{"meta":{"query_hash":"884771454765","filters":{"venue":"Journal of Reconstructive Microsurgery Open"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/884771454765","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Reconstructive+Microsurgery+Open"},"results":[{"id":"W2890473735","doi":"10.1055/s-0038-1669453","title":"Bladder Outlet Obstruction as a Cause for Late Total Flap Failure in Pelvic Reconstruction with a VRAM","year":2018,"lang":"en","type":"article","venue":"Journal of Reconstructive Microsurgery Open","topic":"Pelvic and Acetabular Injuries","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Surgery; Abdomen; Abdominoperineal resection; Foley catheter; Catheter","score_opus":0.018539919826632587,"score_gpt":0.29636910608997663,"score_spread":0.277829186263344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2890473735","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99567646,0.00010942235,0.00035580844,0.0008556699,0.0011492443,0.0008413325,0.000037460748,0.000014605542,0.00095998286],"genre_scores_gemma":[0.97209096,0.00004480284,0.025644222,0.00022701881,0.0007705605,0.000025628799,0.000012041915,0.000051377578,0.001133399],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99801666,0.0000972674,0.000882866,0.00035573042,0.00024819176,0.0003992627],"domain_scores_gemma":[0.9975808,0.00014169107,0.0008805135,0.00025086288,0.0009511997,0.00019490458],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007226534,0.0002890434,0.0009027778,0.0005005923,0.00016899289,0.00017357896,0.0001922202,0.00019346435,0.00036418554],"category_scores_gemma":[0.00026966602,0.00022380559,0.00022827752,0.00039146718,0.0006246357,0.0010564573,0.00007289928,0.00046804134,0.000024634874],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.021922328,0.00041350847,0.6492352,0.0001912995,0.0026022624,0.0005011225,0.0034606052,0.00001555546,0.12146687,0.00040431967,0.0073290607,0.19245788],"study_design_scores_gemma":[0.039640594,0.010308047,0.37783912,0.0056802304,0.0020674074,0.26890934,0.019917144,0.00020240103,0.23495118,0.009336325,0.028801037,0.0023471706],"about_ca_topic_score_codex":0.000065120854,"about_ca_topic_score_gemma":0.00022516242,"teacher_disagreement_score":0.27139607,"about_ca_system_score_codex":0.00022845868,"about_ca_system_score_gemma":0.00079711777,"threshold_uncertainty_score":0.91265273},"labels":[],"label_agreement":null},{"id":"W2918746973","doi":"10.1055/s-0039-1678703","title":"En bloc Resection of Solitary Cranial Tumors: An Algorithmic Reconstructive Approach","year":2019,"lang":"en","type":"article","venue":"Journal of Reconstructive Microsurgery Open","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; Hamilton General Hospital","funders":"","keywords":"Medicine; Surgery; Cranioplasty; Hematoma; Epidural hematoma; Stage (stratigraphy); Single Center; Skull","score_opus":0.021260059167802058,"score_gpt":0.3116441315512501,"score_spread":0.29038407238344804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2918746973","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98683715,0.00016203744,0.0001453869,0.00021095612,0.0012558583,0.00081155775,0.0000494016,0.000010338233,0.010517341],"genre_scores_gemma":[0.96811414,0.000101341524,0.030591132,0.0001224061,0.00068755855,0.000005623007,0.000017379549,0.00003605672,0.00032439074],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9967898,0.0006306822,0.0014332723,0.0004091001,0.000344078,0.00039304065],"domain_scores_gemma":[0.9968024,0.0005700219,0.0011318743,0.00034189882,0.00080964336,0.00034418874],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0022169745,0.00027533105,0.0017255495,0.00053782423,0.00007400075,0.000042693915,0.0003966257,0.00030260102,0.0009391495],"category_scores_gemma":[0.0002593317,0.000224115,0.00042707296,0.000388902,0.00039518788,0.00093782716,0.00011704897,0.00087577174,0.000021809452],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.014699268,0.0012428472,0.6154303,0.00033257122,0.0013096756,0.00044360216,0.0013257179,0.000038705442,0.13793685,0.00026948372,0.0007682118,0.22620277],"study_design_scores_gemma":[0.026396709,0.01984612,0.68973315,0.0028135704,0.00080296886,0.13427594,0.014903586,0.00091152225,0.0961649,0.0056550717,0.00699636,0.001500125],"about_ca_topic_score_codex":0.00015112832,"about_ca_topic_score_gemma":0.000011490622,"teacher_disagreement_score":0.22470266,"about_ca_system_score_codex":0.00024942055,"about_ca_system_score_gemma":0.0012011767,"threshold_uncertainty_score":0.99997413},"labels":[],"label_agreement":null},{"id":"W2969908582","doi":"10.1055/s-0039-1692973","title":"Revisiting the Transverse Cervical Artery and Vein for Complex Head and Neck Reconstruction","year":2019,"lang":"en","type":"article","venue":"Journal of Reconstructive Microsurgery Open","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Surgery; Neck dissection; Anastomosis; Head and neck; Cervical Artery; Free flap; Radiology; Chemoradiotherapy; Head and neck cancer; Dissection (medical); Vein; Radiation therapy; Carcinoma","score_opus":0.031711810285730654,"score_gpt":0.29903731141930584,"score_spread":0.26732550113357517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2969908582","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.994614,0.0006932876,0.0007257707,0.0011781789,0.00052229007,0.0012071944,0.000034252473,0.000014441215,0.0010105965],"genre_scores_gemma":[0.959956,0.00073221396,0.03829207,0.00040951246,0.000388618,0.000018483328,0.000009611882,0.000042590364,0.00015089539],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99818236,0.00019013329,0.000855003,0.00034159087,0.00014432399,0.0002865803],"domain_scores_gemma":[0.99797255,0.00056620425,0.00063512445,0.00022988899,0.00043479583,0.0001614651],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016712823,0.00024737004,0.0009922977,0.00023029002,0.00020480476,0.0001922889,0.00017062019,0.00014289259,0.00016802578],"category_scores_gemma":[0.00014367224,0.00017620731,0.0003570771,0.00016586881,0.00048774472,0.0006863576,0.000088303364,0.0004285921,0.000002833229],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013331654,0.000028057111,0.30702385,0.00021749888,0.0004858661,0.000022325012,0.00020110297,3.3251237e-7,0.14429766,0.00028150322,0.0003114766,0.54579717],"study_design_scores_gemma":[0.012075309,0.0014088016,0.64297694,0.0045171,0.0009316852,0.18016972,0.006479617,0.0001867442,0.0824042,0.0059451796,0.061837476,0.0010672401],"about_ca_topic_score_codex":0.000014725121,"about_ca_topic_score_gemma":0.0000035324338,"teacher_disagreement_score":0.54472995,"about_ca_system_score_codex":0.00007356713,"about_ca_system_score_gemma":0.00020223377,"threshold_uncertainty_score":0.71855253},"labels":[],"label_agreement":null},{"id":"W2990946828","doi":"10.1055/s-0039-3400244","title":"Error-Based Teaching Approach Decreases Vessel Anastomosis Errors: A Pilot Study","year":2019,"lang":"en","type":"article","venue":"Journal of Reconstructive Microsurgery Open","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Anastomosis; Microsurgery; Fibrous joint; Medicine; Exact test; Surgery; Test (biology)","score_opus":0.06634642384499727,"score_gpt":0.3370430641259375,"score_spread":0.2706966402809402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990946828","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98464954,0.00007536108,0.00023735304,0.00012175249,0.00041971225,0.0008802699,0.000008079199,0.000019436333,0.013588488],"genre_scores_gemma":[0.9924748,0.0000026219107,0.0067941225,0.00035448818,0.00012009734,0.000007799341,0.000009495928,0.000034673794,0.00020191369],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99771774,0.00041065636,0.00087495893,0.00031637072,0.00039176762,0.00028849082],"domain_scores_gemma":[0.9976312,0.0007151635,0.0007555222,0.000275145,0.00031414238,0.00030882462],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002080173,0.00024134634,0.00098357,0.00039518904,0.00014647683,0.00015852708,0.000297194,0.00006171625,0.00065833476],"category_scores_gemma":[0.00041360655,0.00018697194,0.00022282786,0.00028995555,0.000101607715,0.0004973993,0.00008906124,0.00069432554,0.000026226047],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0038437028,0.0025394333,0.96396226,0.00003935048,0.0005216406,0.00012173479,0.00041743304,0.00022711838,0.0024533507,0.000040098847,0.00035437502,0.025479505],"study_design_scores_gemma":[0.046670206,0.012029669,0.87782764,0.0015767178,0.0009273891,0.004083008,0.033100765,0.0021915128,0.0026881783,0.00014531513,0.01763771,0.0011218925],"about_ca_topic_score_codex":0.000091788876,"about_ca_topic_score_gemma":0.0000042737897,"teacher_disagreement_score":0.08613462,"about_ca_system_score_codex":0.00013783626,"about_ca_system_score_gemma":0.00046771916,"threshold_uncertainty_score":0.76244944},"labels":[],"label_agreement":null},{"id":"W3083410931","doi":"10.1055/s-0040-1715863","title":"Single Artery Upper Extremity Salvage with Two Free Flap End-to-Side Brachial Artery Anastomoses","year":2020,"lang":"en","type":"article","venue":"Journal of Reconstructive Microsurgery Open","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Surgery; Brachial artery; Anastomosis; Vascularity; Elbow; Soft tissue; Artery; Radiology","score_opus":0.02715012369828438,"score_gpt":0.26994069907645724,"score_spread":0.24279057537817286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3083410931","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9887197,0.00032209634,0.0037314405,0.0015528988,0.00069157063,0.00096535997,0.00012783399,0.000073022326,0.0038160942],"genre_scores_gemma":[0.93055916,0.00006251945,0.06517148,0.0030619367,0.00085845886,0.000018908515,0.000020574691,0.00010634908,0.00014062616],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99640423,0.0003680192,0.0013878664,0.0007017192,0.00050825457,0.0006298827],"domain_scores_gemma":[0.99629676,0.0003949408,0.0010408561,0.00066018547,0.00078877294,0.00081846514],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011441809,0.0005618325,0.0018600042,0.00056010974,0.00020435308,0.00031556663,0.0007506944,0.00017827823,0.0004954397],"category_scores_gemma":[0.0005623519,0.00044937345,0.00076458347,0.0006868226,0.00057698856,0.0013654784,0.00040224445,0.0009581016,0.000036080404],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0039309952,0.00026795373,0.26423812,0.0000670773,0.0011501971,0.0014233398,0.0005481327,0.0000035292044,0.56352323,0.000045283916,0.0067131924,0.15808897],"study_design_scores_gemma":[0.0059316456,0.0019882554,0.08698537,0.0012952413,0.0006741819,0.051124614,0.001715858,0.00000603649,0.81993324,0.00069741433,0.02856689,0.001081252],"about_ca_topic_score_codex":0.000038788574,"about_ca_topic_score_gemma":0.000034884415,"teacher_disagreement_score":0.25641003,"about_ca_system_score_codex":0.00024035452,"about_ca_system_score_gemma":0.0008458723,"threshold_uncertainty_score":0.9997958},"labels":[],"label_agreement":null},{"id":"W4389110429","doi":"10.1055/s-0043-1777098","title":"“P6LAND”: An Educational Tool for Free Flaps","year":2023,"lang":"en","type":"article","venue":"Journal of Reconstructive Microsurgery Open","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"University of Toronto","keywords":"Compendium; Dissection (medical); Medicine; Medical education; Surgery","score_opus":0.03736820413605945,"score_gpt":0.3477365648463025,"score_spread":0.31036836071024304,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389110429","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9938706,0.00016017548,0.0008611114,0.0011645666,0.0015416754,0.0009758578,0.00016336508,0.00004462075,0.0012180352],"genre_scores_gemma":[0.7510219,0.0010906917,0.2346183,0.0014868805,0.0036333958,0.00034911104,0.00050535274,0.00028129033,0.0070130276],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9979887,0.00014533791,0.0009373791,0.00033183774,0.00023060483,0.0003661588],"domain_scores_gemma":[0.99698406,0.00061382225,0.0006720955,0.0004719802,0.0010442347,0.00021382244],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023832922,0.00023848693,0.00089079875,0.00065616495,0.00019028758,0.00015907464,0.00052372285,0.0001580899,0.00037418352],"category_scores_gemma":[0.00092430017,0.00020342079,0.000614371,0.00047251032,0.00026095982,0.0010312329,0.00015646231,0.00032253892,0.000021454456],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024550196,0.00037455166,0.3978999,0.00018004648,0.001286644,0.00011569837,0.0003337367,0.0000030337526,0.21210085,0.0022732585,0.12720932,0.25576794],"study_design_scores_gemma":[0.008308275,0.001569469,0.3459239,0.0013072365,0.0006146952,0.030400237,0.0017811918,0.000029711831,0.38363537,0.07641222,0.14883614,0.0011815478],"about_ca_topic_score_codex":0.000012835401,"about_ca_topic_score_gemma":0.0000058040105,"teacher_disagreement_score":0.2545864,"about_ca_system_score_codex":0.00014129789,"about_ca_system_score_gemma":0.0011406917,"threshold_uncertainty_score":0.8295259},"labels":[],"label_agreement":null},{"id":"W4399418361","doi":"10.1055/s-0044-1786982","title":"Gathering Dust—Resistance to Simulator-based Deliberate Practice in Microsurgical Training","year":2024,"lang":"en","type":"article","venue":"Journal of Reconstructive Microsurgery Open","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Royal College of Physicians and Surgeons of Canada; University of Dundee","keywords":"Training (meteorology); Resistance (ecology); Simulation; Simulation training; Computer science; Meteorology; Geography","score_opus":0.04746235321316774,"score_gpt":0.35656849157991616,"score_spread":0.30910613836674844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399418361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9837315,0.0011898448,0.0018080543,0.0027044711,0.0008925845,0.0004506606,0.0000132918685,0.000032149426,0.009177419],"genre_scores_gemma":[0.983779,0.000029011571,0.014167774,0.0013596622,0.00020057929,0.00000650963,0.0000027638782,0.00004411325,0.0004105803],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977168,0.00019966175,0.0010566171,0.00034446176,0.00031121835,0.000371241],"domain_scores_gemma":[0.9964667,0.0023649589,0.00028554347,0.00015896112,0.00037866444,0.00034516572],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002280124,0.00022735259,0.0007733041,0.0005154675,0.00007634443,0.00038127322,0.0002048501,0.00012321367,0.0005047491],"category_scores_gemma":[0.0011339954,0.0001924747,0.00027191953,0.00085463445,0.00009927711,0.00070395926,0.00006434013,0.00067914557,0.000030307392],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.016327377,0.00064793415,0.06229021,0.00035788683,0.0011605525,0.018010464,0.008535816,0.014705544,0.036086608,0.0010406967,0.0011786136,0.8396583],"study_design_scores_gemma":[0.013202937,0.00051829877,0.02586048,0.009158409,0.00030564077,0.006376679,0.0058184867,0.0036278646,0.012915105,0.00064325985,0.92054766,0.0010251737],"about_ca_topic_score_codex":0.00000878293,"about_ca_topic_score_gemma":0.00001265712,"teacher_disagreement_score":0.91936904,"about_ca_system_score_codex":0.0002593838,"about_ca_system_score_gemma":0.0008395701,"threshold_uncertainty_score":0.78488904},"labels":[],"label_agreement":null}]}