7,"domain_scores_codex":[0.9973466,0.0006736382,0.001005819,0.000412571,0.0003634915,0.000197875],"domain_scores_gemma":[0.9972398,0.00155915,0.0004346544,0.0005639116,0.00005431928,0.0001481989],"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":[0.0001635028,0.00008025634,8.3451e-7,0.9431728,0.0000865624,0.0000773028,0.00000131611,3.549999e-8,0.00000300945,0.0001672305,0.0003834819,0.05586369],"study_design_scores_gemma":[0.000243582,0.0008349101,2.870734e-7,0.5429522,0.004683786,0.0005732778,2.754861e-7,0.000001256194,0.00001773217,0.000001523806,0.4505762,0.000114872],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001189045,0.9934639,0.00000172518,0.00006588078,0.0001068906,0.002735225,0.00001921688,0.00004092002,0.003447366],"genre_scores_gemma":[0.00006630913,0.9979193,0.000007808224,0.00006794954,0.0001423678,0.0006662706,0.000155228,0.00003441628,0.0009403862],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4501928,"threshold_uncertainty_score":0.9675332,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2000586180","doi":"10.1007/s00464-011-2035-0","title":"Short- and long-term outcomes following percutaneous cholecystostomy for acute cholecystitis in high-risk patients","year":2011,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":195,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba; Health Sciences Centre","funders":"","keywords":"Medicine; Hepatology; Abdominal surgery; Acute cholecystitis; General surgery; Cholecystitis; Term (time); Percutaneous; Cholecystostomy; Internal medicine; Intensive care medicine; Cholecystectomy; Surgery; Gallbladder","retraction":null,"screen_n_in":null,"score":{"opus":0.01795631469933178,"gpt":0.2921266930801593,"spread":0.2741703783808275,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001230121,0.0002751732,0.0005978867,0.0001525611,0.00008772545,0.00002281297,0.0001092305,0.0001561836,0.0001661103],"category_scores_gemma":[0.0001065471,0.0002204289,0.0002245348,0.0001470539,0.00008458245,0.0001124408,0.00005530519,0.0002592987,0.00001432066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004725935,"about_ca_system_score_gemma":0.00003292038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001548352,"about_ca_topic_score_gemma":0.00006345053,"domain_scores_codex":[0.9983467,0.0000438753,0.0003684709,0.0004716788,0.000272217,0.0004970206],"domain_scores_gemma":[0.9992644,0.0001367296,0.00004973855,0.0002577759,0.0000527891,0.0002385683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006028026,0.0003692324,0.9906645,0.00004244694,0.00022457,0.001062267,0.0003289904,2.107953e-7,0.00005793761,0.00003615568,0.0000320919,0.006578834],"study_design_scores_gemma":[0.01629409,0.0007215457,0.9813786,0.00008423734,0.000404734,0.0001238008,0.00003772689,0.000009212286,0.0002710824,0.0001069054,0.000302898,0.0002651994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973607,0.0003041079,0.00003219158,0.00009263383,0.000355501,0.0009419705,0.00005912994,0.0000722034,0.000781542],"genre_scores_gemma":[0.9984562,0.0002161278,0.000600322,0.0002293262,0.0000341807,0.0000867933,0.0001231464,0.00004266459,0.0002111735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01569129,"threshold_uncertainty_score":0.8988829,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2044879289","doi":"10.1007/s00464-012-2268-6","title":"Workload assessment of surgeons: correlation between NASA TLX and blinks","year":2012,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":189,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia; Simon Fraser University; University of Alberta","funders":"Royal College of Physicians and Surgeons of Canada; National Aeronautics and Space Administration","keywords":"Workload; Medicine; Eye tracking; Task (project management); Correlation; Audiology; Physical therapy; Psychology; Computer science; Artificial intelligence; Engineering; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.0374329968106339,"gpt":0.4080655506735271,"spread":0.3706325538628932,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005179309,0.0001190803,0.0002584738,0.0001181865,0.00007995364,0.00001504145,0.00005385122,0.0001599714,0.01294479],"category_scores_gemma":[0.00003530021,0.0001070369,0.00007890079,0.000150272,0.00007734838,0.0001627033,0.00002958646,0.000270489,0.0002634422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003296546,"about_ca_system_score_gemma":0.0000191571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005955254,"about_ca_topic_score_gemma":0.000002062314,"domain_scores_codex":[0.998691,0.0002477265,0.0004318666,0.000171223,0.000199594,0.0002586114],"domain_scores_gemma":[0.9986923,0.0007241065,0.0001752589,0.0001939437,0.00005468654,0.0001597576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000906451,0.0002077226,0.9411259,0.00001454377,0.00009719518,0.000006080517,0.0007349126,0.000006829606,0.0000271518,0.04678893,0.002242478,0.008657599],"study_design_scores_gemma":[0.002757668,0.00007043426,0.9011743,0.00004622558,0.00003364803,0.00002235691,0.0002340235,0.0001797168,0.00006492907,0.0002324259,0.09503475,0.0001495336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8148124,0.0003594064,0.001535702,0.0002349175,0.001452399,0.0001733622,0.00002011057,0.00008948658,0.1813222],"genre_scores_gemma":[0.9970111,0.00003805544,0.0003131212,0.00005372701,0.0002001191,0.00002309717,0.00003484135,0.00001209442,0.002313878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1821987,"threshold_uncertainty_score":0.9879575,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2010628388","doi":"10.1007/s00464-015-4092-2","title":"Gender differences in the acquisition of surgical skills: a systematic review","year":2015,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":185,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Dreyfus model of skill acquisition; Medicine; Gender bias; MEDLINE; Psychology; Medical education; Social psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.08885380220621976,"gpt":0.3836683008274517,"spread":0.294814498621232,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008172808,0.0002824977,0.003058991,0.0001249038,0.0001222353,0.00005396191,0.001390167,0.000316198,0.000570938],"category_scores_gemma":[0.0003980495,0.0001512212,0.000555447,0.0009466419,0.0005041327,0.00008779294,0.0001072394,0.0004596207,0.0001012662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001367542,"about_ca_system_score_gemma":0.0005064062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001958229,"about_ca_topic_score_gemma":0.00002390743,"domain_scores_codex":[0.9921365,0.004141439,0.0009157269,0.0003134717,0.002119035,0.0003737942],"domain_scores_gemma":[0.9970275,0.001799149,0.0004740611,0.0003931866,0.0001466043,0.000159453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008829505,0.0002266963,0.00001893458,0.9684491,0.0001127801,0.0005249439,0.002919249,2.118959e-8,5.225301e-10,0.01508765,0.003155482,0.009496324],"study_design_scores_gemma":[0.0004510047,0.00003575603,4.783108e-7,0.3127422,0.001084776,0.00002981017,0.001653619,9.986826e-8,5.276416e-9,0.0001874453,0.683673,0.0001417501],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001003829,0.9680281,7.254519e-7,0.0002109721,0.000284261,0.001755905,0.00003266997,0.00002274974,0.02965455],"genre_scores_gemma":[0.0001197415,0.9989526,0.000007430371,0.0001283075,0.0002297218,0.0001342602,0.00005273777,0.000009350579,0.000365795],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6805176,"threshold_uncertainty_score":0.6251371,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1999980972","doi":"10.1007/s00464-014-3432-y","title":"Near-infrared (NIR) perfusion angiography in minimally invasive colorectal surgery","year":2014,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":182,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Anastomosis; Indocyanine green; Perfusion; Colorectal surgery; Surgery; Laparoscopy; Angiography; Abdominal surgery; Radiology","retraction":null,"screen_n_in":null,"score":{"opus":0.01302903975342721,"gpt":0.2653868328251596,"spread":0.2523577930717323,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004571775,0.0003717793,0.0009487653,0.0003660132,0.0001062914,0.00004932229,0.0001335716,0.0002510044,0.001330838],"category_scores_gemma":[0.0005261283,0.0003109712,0.0007691147,0.00119593,0.0002597446,0.0001240876,0.0001138032,0.0003583944,0.0002058941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002087221,"about_ca_system_score_gemma":0.0002938556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002023003,"about_ca_topic_score_gemma":0.00009000405,"domain_scores_codex":[0.9972101,0.0002460132,0.0005783066,0.0006762969,0.0005878372,0.0007014016],"domain_scores_gemma":[0.9971642,0.001777221,0.0001210129,0.0003606031,0.000106637,0.0004702778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00992978,0.0009584906,0.9736796,0.0001069098,0.0001414251,0.002541178,0.0002660592,0.00001147846,0.00158105,0.000119481,0.001542664,0.009121858],"study_design_scores_gemma":[0.02889936,0.002958047,0.8640406,0.0007474684,0.000210664,0.0004193211,0.00008959134,0.000669177,0.01726685,0.0005692957,0.08323378,0.0008958505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669853,0.000667853,0.000002025677,0.0003916945,0.0003698861,0.0005675537,0.00001810962,0.0001391308,0.03085848],"genre_scores_gemma":[0.9979655,0.0002285935,0.0006296337,0.0002715424,0.0001972075,0.0001529239,0.0001223991,0.00004997371,0.0003822416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.109639,"threshold_uncertainty_score":0.9999343,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1994699540","doi":"10.1007/s00464-008-9845-8","title":"Does the extraction-site location in laparoscopic colorectal surgery have an impact on incisional hernia rates?","year":2008,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Hernia repair and management","field":"Medicine","cited_by":179,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Joseph's Hospital; North York General Hospital","funders":"","keywords":"Medicine; Incisional hernia; Surgery; Vicryl; Colorectal surgery; Abdominal surgery; Body mass index; Abdominal wall; Laparoscopic surgery; Hernia; Laparoscopy; Prospective cohort study; Complication; Fibrous joint; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.02800521895531984,"gpt":0.3447517809783708,"spread":0.316746562023051,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005138195,0.0001956703,0.0003571223,0.0001530892,0.0001352323,0.00002224157,0.00007749176,0.0001034902,0.0008401135],"category_scores_gemma":[0.0001458208,0.00009246868,0.0001460124,0.0002659815,0.0001085122,0.0001470541,0.00002864477,0.000329039,0.0002067973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001717385,"about_ca_system_score_gemma":0.0002076978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004982326,"about_ca_topic_score_gemma":0.0002144095,"domain_scores_codex":[0.9983262,0.0002051227,0.0003451193,0.0003329079,0.0004688423,0.0003217486],"domain_scores_gemma":[0.998666,0.0007008145,0.00007978451,0.0002994932,0.00006941388,0.0001844257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008019823,0.001812834,0.9747219,0.00006148742,0.0001176544,0.002243808,0.0009860003,0.001101349,0.001109894,0.0001655522,0.004657424,0.005002236],"study_design_scores_gemma":[0.005387911,0.0007710726,0.965826,0.0001404814,0.00003061793,0.0001976919,0.0001336664,0.002227611,0.003895189,0.00007149345,0.02110045,0.0002178149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960282,0.00008048284,0.00001614254,0.0007850225,0.0003090976,0.0004317121,0.000009515737,0.00007682121,0.002262965],"genre_scores_gemma":[0.9981458,0.0001961843,0.00004628077,0.0002895739,0.0002585799,0.00007037382,0.00008337774,0.00002133185,0.000888517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01644303,"threshold_uncertainty_score":0.9198654,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2056174897","doi":"10.1007/s00464-014-3733-1","title":"Esophagogastric junction distensibility measurements during Heller myotomy and POEM for achalasia predict postoperative symptomatic outcomes","year":2014,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":177,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Achalasia; Medicine; Myotomy; Esophagogastric junction; Abdominal surgery; Heller myotomy; Hepatology; Lumen (anatomy); Esophageal sphincter; Reflux; Surgery; Esophagus; Cardiology; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.02064658211539581,"gpt":0.29369890096991,"spread":0.2730523188545142,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002714639,0.0002913169,0.0005627032,0.00009714066,0.0001854158,0.00003335225,0.00005408254,0.00009874914,0.00006346903],"category_scores_gemma":[0.0003045149,0.0002019131,0.0001710551,0.0001205187,0.00008439234,0.0001279569,0.00004498031,0.0001371897,0.00003091734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281325,"about_ca_system_score_gemma":0.00004805908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009710681,"about_ca_topic_score_gemma":0.000001224065,"domain_scores_codex":[0.9982532,0.0001066899,0.0003584893,0.0004857961,0.0003946884,0.0004011978],"domain_scores_gemma":[0.9989684,0.0001843205,0.00008928825,0.0002922656,0.0001562332,0.0003095015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005208647,0.0003447938,0.9972726,0.0001631281,0.0002442305,0.00006581755,0.00007859141,0.000003932888,0.0002492026,0.00005236723,0.00002809617,0.0009763355],"study_design_scores_gemma":[0.02301599,0.001038457,0.9711653,0.00007240413,0.0002575194,0.00005818087,0.00002053649,0.0003019458,0.003777188,0.00007866279,0.0001312814,0.00008251284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969997,0.0000912374,0.0001909566,0.0002144573,0.0002148652,0.001155077,0.00001731451,0.0001074653,0.001008872],"genre_scores_gemma":[0.9972075,0.000008583765,0.0009563926,0.00009108963,0.00008579372,0.0001553658,0.00005785855,0.0000297605,0.00140767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02610731,"threshold_uncertainty_score":0.8233778,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2057323869","doi":"10.1007/s00464-015-4079-z","title":"SAGES expert Delphi consensus: critical factors for safe surgical practice in laparoscopic cholecystectomy","year":2015,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":175,"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; Delphi method; Cholecystectomy; Likert scale; Delphi; Laparoscopic cholecystectomy; Psychological intervention; Patient safety; General surgery; Nursing; Psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.07385100961101719,"gpt":0.4108116984765972,"spread":0.33696068886558,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001308166,0.0005560078,0.00134556,0.0003104443,0.00009449513,0.00007167678,0.0002759577,0.0005547194,0.0004788157],"category_scores_gemma":[0.01477845,0.0004483252,0.0003748662,0.0005481368,0.0006196595,0.0002260997,0.0001476058,0.0008095898,0.00009102916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003197551,"about_ca_system_score_gemma":0.0005025714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000186238,"about_ca_topic_score_gemma":0.00001691102,"domain_scores_codex":[0.9954166,0.0005234924,0.001062744,0.0009421963,0.0009489052,0.001105999],"domain_scores_gemma":[0.9871386,0.01029701,0.0001533141,0.0006188054,0.0006588722,0.001133451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.2361823,0.03057839,0.1466419,0.004097159,0.002284341,0.1484171,0.02037681,0.00006910466,0.01022283,0.213002,0.1733973,0.01473068],"study_design_scores_gemma":[0.0796352,0.002620218,0.0005559501,0.0006259234,0.0001359135,0.001736718,0.002156256,0.000110698,0.03299721,0.001149167,0.8774647,0.0008120055],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9293158,0.004397599,0.0001173261,0.00963727,0.0006140232,0.002041084,0.00007612928,0.0005750702,0.0532257],"genre_scores_gemma":[0.9868304,0.0004276338,0.0100846,0.000906722,0.0005323201,0.0004434183,0.00008380399,0.000101121,0.0005900509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7040675,"threshold_uncertainty_score":0.9997969,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1978972307","doi":"10.1007/s00464-010-0882-8","title":"Global Assessment of Gastrointestinal Endoscopic Skills (GAGES): a valid measurement tool for technical skills in flexible endoscopy","year":2010,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":172,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University; McGill University Health Centre","funders":"","keywords":"Medicine; Intraclass correlation; Cronbach's alpha; Concurrent validity; Colonoscopy; Construct validity; Reliability (semiconductor); Inter-rater reliability; Rating scale; Surgery; Physical therapy; Psychometrics; Patient satisfaction; Statistics; Internal consistency; Internal medicine; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.02867236155473876,"gpt":0.3658419886035423,"spread":0.3371696270488035,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001622707,0.0004168153,0.001005877,0.0002000152,0.00009527876,0.0000390092,0.0002525999,0.0002233203,0.001144707],"category_scores_gemma":[0.001316564,0.0003546836,0.0004268595,0.00066367,0.0002648638,0.0001157952,0.00009660641,0.0006905522,0.00001595776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003138105,"about_ca_system_score_gemma":0.0005630661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004804828,"about_ca_topic_score_gemma":0.00004730035,"domain_scores_codex":[0.9959492,0.0001393661,0.001151516,0.0007000867,0.001218254,0.0008415697],"domain_scores_gemma":[0.9974639,0.0009568724,0.0002488093,0.0005387218,0.0003747578,0.0004169453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002138777,0.004935275,0.9350788,0.0003650937,0.0001155443,0.0004555965,0.0000448801,0.0003059964,0.02616851,0.02298171,0.0001625578,0.007247276],"study_design_scores_gemma":[0.167098,0.004017306,0.7607499,0.002210002,0.0003340094,0.000817809,0.00008348629,0.002975972,0.02716072,0.002936569,0.03059498,0.001021269],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686366,0.00006185459,0.004572619,0.0004015915,0.0005189241,0.00188934,0.00006633266,0.0002476133,0.02360515],"genre_scores_gemma":[0.9448572,0.00001285373,0.0542795,0.000158822,0.0002263365,0.0002296203,0.00005284595,0.00003893744,0.0001439039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1743289,"threshold_uncertainty_score":0.9998905,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2064409582","doi":"10.1007/s00464-008-0223-3","title":"Complete worldwide operative experience in laparoscopic diaphragm pacing: results and differences in spinal cord injured patients and amyotrophic lateral sclerosis patients","year":2008,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Neuroscience of respiration and sleep","field":"Neuroscience","cited_by":169,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Medicine; Amyotrophic lateral sclerosis; Diaphragm (acoustics); Phrenic nerve; Spinal cord injury; Surgery; Anesthesia; Vital capacity; Diaphragmatic breathing; Spinal cord; Internal medicine; Respiratory system; Lung; Disease","retraction":null,"screen_n_in":null,"score":{"opus":0.08351599652922018,"gpt":0.3089167162534873,"spread":0.2254007197242671,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001115668,0.0002772346,0.0004277341,0.0002788291,0.0002942379,0.0001263945,0.0002384415,0.00007254768,0.00001670986],"category_scores_gemma":[0.0005745387,0.0002309315,0.00003346776,0.000668468,0.0008003541,0.0005202434,0.000170981,0.0003029239,0.000006575492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004471935,"about_ca_system_score_gemma":0.00003059408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000142145,"about_ca_topic_score_gemma":0.00007730579,"domain_scores_codex":[0.9971861,0.0003578916,0.0005536025,0.0008780177,0.0005103382,0.0005140818],"domain_scores_gemma":[0.9991644,0.0002487259,0.0001308802,0.0001845096,0.00003995916,0.0002315194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002024103,0.0004094533,0.9787478,0.00001438977,0.000001044895,0.0001365467,0.001709031,0.000002238136,0.01270494,0.0001895433,0.00001385318,0.004047029],"study_design_scores_gemma":[0.01022158,0.001232184,0.9761097,0.000115669,0.000001472001,0.000005820038,0.00003616737,0.0002188941,0.01149502,0.00003954039,0.0002509367,0.0002729868],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998794,0.00003064728,8.495728e-7,0.0001598276,0.0002489648,0.0004190548,0.00007264607,0.00003220994,0.0002418266],"genre_scores_gemma":[0.9990152,0.0003021506,0.00004393779,0.0004960538,0.00001632427,0.00005380878,0.000007715192,0.00001226072,0.00005255415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008197475,"threshold_uncertainty_score":0.9417113,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2063291873","doi":"10.1007/s00464-006-0167-4","title":"Open or endoscopic total extraperitoneal inguinal hernia repair? A systematic review","year":2006,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Hernia repair and management","field":"Medicine","cited_by":163,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Inguinal hernia; Hernia repair; Abdominal surgery; Surgery; Clinical trial; Hernia; General surgery; Randomized controlled trial; Laparoscopy; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.06246017703548696,"gpt":0.4044897182224173,"spread":0.3420295411869304,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001447083,0.001149368,0.009187782,0.000251087,0.0001476848,0.0001682267,0.0009570685,0.0004894339,0.002816448],"category_scores_gemma":[0.0005226757,0.0007046144,0.002220111,0.0007943941,0.0001213532,0.0001423236,0.0008459128,0.0009815175,0.001149922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004186791,"about_ca_system_score_gemma":0.001100666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002059944,"about_ca_topic_score_gemma":0.00002102961,"domain_scores_codex":[0.9929278,0.000958116,0.002793883,0.001339536,0.001055596,0.0009250456],"domain_scores_gemma":[0.9961878,0.0005245795,0.0008050359,0.001809962,0.0001226759,0.0005499524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001223463,0.000374851,0.000003004844,0.967563,0.0008578575,0.006866307,0.00001046675,5.924557e-8,3.78235e-8,0.0002103013,0.01079533,0.01319642],"study_design_scores_gemma":[0.00187313,0.0003103428,4.994155e-7,0.4397178,0.006243386,0.001519844,0.000005219218,0.000003723266,1.352453e-7,0.000002032354,0.5500048,0.0003189875],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004025083,0.9493131,0.000007137306,0.00009115504,0.0004431263,0.01330269,0.0000653636,0.0005060955,0.0362673],"genre_scores_gemma":[0.000002786281,0.9563307,0.00106254,0.0004184392,0.0005519099,0.003398232,0.0003334735,0.0001835786,0.0377184],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5392095,"threshold_uncertainty_score":0.9996278,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2052712284","doi":"10.1007/s00464-007-9452-0","title":"Experienced surgeons can do more than one thing at a time: effect of distraction on performance of a simple laparoscopic and cognitive task by experienced and novice surgeons","year":2007,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":162,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Montreal General Hospital; McGill University; McGill University Health Centre","funders":"","keywords":"Distraction; Medicine; Task (project management); Test (biology); Cognition; Abdominal surgery; Laparoscopic surgery; Laparoscopy; Surgery; Physical therapy; Psychology; Cognitive psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.0103815058042164,"gpt":0.3046912998914239,"spread":0.2943097940872075,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005339918,0.0002237769,0.0006447493,0.0001075147,0.0001452096,0.00001320427,0.0000429867,0.0001290623,0.0003018889],"category_scores_gemma":[0.0002870329,0.0001786938,0.00008152801,0.0002964263,0.0003926899,0.00009733578,0.00004560898,0.0002100542,0.000002627017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004156592,"about_ca_system_score_gemma":0.00002974787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002220467,"about_ca_topic_score_gemma":0.00002001951,"domain_scores_codex":[0.9983122,0.00008927606,0.0004323807,0.0003748109,0.0004344317,0.0003569344],"domain_scores_gemma":[0.9970818,0.002211985,0.000186179,0.0001476952,0.00007941073,0.0002929949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.03050637,0.0007232517,0.8674549,0.0005300438,0.0002349078,0.0001728728,0.01193579,0.00002534696,0.06736092,0.0001359652,0.0000170281,0.02090263],"study_design_scores_gemma":[0.04894974,0.004739807,0.2980582,0.001375243,0.0002697434,0.0001227069,0.003774838,0.00258458,0.6382727,0.000007372027,0.001226985,0.0006181053],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974502,0.0001490689,0.000009953531,0.00003526127,0.00004678723,0.000404056,0.00004954181,0.00004208843,0.001813048],"genre_scores_gemma":[0.9996482,0.0000536227,0.00001495932,0.00004590355,0.00001797699,0.0000245561,0.00009090667,0.00001789534,0.0000859623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5709118,"threshold_uncertainty_score":0.7286922,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1985631247","doi":"10.1007/s00464-011-1897-5","title":"Adoption of enhanced recovery after surgery (ERAS) strategies for colorectal surgery at academic teaching hospitals and impact on total length of hospital stay","year":2011,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":161,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Mount Sinai Hospital; Lunenfeld-Tanenbaum Research Institute; Toronto East General Hospital; University of Toronto; University Health Network; Public Health Ontario; Toronto Western Hospital","funders":"","keywords":"Medicine; Odds ratio; Colorectal surgery; Discontinuation; Abdominal surgery; Confidence interval; Retrospective cohort study; Perioperative; Surgery; Foley catheter; Laparoscopy; Hepatology; Multivariate analysis; General surgery; Catheter; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.02612325405838419,"gpt":0.3275457144164994,"spread":0.3014224603581152,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001853213,0.001198135,0.00649855,0.0009285306,0.0000862422,0.00003261911,0.0001715599,0.001313735,0.0002434215],"category_scores_gemma":[0.0008902183,0.0009003081,0.003390055,0.000378805,0.0003798058,0.0005402669,0.0001726309,0.001407545,0.00001899713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004586238,"about_ca_system_score_gemma":0.001167569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003548859,"about_ca_topic_score_gemma":0.000002150208,"domain_scores_codex":[0.9941459,0.0005558648,0.002546074,0.001155978,0.0006249892,0.0009712291],"domain_scores_gemma":[0.9871046,0.009755857,0.001879551,0.0006405008,0.0002132603,0.0004062146],"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":[0.03424782,0.001762703,0.007238599,0.07823668,0.004743546,0.0004650176,0.000731055,0.00001003562,0.000423062,0.0002122555,0.002067884,0.8698614],"study_design_scores_gemma":[0.02357225,0.04462218,0.03478554,0.5310998,0.0197716,0.002605587,0.0009676785,0.00004534542,0.03108574,0.001480336,0.2934614,0.01650259],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.548803,0.4478929,0.00003635335,0.000005079169,0.001079105,0.001318034,0.0005676905,0.00005923481,0.0002386877],"genre_scores_gemma":[0.2576391,0.7403086,0.0001768381,0.000009639914,0.0004066051,0.0005316757,0.0005440356,0.0001701489,0.0002133621],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8533587,"threshold_uncertainty_score":0.9999828,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1998612678","doi":"10.1007/s00464-003-8515-0","title":"Symptomatic internal hernias after laparoscopic bariatric surgery","year":2004,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":157,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke","funders":"","keywords":"Medicine; Surgery; Gastric bypass; Laparoscopy; Abdominal surgery; Biliopancreatic Diversion; Retrospective cohort study; Duodenal switch; Incidence (geometry); Hepatology; Laparoscopic surgery; Presentation (obstetrics); General surgery; Internal hernia; Hernia; Weight loss; Internal medicine; Obesity","retraction":null,"screen_n_in":null,"score":{"opus":0.01342108775446854,"gpt":0.2676715846166225,"spread":0.254250496862154,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000424539,0.0003160129,0.0008598733,0.0002930876,0.00007426923,0.00004616434,0.0001186962,0.0002044938,0.002450697],"category_scores_gemma":[0.0002499175,0.000244959,0.0005162259,0.000558091,0.00009790802,0.0001469148,0.00007189916,0.0004014903,0.00101641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001586951,"about_ca_system_score_gemma":0.0003042582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001733122,"about_ca_topic_score_gemma":0.000007719845,"domain_scores_codex":[0.9977194,0.00009732403,0.0006420344,0.0004361633,0.0004969715,0.0006080803],"domain_scores_gemma":[0.9983397,0.0006338711,0.0001154676,0.0004321144,0.00006084724,0.0004179897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001182715,0.0003964719,0.992869,0.000212472,0.0001752501,0.003028279,0.0001106602,0.00001646861,0.00005585521,0.0006055874,0.0005728573,0.0007743687],"study_design_scores_gemma":[0.04462272,0.0006173711,0.8759602,0.001396556,0.0009436868,0.003710201,0.0001186217,0.00009525658,0.008662098,0.002649885,0.05971672,0.001506661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918101,0.001307039,0.00005117443,0.001236407,0.00138114,0.0002494955,0.000006253769,0.0002411586,0.00371724],"genre_scores_gemma":[0.9965017,0.0002115527,0.0003827107,0.0009961091,0.0006963448,0.00006143546,0.00001807439,0.00004449772,0.001087537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1169088,"threshold_uncertainty_score":0.9997614,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2083290663","doi":"10.1007/s00464-003-8176-z","title":"Discriminative validity of the Minimally Invasive Surgical Trainer in Virtual Reality (MIST-VR) using criteria levels based on expert performance","year":2004,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":156,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"Economic and Social Research Council","keywords":"Psychomotor learning; Virtual reality; Trainer; Medicine; Laparoscopic surgery; Medical physics; Laparoscopy; Medical education; Physical therapy; Surgery; Computer science; Human–computer interaction","retraction":null,"screen_n_in":null,"score":{"opus":0.1253840402062688,"gpt":0.375772368092066,"spread":0.2503883278857972,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006646898,0.0002845812,0.0006181723,0.0001171993,0.0001117562,0.00001780687,0.0001714051,0.0001776685,0.0007433408],"category_scores_gemma":[0.0004902009,0.0001851583,0.000286187,0.0004843457,0.0004052153,0.0001135671,0.00005842567,0.0004320415,0.000006303858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002527748,"about_ca_system_score_gemma":0.0003895769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001163922,"about_ca_topic_score_gemma":0.00001793728,"domain_scores_codex":[0.9974526,0.0003577783,0.0006396689,0.0004440625,0.0006939624,0.0004119452],"domain_scores_gemma":[0.9980605,0.001083817,0.000158204,0.0003588682,0.0001240015,0.0002145825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.1418173,0.03389529,0.285121,0.002751166,0.0009287365,0.01646875,0.04835624,0.3131653,0.04776562,0.05005552,0.0002087502,0.0594664],"study_design_scores_gemma":[0.2437886,0.005162707,0.3962209,0.005575669,0.0002440655,0.0003194555,0.002403538,0.09675936,0.2358025,0.0008857709,0.01100547,0.001832052],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845874,0.00001703247,0.00005730223,0.0008146694,0.0001975134,0.0003900952,0.0000420079,0.00003728328,0.01385675],"genre_scores_gemma":[0.9990652,0.00001129163,0.0002571711,0.0003986129,0.0001458619,0.00001785779,0.0000235785,0.00002536751,0.00005510957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2164059,"threshold_uncertainty_score":0.8139061,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2608119501","doi":"10.1007/s00464-017-5573-2","title":"Incidence of incisional hernia in the specimen extraction site for laparoscopic colorectal surgery: systematic review and meta-analysis","year":2017,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Hernia repair and management","field":"Medicine","cited_by":150,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Jewish General Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Incisional hernia; Meta-analysis; Abdominal surgery; Observational study; Incidence (geometry); Surgery; Colorectal surgery; Laparoscopic surgery; Hepatology; Hernia; Laparoscopy; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.153763949227755,"gpt":0.4398180194297888,"spread":0.2860540702020338,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004241466,0.0004075134,0.009910225,0.0003364889,0.00007749544,0.0000423076,0.0002757031,0.0001922247,0.0003636658],"category_scores_gemma":[0.001048594,0.0002082567,0.003009832,0.0004580549,0.00009672839,0.00008369398,0.00009423822,0.0003209476,0.00002507149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007799061,"about_ca_system_score_gemma":0.0001956377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007727886,"about_ca_topic_score_gemma":0.00007222829,"domain_scores_codex":[0.9961958,0.0008086399,0.001582816,0.0005095494,0.0006362608,0.0002669301],"domain_scores_gemma":[0.9943994,0.003377288,0.001175879,0.000839945,0.0001034414,0.0001040615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00006752864,0.0001534163,0.00003141438,0.9604716,0.03712558,0.000170274,0.00003243492,3.112799e-7,1.140853e-7,0.0001084909,0.0004670558,0.001371833],"study_design_scores_gemma":[0.0005278126,0.000086487,0.0000220741,0.03401478,0.6683214,0.0001070727,0.000007097801,0.00001050338,5.639027e-7,0.00001184532,0.2967178,0.0001725868],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008060543,0.9934859,0.00001540843,0.000207248,0.00004666174,0.005571935,0.000132038,0.00001563184,0.0004445299],"genre_scores_gemma":[0.0004911285,0.9965335,0.0001322556,0.0001305661,0.00004402697,0.001782512,0.0001861792,0.00002488733,0.000674915],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9264567,"threshold_uncertainty_score":0.8492463,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2898710339","doi":"10.1007/s00464-018-6503-7","title":"Indocyanine green for the prevention of anastomotic leaks following esophagectomy: a meta-analysis","year":2018,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":150,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Alexandra Hospital; Health Sciences Centre; University of Alberta","funders":"","keywords":"Medicine; Indocyanine green; Anastomosis; Esophagectomy; Randomized controlled trial; Meta-analysis; Odds ratio; Perfusion; Leak; Surgery; Radiology; Esophageal cancer; Internal medicine; Cancer","retraction":null,"screen_n_in":null,"score":{"opus":0.1544158782369718,"gpt":0.443867174798413,"spread":0.2894512965614412,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001053006,0.0005030754,0.005141454,0.0004376738,0.0001311284,0.00002832339,0.0003314242,0.0002290479,0.001266029],"category_scores_gemma":[0.0001604644,0.0002490378,0.01174768,0.001435431,0.0001510962,0.00005361288,0.0001086957,0.0003832263,0.00004636823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001852024,"about_ca_system_score_gemma":0.0005279136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002429249,"about_ca_topic_score_gemma":0.00006629925,"domain_scores_codex":[0.9967628,0.0003624592,0.0009496668,0.0006343535,0.0007767546,0.000513988],"domain_scores_gemma":[0.9968074,0.001442269,0.0004641196,0.0008764496,0.0001590903,0.0002506886],"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":[0.0005875906,0.0005812687,0.00004698009,0.01427448,0.7997459,0.0007150774,0.0000456068,0.000002178543,1.152434e-7,0.0001944598,0.0002409575,0.1835654],"study_design_scores_gemma":[0.003504369,0.001300971,0.000006475018,0.0005550511,0.6882394,0.00003322749,0.000004869129,0.00002169916,0.00002507467,0.0001042448,0.3060499,0.0001546467],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002274236,0.9958742,0.0002652444,0.0001115519,0.00009542923,0.003165442,0.0001669691,0.00003524428,0.0002631474],"genre_scores_gemma":[0.002597283,0.9885885,0.0007177549,0.0000205949,0.0003353147,0.001655348,0.000435947,0.00007424859,0.005575064],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.305809,"threshold_uncertainty_score":0.9999962,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1981905415","doi":"10.1007/s00464-003-8157-2","title":"Toward reliable operative assessment: the reliability and feasibility of videotaped assessment of laparoscopic technical skills","year":2004,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":145,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta; University of Toronto; McMaster University","funders":"","keywords":"Medicine; Reliability (semiconductor); Abdominal surgery; Hepatology; Medical physics; Laparoscopy; Endoscopy; Laparoscopic surgery; General surgery; Surgery","retraction":null,"screen_n_in":null,"score":{"opus":0.03598934891247512,"gpt":0.3939235914010661,"spread":0.357934242488591,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001104961,0.0001935357,0.000724368,0.00004975241,0.00008804814,0.00001534658,0.0001234141,0.0001475775,0.0003674046],"category_scores_gemma":[0.0003865106,0.0001182452,0.0001729755,0.00036039,0.0005978827,0.00009089052,0.0001070525,0.0004471535,0.000001899528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001547038,"about_ca_system_score_gemma":0.0003498365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008608196,"about_ca_topic_score_gemma":0.000005038953,"domain_scores_codex":[0.9978747,0.0001704873,0.0007145975,0.0004213269,0.0005551694,0.0002637252],"domain_scores_gemma":[0.9980678,0.0008716087,0.0001722094,0.0004769187,0.0002226119,0.0001888277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002225724,0.005647814,0.8793858,0.000879581,0.00026618,0.0001465583,0.0008425726,0.004433693,0.006405177,0.09764232,0.00002625281,0.002098306],"study_design_scores_gemma":[0.07786515,0.002231696,0.8905645,0.0006704366,0.000311427,0.00006938742,0.0004310683,0.002125324,0.01413686,0.008586005,0.002637492,0.0003706806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708276,0.0001060499,0.0002415273,0.001102914,0.00008836439,0.0007923071,0.00001635762,0.00005227378,0.02677258],"genre_scores_gemma":[0.9939966,0.00007736028,0.005645835,0.0001235665,0.00004173377,0.00003160251,0.0000159385,0.00001352102,0.00005388971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08905631,"threshold_uncertainty_score":0.4821897,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2565212146","doi":"10.1007/s00464-016-5370-3","title":"LINX® magnetic esophageal sphincter augmentation versus Nissen fundoplication for gastroesophageal reflux disease: a systematic review and meta-analysis","year":2016,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":141,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Alexandra Hospital; Health Sciences Centre; University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Nissen fundoplication; GERD; Heartburn; Reflux; Cochrane Library; Meta-analysis; Internal medicine; Gastroenterology; Bloating; Randomized controlled trial; Dysphagia; Esophagitis; Surgery; Disease; Nausea","retraction":null,"screen_n_in":null,"score":{"opus":0.07949874897208536,"gpt":0.4067680810012111,"spread":0.3272693320291258,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006049887,0.001059448,0.00918742,0.0004249604,0.0001519491,0.00008799164,0.0002551666,0.0002669804,0.00157049],"category_scores_gemma":[0.0002768789,0.0005942585,0.004564456,0.0006589165,0.0001296715,0.0001446034,0.00009896939,0.0002898711,0.0002792908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000281511,"about_ca_system_score_gemma":0.0002165849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002485093,"about_ca_topic_score_gemma":6.238207e-7,"domain_scores_codex":[0.994998,0.0005302803,0.001799807,0.001286607,0.0007050054,0.0006803153],"domain_scores_gemma":[0.9957235,0.001096311,0.0009263118,0.00122289,0.0001797579,0.0008511557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0003660414,0.000252737,0.00001407664,0.8815168,0.1131415,0.0008309662,0.00000659321,8.785139e-8,4.022529e-8,0.0002200273,0.0001199206,0.003531174],"study_design_scores_gemma":[0.005681918,0.000655925,0.00002266319,0.0163853,0.9628776,0.00006783572,9.290794e-7,0.000003306263,6.643681e-7,0.00003132673,0.01404065,0.0002318458],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005734732,0.9886447,0.0001296118,0.0002736969,0.00009954822,0.00942123,0.001203324,0.0001057184,0.0001164238],"genre_scores_gemma":[0.0005283108,0.9824284,0.0007766712,0.0001600798,0.0001644099,0.007093861,0.002719512,0.0001229726,0.006005782],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8651316,"threshold_uncertainty_score":0.9996509,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1990301679","doi":"10.1007/s00464-012-2457-3","title":"Surgeons blinded by enhanced navigation: the effect of augmented reality on attention","year":2012,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":140,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Mount Sinai Hospital; Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"University of Toronto; Princess Margaret Hospital Foundation","keywords":"Interquartile range; Medicine; Context (archaeology); Augmented reality; Inattentional blindness; Cadaveric spasm; Complication; Surgery; Artificial intelligence; Computer science; Psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.01714233173814098,"gpt":0.3113104989612649,"spread":0.2941681672231239,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001168721,0.0001684519,0.0002403468,0.00004193583,0.0001935249,0.00003548888,0.0005701656,0.0000913178,0.00004653335],"category_scores_gemma":[0.00005735842,0.0001109526,0.000146733,0.0005865993,0.0001398385,0.0002363415,0.0001282553,0.0002236,0.00009905305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000684845,"about_ca_system_score_gemma":0.00002049415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009675077,"about_ca_topic_score_gemma":0.000001689409,"domain_scores_codex":[0.9979272,0.0005348115,0.0003685331,0.0002989433,0.0005056431,0.000364859],"domain_scores_gemma":[0.9978234,0.0009338482,0.0002159283,0.0008231718,0.00005726134,0.0001463439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00250519,0.004931235,0.0386025,0.0005197348,0.0009422185,0.00002491399,0.001978427,0.001033634,0.1794885,0.6121678,0.04600717,0.1117987],"study_design_scores_gemma":[0.009355461,0.0008029187,0.01868409,0.0001609392,0.00008905957,0.00003454762,0.00003545299,0.004937593,0.929921,0.001070639,0.03436757,0.0005406977],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8327215,0.0001248343,0.156376,0.002757102,0.0004413655,0.0008677425,0.00004525878,0.0002199332,0.006446256],"genre_scores_gemma":[0.9993349,0.0000168623,0.0001308747,0.00004955574,0.00005188973,0.0001594264,0.00007860788,0.000008510782,0.0001693797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7504326,"threshold_uncertainty_score":0.4524517,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3183381494","doi":"10.1007/s00464-021-08625-5","title":"SAGES guidelines for the surgical treatment of gastroesophageal reflux (GERD)","year":2021,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":131,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"GERD; Medicine; Abdominal surgery; General surgery; Disease; Reflux; Hepatology; Surgery; Intensive care medicine; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.0884456048864557,"gpt":0.4051165439855634,"spread":0.3166709390991077,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001786752,0.0003102824,0.0007340841,0.00005316502,0.0001333332,0.00002223616,0.0001041126,0.0001134463,0.0006586183],"category_scores_gemma":[0.0002106498,0.0001703455,0.00061024,0.0002236883,0.0001578329,0.0000446156,0.00004305432,0.00009973538,0.00003916616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009522348,"about_ca_system_score_gemma":0.0002193747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000173707,"about_ca_topic_score_gemma":0.000003488359,"domain_scores_codex":[0.9979335,0.0000808789,0.0006072017,0.0004453837,0.0004303059,0.0005026953],"domain_scores_gemma":[0.9977661,0.0007896089,0.0001210729,0.0005485966,0.0005128416,0.0002617364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01819123,0.01661736,0.4864604,0.0009218273,0.00821092,0.1400525,0.0008040105,0.0003008964,0.003822065,0.01180633,0.01561822,0.2971942],"study_design_scores_gemma":[0.172762,0.01454839,0.06416167,0.0003429906,0.003397441,0.00638337,0.0003166733,0.0008944559,0.3126583,0.0008607145,0.4231557,0.0005183226],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802922,0.008709754,0.0001663971,0.003528807,0.0005656307,0.00113219,0.0002034203,0.0001104956,0.005291077],"genre_scores_gemma":[0.9837158,0.001119138,0.005511468,0.0001311315,0.0006582199,0.000176748,0.0001886571,0.00003931142,0.008459496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4222987,"threshold_uncertainty_score":0.7211409,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2045014450","doi":"10.1007/s00464-013-3019-z","title":"Barriers to the uptake of laparoscopic surgery in a lower-middle-income country","year":2013,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Global Health and Surgery","field":"Medicine","cited_by":131,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Western Hospital; The Wilson Centre; University of Toronto; University Health Network; Centre for Social Innovation; St. Michael's Hospital","funders":"","keywords":"Medicine; Laparoscopy; Exploratory research; Low and middle income countries; Laparoscopic surgery; Developing country; Middle income country; General surgery; Nursing; Economic growth","retraction":null,"screen_n_in":null,"score":{"opus":0.01592021349744953,"gpt":0.2809590600246098,"spread":0.2650388465271603,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008695648,0.0001984731,0.0007429071,0.0001734996,0.00006643105,0.00001692379,0.0001421962,0.0001453851,0.002059331],"category_scores_gemma":[0.000952316,0.0001306086,0.0001703541,0.0007763208,0.0001135423,0.00007581113,0.00005291878,0.0003132367,0.0003883964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000976392,"about_ca_system_score_gemma":0.0006127275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001080401,"about_ca_topic_score_gemma":0.00007722625,"domain_scores_codex":[0.997554,0.0001072754,0.0007808202,0.0003000317,0.0004836675,0.0007741729],"domain_scores_gemma":[0.9976236,0.0007226846,0.0000916607,0.0004714529,0.0001078117,0.0009828435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003120343,0.0003727836,0.9628355,0.001030823,0.00007808365,0.0009475957,0.0004029775,0.000040098,0.0002292009,0.002142031,0.02449994,0.00430066],"study_design_scores_gemma":[0.009851033,0.0006458121,0.4820996,0.002345024,0.00005789481,0.000189599,0.0006599794,0.000278699,0.001440571,0.0004205702,0.5014589,0.0005522599],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894444,0.0007020069,0.000001936061,0.002795267,0.0009533463,0.0006801616,0.00002336193,0.00004352483,0.005356017],"genre_scores_gemma":[0.9962245,0.0001723761,0.0001015543,0.002730584,0.0001630959,0.0001164125,0.00001177924,0.00002046096,0.000459193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4807359,"threshold_uncertainty_score":0.9988529,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2090733727","doi":"10.1007/s00464-001-8275-7","title":"Minimally invasive (laparoscopic) surgery","year":2002,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":131,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University Health Network; Toronto Western Hospital; University of Toronto","funders":"","keywords":"Veress needle; Medicine; Pneumoperitoneum; Cholecystectomy; Laparoscopic surgery; Laparoscopic cholecystectomy; Invasive surgery; Laparoscopy; Abdominal surgery; Surgery; General surgery","retraction":null,"screen_n_in":null,"score":{"opus":0.09730809287763909,"gpt":0.361662460097233,"spread":0.2643543672195939,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0006808646,0.001539739,0.008529993,0.000886744,0.0001368886,0.00009733414,0.0005778347,0.00162859,0.009279939],"category_scores_gemma":[0.001651284,0.001173339,0.003848228,0.001241832,0.0005256187,0.0001408461,0.000343234,0.001903648,0.003179159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004485199,"about_ca_system_score_gemma":0.001378034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001715639,"about_ca_topic_score_gemma":0.000002914744,"domain_scores_codex":[0.9927661,0.0006292122,0.002402504,0.001654664,0.001170344,0.001377141],"domain_scores_gemma":[0.9902402,0.00605321,0.0008505422,0.001532647,0.0002676267,0.001055819],"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":[0.000359544,0.001083267,0.0001401936,0.06525619,0.001296866,0.02302318,0.00003745616,2.772381e-8,0.000005258581,0.0007227699,0.05763973,0.8504355],"study_design_scores_gemma":[0.001925788,0.0003348251,0.000002520851,0.03647393,0.001531111,0.001898381,0.000004736446,4.12249e-7,0.0001571492,0.00004414736,0.9567128,0.0009142365],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001953417,0.9451123,0.000001397183,0.0001132028,0.0005502638,0.002073696,0.0001327491,0.0007960154,0.05102501],"genre_scores_gemma":[0.00001930714,0.9887725,0.001099845,0.0002354423,0.001125444,0.0007658421,0.0005262737,0.0003157869,0.007139523],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.899073,"threshold_uncertainty_score":0.9997351,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1985376620","doi":"10.1007/s00464-003-8262-2","title":"Laparoscopic appendectomy for complicated appendicitis: an evaluation of postoperative factors","year":2004,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":131,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"","keywords":"Medicine; Appendicitis; Abdominal surgery; Complication; Surgery; Hepatology; General surgery; Laparoscopy","retraction":null,"screen_n_in":null,"score":{"opus":0.1441488734633661,"gpt":0.4422053641128124,"spread":0.2980564906494463,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000803494,0.0006713095,0.003281889,0.0003655312,0.0001177581,0.00003604877,0.000304814,0.0004162415,0.001410773],"category_scores_gemma":[0.000140014,0.0004986571,0.0007897526,0.0004119359,0.0002360668,0.0001139489,0.00009263125,0.0003749154,0.00006763935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000549735,"about_ca_system_score_gemma":0.000828787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001319091,"about_ca_topic_score_gemma":0.00001124368,"domain_scores_codex":[0.9960527,0.0003549802,0.001156767,0.0009025207,0.001012554,0.0005204538],"domain_scores_gemma":[0.9976549,0.000345185,0.0006050523,0.0006813206,0.0003842564,0.0003293595],"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":[0.0005400144,0.004151091,0.0002431528,0.05849761,0.003016101,0.0001664801,0.0004381913,0.00004463181,0.00001197432,0.03851287,0.001877101,0.8925008],"study_design_scores_gemma":[0.01412272,0.001454835,0.00004318715,0.02020561,0.004848923,0.00004871524,0.0001055271,0.00003660795,0.000177837,0.0002992099,0.9581894,0.000467434],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002441762,0.9848486,0.0001038331,0.00005905188,0.000319126,0.009012515,0.0005832841,0.0001057295,0.002526087],"genre_scores_gemma":[0.00511359,0.984209,0.0004326747,0.00006543087,0.0001234801,0.001551419,0.008236941,0.0001279149,0.0001395765],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9563123,"threshold_uncertainty_score":0.9997465,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2046790056","doi":"10.1007/s00464-012-2510-2","title":"Revisional surgery after failed laparoscopic adjustable gastric banding: a systematic review","year":2012,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":129,"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; McMaster University; Hamilton General Hospital","funders":"","keywords":"Medicine; Duodenal switch; Biliopancreatic Diversion; Weight loss; Surgery; Sleeve gastrectomy; Laparoscopy; Abdominal surgery; Gastric bypass; General surgery; Roux-en-Y anastomosis; Body mass index; Meta-analysis; Internal medicine; Obesity","retraction":null,"screen_n_in":null,"score":{"opus":0.05455046064880737,"gpt":0.3372518932309289,"spread":0.2827014325821215,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002987003,0.001180725,0.01326906,0.0006568944,0.0001174929,0.00006476071,0.000311558,0.0007134481,0.007697197],"category_scores_gemma":[0.001513166,0.0007413771,0.003651969,0.001844179,0.0001011084,0.0002125694,0.0001876571,0.001193671,0.002221576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003504581,"about_ca_system_score_gemma":0.0009318299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007549388,"about_ca_topic_score_gemma":3.00679e-7,"domain_scores_codex":[0.9921876,0.001324497,0.003129468,0.0009211322,0.001145665,0.001291662],"domain_scores_gemma":[0.9905687,0.005905236,0.001118502,0.001362594,0.0001491325,0.0008958388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006728247,0.0001931503,0.0004058339,0.9858983,0.000512609,0.0009222115,0.000004272784,7.730812e-9,9.250155e-9,0.0000568589,0.003919114,0.008020306],"study_design_scores_gemma":[0.0005852468,0.0000216892,0.000008815311,0.4765463,0.01115154,0.0006959657,0.000001419145,2.261346e-7,1.980326e-7,0.00000203621,0.5106276,0.0003589093],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001285347,0.9931989,0.000004960584,0.0001001173,0.001489016,0.003909012,0.00007251855,0.000187228,0.00102541],"genre_scores_gemma":[0.0000505385,0.9912723,0.0001192214,0.0004867246,0.00104909,0.001621678,0.0004672642,0.0001581203,0.004775047],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.509352,"threshold_uncertainty_score":0.9995037,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2105655032","doi":"10.1007/s00464-013-3277-9","title":"Revised sleeve gastrectomy: another option for weight loss failure after sleeve gastrectomy","year":2013,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":124,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Medicine; Weight loss; Sleeve gastrectomy; Surgery; Gastrectomy; Body mass index; Weight Loss Surgery; Abdominal surgery; Internal medicine; Gastric bypass; Obesity; Cancer","retraction":null,"screen_n_in":null,"score":{"opus":0.009289248271661738,"gpt":0.2551871419884285,"spread":0.2458978937167667,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000321339,0.0004125517,0.0008061721,0.0001799235,0.00009460217,0.00006088391,0.0001355586,0.000284197,0.009840768],"category_scores_gemma":[0.0001587845,0.0003048362,0.0005331131,0.0003731322,0.0001156057,0.0002705298,0.00004979701,0.0003457959,0.000779305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000107985,"about_ca_system_score_gemma":0.0001108803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005074358,"about_ca_topic_score_gemma":0.000004682749,"domain_scores_codex":[0.9975575,0.0001318979,0.0005594257,0.0006064037,0.0003694162,0.0007754107],"domain_scores_gemma":[0.9981421,0.0006582196,0.0001463326,0.0004897507,0.0002112332,0.0003524111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01804333,0.001779039,0.8338653,0.001410328,0.001374429,0.00174805,0.000946034,0.00001633016,0.00451319,0.003319293,0.0868288,0.0461559],"study_design_scores_gemma":[0.04454443,0.0009422454,0.08917066,0.0007223714,0.0007123513,0.0006128554,0.0001741358,0.0005331691,0.01738436,0.001841275,0.8420626,0.001299547],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807002,0.0007192756,0.001185941,0.01098762,0.0009939442,0.002040572,0.00005255575,0.0003051758,0.003014731],"genre_scores_gemma":[0.9835154,0.0001323682,0.007445809,0.001186908,0.001318402,0.0007434618,0.0001036918,0.00008884688,0.005465155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7552338,"threshold_uncertainty_score":0.9999987,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2090061132","doi":"10.1007/s00464-014-4043-3","title":"A prospective non-randomised single-center study comparing laparoscopic and robotic distal pancreatectomy","year":2014,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":123,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Medicine; Distal pancreatectomy; Pancreatic fistula; Laparoscopy; Prospective cohort study; Surgery; General surgery; Abdominal surgery; Single Center; Pancreatectomy; Demographics; Robotic surgery; Resection; Pancreas; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.02673680591542107,"gpt":0.3202686044585012,"spread":0.2935317985430802,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005760093,0.0002300466,0.001163199,0.00009739558,0.0001484535,0.0000446777,0.00008843358,0.00009435779,0.0001756257],"category_scores_gemma":[0.0002812778,0.000169259,0.00008730221,0.0001718718,0.0002637961,0.00005993875,0.0001050723,0.0003470695,0.00005900803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001062693,"about_ca_system_score_gemma":0.00006538937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001114329,"about_ca_topic_score_gemma":0.00002945077,"domain_scores_codex":[0.998078,0.0002701534,0.0003537302,0.0004661238,0.0003505434,0.0004814463],"domain_scores_gemma":[0.9985775,0.0006429721,0.00006701307,0.0002928249,0.00007976509,0.0003399057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006551571,0.001512555,0.9901546,0.00007997794,0.0001988054,0.000187017,0.0004319784,0.000001927875,0.0005169922,0.0001269445,0.00004409855,0.0001935751],"study_design_scores_gemma":[0.3576637,0.005316047,0.6269428,0.0002956877,0.0005388367,0.0002918158,0.0004549483,0.006343655,0.0008335617,0.0001541608,0.0008221248,0.0003426989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9614448,0.00007960936,0.0002674861,0.0001146439,0.00009109644,0.001844569,0.000001752752,0.00007134386,0.03608471],"genre_scores_gemma":[0.9981509,0.00001897974,0.0004003461,0.00004521575,0.0001703934,0.0002269076,0.00001125604,0.00002556434,0.0009504359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3632118,"threshold_uncertainty_score":0.6902183,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2940338421","doi":"10.1007/s00464-019-06782-2","title":"Comparison of laparoscopic sleeve gastrectomy leak rates in five staple-line reinforcement options: a systematic review","year":2019,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":122,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Institute of Mining, Metallurgy and Petroleum; Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Leak; Medicine; Surgery; Fibrous joint; Sleeve gastrectomy; Polydioxanone; Internal medicine; Weight loss","retraction":null,"screen_n_in":null,"score":{"opus":0.08508059083846667,"gpt":0.4245364520529044,"spread":0.3394558612144377,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00132675,0.0007228756,0.01170457,0.000476152,0.00003656155,0.00001873425,0.0003142434,0.0003953998,0.0008437864],"category_scores_gemma":[0.0009541393,0.0004837707,0.001316928,0.001148675,0.00008753155,0.00008434555,0.0001310734,0.0008813061,0.0003446501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002903648,"about_ca_system_score_gemma":0.0006424843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000590258,"about_ca_topic_score_gemma":0.000007171875,"domain_scores_codex":[0.9936739,0.0008227142,0.00366304,0.0006029732,0.0006753441,0.0005620956],"domain_scores_gemma":[0.9944524,0.002702122,0.001498337,0.0009759178,0.0001549828,0.0002162123],"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":[0.00008062915,0.0002450024,0.0002820722,0.9959631,0.0004371118,0.00009393721,0.00004012796,0.00001125672,9.244399e-8,0.000369481,0.0004314004,0.002045784],"study_design_scores_gemma":[0.003438656,0.0003434469,0.000004020624,0.8542739,0.006122244,0.00009637875,0.00005745401,0.00005930541,0.000009144266,0.000006282508,0.1352128,0.0003763659],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006926207,0.9921874,0.000008971178,0.0000902021,0.0005023002,0.006150036,0.00004936182,0.00005212296,0.0008903479],"genre_scores_gemma":[0.0002134049,0.9954306,0.00014433,0.0001016904,0.0001076073,0.0006467514,0.0005585222,0.00005934015,0.002737692],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1416892,"threshold_uncertainty_score":0.9997614,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2016818235","doi":"10.1007/s004640000356","title":"Does a laparoscopic approach to total abdominal colectomy and proctocolectomy offer advantages?","year":2001,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":122,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Perioperative; Surgery; Laparoscopy; Abdominal surgery; Proctocolectomy; Anastomosis; Colectomy; General surgery; Complication; Incidence (geometry); Internal medicine; Ulcerative colitis; Disease","retraction":null,"screen_n_in":null,"score":{"opus":0.01220892626935796,"gpt":0.3013387756409578,"spread":0.2891298493715999,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001380203,0.0003780332,0.0007630869,0.0001606184,0.0001185458,0.0000582211,0.0001053801,0.0001499479,0.0006584876],"category_scores_gemma":[0.00008245707,0.0002263559,0.0001482789,0.0006249262,0.0001515934,0.0001134105,0.000134275,0.0003054733,0.0001022146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002016275,"about_ca_system_score_gemma":0.0001181256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006836984,"about_ca_topic_score_gemma":0.00001064033,"domain_scores_codex":[0.9976057,0.00008431956,0.0003580357,0.0007706896,0.000509793,0.0006714615],"domain_scores_gemma":[0.9985883,0.0001829779,0.00005948632,0.0003336069,0.00008635658,0.0007493037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.05525349,0.005935094,0.8934661,0.0008062671,0.0007998124,0.006725541,0.0009555544,0.00002978442,0.006403927,0.001297647,0.001493398,0.02683341],"study_design_scores_gemma":[0.1541874,0.009643619,0.3846438,0.0009275446,0.0007993071,0.006731303,0.000386443,0.00116489,0.03148381,0.0005129768,0.4073287,0.00219022],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9505938,0.0002511058,0.00007730344,0.0005935305,0.0002026452,0.002618285,0.00001490979,0.0001714791,0.04547695],"genre_scores_gemma":[0.9888424,0.00008574595,0.00290997,0.0003620424,0.0002907203,0.001309585,0.00002515532,0.00004828694,0.006126053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5088223,"threshold_uncertainty_score":0.9230527,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2017267690","doi":"10.1007/s00464-010-1343-0","title":"Trends and results of the first 5 years of Fundamentals of Laparoscopic Surgery (FLS) certification testing","year":2010,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":121,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Western Hospital; Montreal General Hospital; University of Toronto; McGill University; University Health Network","funders":"USGI Medical; Boston Scientific Corporation","keywords":"Medicine; Certification; Specialty; Test (biology); Psychomotor learning; Abdominal surgery; Mandate; Descriptive statistics; Family medicine; General surgery; Cognition; Surgery; Psychiatry","retraction":null,"screen_n_in":null,"score":{"opus":0.05381802245379301,"gpt":0.3142301061457372,"spread":0.2604120836919441,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004181525,0.00007505147,0.000335628,0.00009524747,0.00003028707,0.00000394608,0.00005464415,0.00007591704,0.0001490117],"category_scores_gemma":[0.0008645311,0.00005388334,0.0001012275,0.0004387106,0.0002477516,0.00003029044,0.00003137331,0.0001445794,0.000001168888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006319552,"about_ca_system_score_gemma":0.00003732638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008796522,"about_ca_topic_score_gemma":0.00001290996,"domain_scores_codex":[0.9988847,0.00003437323,0.0005647575,0.0001513517,0.0002470134,0.000117833],"domain_scores_gemma":[0.9977499,0.001587708,0.0002881333,0.0002321605,0.00007537474,0.00006678703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001647187,0.0003987828,0.8976803,0.0002348796,0.0000693779,0.0000130755,0.0004949362,0.00003955145,0.02518529,0.0008409325,0.00008128645,0.0733144],"study_design_scores_gemma":[0.009052484,0.00009295266,0.9246141,0.0002577899,0.00004699523,0.00001275197,0.00004309267,0.0003325648,0.05502572,0.00005332094,0.010396,0.00007221378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932644,0.00005205047,5.817827e-7,0.0003365259,0.0001517537,0.00008128065,0.00002093857,0.00001415521,0.006078361],"genre_scores_gemma":[0.9996131,0.0000114198,0.0001680567,0.00002239488,0.00003632065,0.000003019027,0.00001167522,0.000008007171,0.0001259996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07324218,"threshold_uncertainty_score":0.2197299,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2079036580","doi":"10.1007/s00464-013-3298-4","title":"Fundamentals of endoscopic surgery: creation and validation of the hands-on test","year":2013,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":121,"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; McGill University; Montreal General Hospital","funders":"","keywords":"Medicine; Abdominal surgery; Hepatology; Test (biology); Endoscopic surgery; Medical physics; General surgery; Surgery; Endoscopy","retraction":null,"screen_n_in":null,"score":{"opus":0.02787341145273307,"gpt":0.2996180065903722,"spread":0.2717445951376392,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001824259,0.00009332056,0.0002936634,0.00006745772,0.0000425924,0.00001097555,0.00003476585,0.00006050672,0.001264952],"category_scores_gemma":[0.0003616904,0.00005787665,0.00009881875,0.0002054459,0.0001392396,0.00006013596,0.00002096029,0.00008554704,0.00001542158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001645821,"about_ca_system_score_gemma":0.00003113553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005847318,"about_ca_topic_score_gemma":5.307102e-7,"domain_scores_codex":[0.9990605,0.00006495664,0.000331836,0.0001413563,0.0002787667,0.0001225968],"domain_scores_gemma":[0.9980115,0.00152754,0.0001433477,0.0001595837,0.0000769492,0.00008109837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002677771,0.000334842,0.9817787,0.0001175505,0.00004576572,0.000004198532,0.0001517364,0.0000320476,0.003990821,0.001640687,0.0001058762,0.01152997],"study_design_scores_gemma":[0.02011526,0.0006687073,0.5833365,0.0005967378,0.0000871009,0.00001475202,0.0001340895,0.0007661193,0.3894447,0.0005610316,0.004135658,0.0001393193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852208,0.0000510912,0.000003970129,0.0003911447,0.00007193495,0.0003028938,0.000005180752,0.00001830102,0.01393464],"genre_scores_gemma":[0.9994618,0.00003819925,0.00003660131,0.00008508811,0.00003873778,0.00001547388,0.00001736942,0.000008694147,0.0002980818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3984422,"threshold_uncertainty_score":0.999648,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1985022033","doi":"10.1007/s00464-009-0476-5","title":"A multitasking platform for natural orifice translumenal endoscopic surgery (NOTES): a benchtop comparison of a new device for flexible endoscopic surgery and a standard dual-channel endoscope","year":2009,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":120,"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","funders":"Olympus","keywords":"Endoscope; Endoscopic surgery; Task (project management); Human multitasking; Medicine; Surgery; Endoscopy; Channel (broadcasting); Simulation; Computer science; Engineering; Psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.0807842246656145,"gpt":0.3659221268778737,"spread":0.2851379022122592,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001350446,0.0008728745,0.003164546,0.0006902727,0.0002809053,0.00009915684,0.0002242138,0.0004921139,0.0001589918],"category_scores_gemma":[0.002031152,0.0007743851,0.001070267,0.0007254712,0.0002878592,0.0004113262,0.00006596476,0.0006714803,0.000004353668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002001449,"about_ca_system_score_gemma":0.001027893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001664975,"about_ca_topic_score_gemma":0.00004186561,"domain_scores_codex":[0.9941964,0.0001213725,0.002055736,0.001204461,0.000946569,0.0014755],"domain_scores_gemma":[0.9878815,0.009531332,0.0006425468,0.0006143248,0.0005332729,0.000796964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.1768676,0.009507587,0.0797067,0.02378228,0.005634503,0.002705631,0.01059209,0.0001488765,0.2264355,0.03187604,0.04946179,0.3832814],"study_design_scores_gemma":[0.04126102,0.008012538,0.003118967,0.005323282,0.001396125,0.0003861914,0.000611618,0.00241062,0.8583739,0.004048591,0.07331793,0.001739158],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645884,0.01230734,0.01337457,0.001702638,0.0008434257,0.005234628,0.0004889864,0.0007263893,0.0007335952],"genre_scores_gemma":[0.9627076,0.0005874222,0.03469615,0.0003465835,0.000543319,0.0003884232,0.0003424522,0.0001093531,0.0002787061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6319385,"threshold_uncertainty_score":0.9994707,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2066754050","doi":"10.1007/s00464-008-0043-5","title":"Psychomotor performance measured in a virtual environment correlates with technical skills in the operating room","year":2008,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":114,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Psychomotor learning; Medicine; Task (project management); Laparoscopic surgery; Trainer; Laparoscopic cholecystectomy; Laparoscopy; Virtual reality; CLIPS; Simulation; Physical therapy; Surgery; Computer science; Artificial intelligence; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.01944709363273947,"gpt":0.2666856112276573,"spread":0.2472385175949179,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004910353,0.000174881,0.000325733,0.00008666439,0.00009719894,0.0000124804,0.0001106561,0.0001141287,0.0004017226],"category_scores_gemma":[0.00007996977,0.0001008261,0.00006232898,0.0003338704,0.0001423244,0.00007896312,0.0000211911,0.000547822,0.00005887347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000762463,"about_ca_system_score_gemma":0.00004916944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001323901,"about_ca_topic_score_gemma":0.000008131125,"domain_scores_codex":[0.998344,0.0001255662,0.0003732566,0.0003019883,0.0005249661,0.0003302294],"domain_scores_gemma":[0.9991644,0.0004411784,0.00004504571,0.0002236133,0.00001451147,0.0001112236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002203705,0.00146743,0.9792128,0.00001635237,0.00002544644,0.002026788,0.001746288,0.006945347,0.0003016525,0.0003286026,0.00002532964,0.005700327],"study_design_scores_gemma":[0.06737219,0.001851938,0.9013292,0.0004995998,0.00002938834,0.001358375,0.0004313468,0.0113309,0.0005246119,0.00001735552,0.01482377,0.0004312939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896201,0.0001080266,0.00003386032,0.0003520211,0.00004091114,0.000434349,0.000001184607,0.000041797,0.009367742],"genre_scores_gemma":[0.998885,0.0001278777,0.0003391095,0.0003064385,0.00006616426,0.00007351636,0.00001180575,0.00001709322,0.0001729334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0778835,"threshold_uncertainty_score":0.4398581,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2053529571","doi":"10.1007/s00464-014-3794-1","title":"Prophylactic PPI help reduce marginal ulcers after gastric bypass surgery: a systematic review and meta-analysis of cohort studies","year":2014,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":114,"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; McMaster University","funders":"","keywords":"Medicine; Meta-analysis; Abdominal surgery; Hepatology; Gastric bypass; Internal medicine; Cohort; Cohort study; Gastric bypass surgery; Gastroenterology; Surgery; General surgery; Weight loss; Obesity","retraction":null,"screen_n_in":null,"score":{"opus":0.0915849520469629,"gpt":0.3836971427341178,"spread":0.2921121906871549,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004313509,0.001071304,0.0342978,0.001266573,0.00007068684,0.00003299437,0.0002166078,0.0003665543,0.000959205],"category_scores_gemma":[0.002376654,0.0005970161,0.008452167,0.003422215,0.0002779242,0.00008773959,0.0001458884,0.0006510309,0.00005206919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001760651,"about_ca_system_score_gemma":0.0004181339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002553952,"about_ca_topic_score_gemma":0.000001676305,"domain_scores_codex":[0.9918119,0.0022142,0.003306228,0.00104301,0.00100126,0.0006234001],"domain_scores_gemma":[0.9889777,0.006996506,0.001999001,0.001276965,0.0003580474,0.0003918375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00006674634,0.00007024878,0.0001246533,0.7038324,0.2946697,0.0004050606,0.000007289322,7.471543e-8,1.041528e-8,0.00001595172,0.0002556321,0.0005522228],"study_design_scores_gemma":[0.0003172572,0.00006985546,0.00001943013,0.03719761,0.9215199,0.000583794,0.000009298607,8.205317e-7,3.657318e-7,0.000002210734,0.03986856,0.0004108412],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000443926,0.9961085,0.000003259206,0.0002799846,0.0001946687,0.003038527,0.000101973,0.00005595273,0.0001727991],"genre_scores_gemma":[0.0004965043,0.9947845,0.0001070291,0.0002363884,0.0000985176,0.001959817,0.0001177827,0.00007794964,0.002121561],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6666349,"threshold_uncertainty_score":0.999954,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2022677134","doi":"10.1007/s00464-014-3698-0","title":"Simultaneous development of laparoscopy and robotics provides acceptable perioperative outcomes and shows robotics to have a faster learning curve and to be overall faster in rectal cancer surgery: analysis of novice MIS surgeon learning curves","year":2014,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":113,"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; Perioperative; Laparoscopy; Robotic surgery; Colorectal surgery; Surgery; Abdominal surgery; CUSUM; Robotics; Laparoscopic surgery; Learning curve; General surgery; Artificial intelligence; Robot; Computer science; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.02613975056813655,"gpt":0.3157211789570996,"spread":0.289581428388963,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006171379,0.000399494,0.001816142,0.0004778409,0.00009724832,0.00004895891,0.00006878659,0.0001323449,0.0001280739],"category_scores_gemma":[0.001084643,0.000323425,0.0001337795,0.0006589454,0.0001337616,0.0001257973,0.000186908,0.000324446,0.000001008354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001553248,"about_ca_system_score_gemma":0.0001469987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007895653,"about_ca_topic_score_gemma":0.002911691,"domain_scores_codex":[0.9972403,0.0003119312,0.0007921744,0.0006766754,0.0004877583,0.0004911344],"domain_scores_gemma":[0.9966094,0.00237381,0.0002117392,0.0001798884,0.000225704,0.000399382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001628787,0.0001368956,0.9502292,0.0003650277,0.0006078728,0.00005006602,0.003890498,0.03585437,0.0007412641,0.000008326898,0.000003711578,0.006483945],"study_design_scores_gemma":[0.01338962,0.003149535,0.8808622,0.003534653,0.002698939,0.0000534914,0.003862009,0.06826186,0.01533963,0.000006379693,0.007010676,0.001831059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973611,0.0007008952,0.0002039611,0.0007159117,0.00005253311,0.0006923922,0.00002195214,0.00002625035,0.0002250554],"genre_scores_gemma":[0.9930456,0.0003505499,0.005425344,0.0002719047,0.00001666838,0.00008018439,0.00003433698,0.00003705814,0.0007383073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06936709,"threshold_uncertainty_score":0.9999218,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2520379507","doi":"10.1007/s00464-016-5217-y","title":"Safety and efficacy of POEM for treatment of achalasia: a systematic review of the literature","year":2016,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":113,"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; McMaster University; University of Toronto; University Health Network","funders":"","keywords":"Achalasia; Medicine; Randomized controlled trial; Myotomy; Pneumomediastinum; MEDLINE; Perforation; Systematic review; Evidence-based medicine; Abdominal surgery; Surgery; Pneumoperitoneum; General surgery; Pneumothorax; Laparoscopy; Esophagus; Alternative medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.02250648628522403,"gpt":0.3522694579624994,"spread":0.3297629716772754,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002158509,0.0003901799,0.005172867,0.00007372465,0.00002276508,0.000002866769,0.0001241713,0.0001959811,0.0000335423],"category_scores_gemma":[0.0003005652,0.0001456504,0.001413578,0.0002271096,0.0001127643,0.00001671819,0.00003762594,0.00007055717,0.000002826191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009011214,"about_ca_system_score_gemma":0.0001694175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001002822,"about_ca_topic_score_gemma":5.869975e-8,"domain_scores_codex":[0.9977179,0.0002475984,0.001268382,0.0002842487,0.0002858439,0.0001960276],"domain_scores_gemma":[0.9970916,0.001042626,0.0009681268,0.0006495208,0.0001386233,0.0001094952],"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":[0.0000880548,0.0003598879,0.00001707351,0.9594451,0.0009840467,0.00005371978,0.00002683458,2.320771e-9,2.311962e-7,0.0002118215,0.000008267621,0.03880491],"study_design_scores_gemma":[0.006661864,0.001050448,0.00001386423,0.9359806,0.00806292,0.0001683599,0.000001064583,7.382661e-8,0.00002740401,0.000007118917,0.0479834,0.0000429003],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004952664,0.993268,0.000001893363,0.00003206611,0.0000742655,0.005630324,0.0006284501,0.00000679563,0.0003087264],"genre_scores_gemma":[0.00055957,0.9978364,0.0001066953,0.000007307749,0.00004444194,0.000235276,0.0001003359,0.00003129855,0.00107873],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04797514,"threshold_uncertainty_score":0.5939453,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4311465534","doi":"10.1007/s00464-022-09758-x","title":"Clinical practice guidelines for enhanced recovery after colon and rectal surgery from the American Society of Colon and Rectal Surgeons and the Society of American Gastrointestinal and Endoscopic Surgeons","year":2022,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":112,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"University of Virginia","keywords":"Medicine; Colorectal surgery; Specialty; Rectum; General surgery; Guideline; Surgery; Abdominal surgery; Family medicine; Pathology","retraction":null,"screen_n_in":null,"score":{"opus":0.0355817590872505,"gpt":0.352906921505822,"spread":0.3173251624185716,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004148549,0.0003923787,0.001748901,0.00005935595,0.0003251024,0.00004196206,0.0001235885,0.00007916608,0.00004769545],"category_scores_gemma":[0.00404737,0.0002690657,0.0007565584,0.0004906743,0.003404654,0.0001654641,0.0004176589,0.0007357884,2.662416e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005757478,"about_ca_system_score_gemma":0.0003654478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002199411,"about_ca_topic_score_gemma":0.0001381011,"domain_scores_codex":[0.9956429,0.001084001,0.001393942,0.0008011964,0.0005370721,0.0005408653],"domain_scores_gemma":[0.9591922,0.03850797,0.001167748,0.0004285602,0.0004647464,0.0002388426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.09867885,0.0009510259,0.7888523,0.0005738658,0.002092815,0.0001306098,0.001585126,0.00001277732,0.01012365,0.00007149716,0.03368748,0.06323998],"study_design_scores_gemma":[0.04615096,0.01395056,0.7635311,0.00254867,0.004065207,0.003674609,0.02291226,0.004147475,0.01249988,0.0007921668,0.1235404,0.002186676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865604,0.002990583,0.0003953413,0.008264966,0.0003120036,0.0009195679,0.00046732,0.00004064735,0.00004917535],"genre_scores_gemma":[0.964055,0.01148621,0.02055941,0.003059647,0.0002175709,0.0003779332,0.00006805668,0.00005827376,0.000117909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0898529,"threshold_uncertainty_score":0.9999762,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2133729563","doi":"10.1007/s00464-012-2400-7","title":"Analysis of eye gaze: Do novice surgeons look at the same location as expert surgeons during a laparoscopic operation?","year":2012,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":109,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta; Simon Fraser University; University of British Columbia","funders":"","keywords":"Gaze; Medicine; Eye tracking; Task (project management); Computer vision; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.02113875948998304,"gpt":0.331381463681843,"spread":0.31024270419186,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006298571,0.0002350983,0.0006619321,0.000262406,0.0002650722,0.00003360392,0.000113977,0.0001452981,0.009178496],"category_scores_gemma":[0.0002909848,0.0001617052,0.0003414888,0.001467798,0.0001832572,0.0001710563,0.00008215649,0.0002291138,0.0002269771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001325474,"about_ca_system_score_gemma":0.00009499518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005150916,"about_ca_topic_score_gemma":0.0001065926,"domain_scores_codex":[0.997722,0.0002150759,0.000607316,0.0003402861,0.0006042828,0.0005110528],"domain_scores_gemma":[0.9978708,0.0009017439,0.0001598251,0.000515477,0.000189682,0.0003624443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001124096,0.0005287952,0.989536,0.00006664819,0.0008941944,0.00004031788,0.001749287,0.002516402,0.0009634285,0.001846114,0.00006871408,0.0006660029],"study_design_scores_gemma":[0.03152544,0.0001817646,0.8788403,0.0002779621,0.002132687,0.00006976527,0.001530283,0.004403071,0.0209978,0.00002556686,0.05932819,0.000687173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885707,0.001285695,0.00003063296,0.0008571828,0.0002141304,0.0003156589,0.00001463473,0.00008322224,0.008628124],"genre_scores_gemma":[0.9969708,0.0001685578,0.00003208048,0.000375633,0.000130889,0.00005175287,0.0001615625,0.00002598701,0.00208269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1106957,"threshold_uncertainty_score":0.9917272,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3179324327","doi":"10.1007/s00464-021-08578-9","title":"SAGES consensus recommendations on an annotation framework for surgical video","year":2021,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":108,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University Health Network","funders":"Society of American Gastrointestinal and Endoscopic Surgeons","keywords":"Annotation; Standardization; Delphi method; Computer science; Process (computing); Delphi; Medicine; Knowledge management; Data science; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.06193624367789346,"gpt":0.400865471592972,"spread":0.3389292279150786,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003377079,0.0001922332,0.0003970174,0.00008582944,0.0001949308,0.00005429121,0.00005434324,0.0002153854,0.002820605],"category_scores_gemma":[0.0008805197,0.0001680845,0.0002197197,0.0003648773,0.00008254344,0.00005717352,0.00001908699,0.0003522262,0.00008635794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005417418,"about_ca_system_score_gemma":0.0001228866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005142028,"about_ca_topic_score_gemma":0.000004521952,"domain_scores_codex":[0.9982407,0.0001984662,0.0004175746,0.0004774311,0.0003119966,0.0003538214],"domain_scores_gemma":[0.9953232,0.003667022,0.00008324078,0.0003103783,0.0002390932,0.0003771012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01791683,0.004074076,0.01192067,0.0002133842,0.0004958857,0.005523207,0.0009739315,0.001202328,0.0002495604,0.6679056,0.002929186,0.2865953],"study_design_scores_gemma":[0.04941569,0.0009469808,0.003107254,0.0003400369,0.000117843,0.0003054708,0.0005293192,0.003910833,0.004703299,0.01205398,0.924168,0.0004013288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.934003,0.0003035965,0.001589423,0.01775616,0.0009486878,0.0006751947,0.0001060909,0.0003920782,0.04422579],"genre_scores_gemma":[0.9831322,0.00007355895,0.0133374,0.001173639,0.0005709868,0.00006397087,0.0006958013,0.00003678679,0.0009156224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9212388,"threshold_uncertainty_score":0.9980909,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}