{"meta":{"query_hash":"b1e4cd921cc3","filters":{"venue":"Laparoscopic Endoscopic and Robotic Surgery"},"cohort_total":10,"direct_labels_cover":0,"predictions_cover":10,"exported":10,"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/b1e4cd921cc3","api":"https://metacan.xera.ac/api/v1/cohort?venue=Laparoscopic+Endoscopic+and+Robotic+Surgery"},"results":[{"id":"W2809324798","doi":"10.1016/j.lers.2018.06.001","title":"Real-time computerized video enhancement for minimally invasive fetoscopic surgery","year":2018,"lang":"en","type":"article","venue":"Laparoscopic Endoscopic and Robotic Surgery","topic":"Assisted Reproductive Technology and Twin Pregnancy","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":"Western University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health","keywords":"Computer vision; Artificial intelligence; Computer science; Contrast (vision); Medicine","score_opus":0.025484844125710636,"score_gpt":0.2739709486780841,"score_spread":0.24848610455237344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2809324798","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":[0.98828375,0.001774456,0.0028057822,0.0021128512,0.0022899485,0.0011738742,0.000006631867,0.00033846163,0.0012142364],"genre_scores_gemma":[0.96785307,0.0016572456,0.023751609,0.0006452137,0.0009558249,0.00032587728,0.00010619567,0.000072222654,0.0046327705],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9972045,0.00011296181,0.0007675153,0.0009540374,0.000242572,0.0007184057],"domain_scores_gemma":[0.99650747,0.0020092295,0.00029495204,0.00073312473,0.00023093382,0.00022431338],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00048341346,0.00041734547,0.0014099709,0.00032311256,0.00041234295,0.00003226781,0.00012539768,0.00032807552,0.0003217044],"category_scores_gemma":[0.00071758335,0.00036135034,0.00024871284,0.00031679976,0.00091196626,0.00013199066,0.00012809453,0.00020935074,0.00009446524],"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":[0.0016145031,0.0014250057,0.77312326,0.0038960085,0.0018305187,0.000291858,0.0008365191,0.0000017965071,0.14855753,0.0016936788,0.037146524,0.029582785],"study_design_scores_gemma":[0.00840884,0.002938372,0.46863577,0.010413417,0.001592708,0.0003266878,0.00029358023,0.0002747742,0.49498427,0.0027865914,0.0075218263,0.0018231823],"about_ca_topic_score_codex":0.000023422717,"about_ca_topic_score_gemma":0.0000076248357,"teacher_disagreement_score":0.34642673,"about_ca_system_score_codex":0.00008203757,"about_ca_system_score_gemma":0.00042838792,"threshold_uncertainty_score":0.99988383},"labels":[],"label_agreement":null},{"id":"W4280488944","doi":"10.1016/j.lers.2022.05.002","title":"Force application of laparoscopic surgeons under the impact of heavy personal protective equipment during COVID-19 pandemic","year":2022,"lang":"en","type":"article","venue":"Laparoscopic Endoscopic and Robotic Surgery","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":4,"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 Alberta","funders":"Royal College of Physicians and Surgeons of Canada; Government of Alberta","keywords":"Coronavirus disease 2019 (COVID-19); Personal protective equipment; Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Medicine; Virology; Internal medicine","score_opus":0.03315655130219355,"score_gpt":0.3107226859035477,"score_spread":0.27756613460135415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4280488944","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":[0.98756194,0.0007366884,0.009915249,0.0003892826,0.00027520847,0.0009749701,0.000016947331,0.000047197675,0.00008252733],"genre_scores_gemma":[0.998996,0.00006745066,0.000026603795,0.00013344374,0.00006281454,0.0003280154,0.000037116675,0.00001783052,0.00033070918],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99831146,0.00021288398,0.00052518665,0.00030409454,0.000350648,0.00029574404],"domain_scores_gemma":[0.9985656,0.0005947255,0.00035972625,0.00026373158,0.00007231828,0.00014386063],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057164783,0.00019086822,0.0006252221,0.00019150416,0.00051849836,0.000009271427,0.00006836696,0.000070604176,0.00025807528],"category_scores_gemma":[0.000114252056,0.00013847873,0.00025117298,0.00028572654,0.00020929654,0.00006272389,0.000090403155,0.00026779735,0.0000012866855],"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":[0.00038235402,0.00020309986,0.98559487,0.00037331635,0.00021388184,0.000002773019,0.00066459493,0.0059653195,0.0060107023,0.00027727432,0.00005189106,0.00025991342],"study_design_scores_gemma":[0.0026952492,0.00041322122,0.98784614,0.00010840189,0.00019795928,0.00011856454,0.0008847346,0.004858341,0.0022090548,0.00045523612,0.000048706337,0.0001644185],"about_ca_topic_score_codex":0.0012662953,"about_ca_topic_score_gemma":0.00004537005,"teacher_disagreement_score":0.0114340875,"about_ca_system_score_codex":0.00034996824,"about_ca_system_score_gemma":0.00045496484,"threshold_uncertainty_score":0.5646999},"labels":[],"label_agreement":null},{"id":"W4403329619","doi":"10.1016/j.lers.2024.10.001","title":"Exploring a novel approach to assessing surgical team collaboration: Evidence of brain activity synchronization","year":2024,"lang":"en","type":"article","venue":"Laparoscopic Endoscopic and Robotic Surgery","topic":"Clinical Reasoning and Diagnostic Skills","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 Alberta","funders":"","keywords":"Synchronization (alternating current); Process management; Business; Knowledge management; Computer science; Psychology; Computer network","score_opus":0.135634453600115,"score_gpt":0.3702471278942359,"score_spread":0.23461267429412092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403329619","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":[0.96442777,0.0031959903,0.027181778,0.002800308,0.0011891904,0.00036048447,0.000002540312,0.00012439025,0.0007175359],"genre_scores_gemma":[0.9943638,0.0005907434,0.0041595004,0.000143501,0.00032896505,0.00007150823,0.000012343624,0.00002355412,0.000306072],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983987,0.0000821366,0.00043704515,0.00047313224,0.00033624415,0.00027273616],"domain_scores_gemma":[0.9840309,0.015299053,0.00007376695,0.00025750988,0.000095220596,0.00024356568],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00060760556,0.00018437313,0.00065282895,0.00018263659,0.00009498649,0.00010776731,0.000050337658,0.00010580353,0.000022845988],"category_scores_gemma":[0.010403969,0.0001532559,0.00009256055,0.00076606276,0.0001255056,0.00036128736,0.000058557565,0.00020009006,0.0000069996986],"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":[0.000724098,0.0036209763,0.7471197,0.013085398,0.0008187506,0.00037841356,0.006201197,0.005813853,0.014243659,0.010887681,0.008821597,0.18828465],"study_design_scores_gemma":[0.005604658,0.0017404399,0.70811796,0.18773982,0.0016374289,0.0005865514,0.0027112938,0.061721906,0.02488656,0.00021644915,0.0031666881,0.0018702378],"about_ca_topic_score_codex":0.000051370454,"about_ca_topic_score_gemma":0.0000025888362,"teacher_disagreement_score":0.1864144,"about_ca_system_score_codex":0.00007937087,"about_ca_system_score_gemma":0.00043736162,"threshold_uncertainty_score":0.99793184},"labels":[],"label_agreement":null},{"id":"W4408187577","doi":"10.1016/j.lers.2025.02.005","title":"Fundamentals of digital surgery","year":2025,"lang":"en","type":"article","venue":"Laparoscopic Endoscopic and Robotic Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":4,"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 Alberta","funders":"","keywords":"Medicine; Medical physics; General surgery; Psychology","score_opus":0.03547131998261091,"score_gpt":0.2987113421786826,"score_spread":0.2632400221960717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408187577","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":[0.98336816,0.0019822812,0.00037630112,0.00066967495,0.0008029779,0.00016912779,0.0000033657445,0.0000707845,0.01255732],"genre_scores_gemma":[0.99728084,0.00018919166,0.00012276633,0.00041033875,0.000048840124,0.000008676403,0.000028280401,0.00001026207,0.0019008043],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99880326,0.00003146893,0.00050066446,0.00024379976,0.00017428011,0.0002465096],"domain_scores_gemma":[0.99758154,0.0019597795,0.00009499693,0.00020109233,0.0000430831,0.00011950931],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018555991,0.00015116352,0.0007382059,0.00023746627,0.00007842858,0.000028553404,0.000032190153,0.00009220922,0.00023989173],"category_scores_gemma":[0.0003086542,0.00012557283,0.00016760189,0.00031963218,0.00020641074,0.00009050741,0.000041526375,0.000104783634,0.000008413697],"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":[0.00005459346,0.00010385846,0.9819051,0.00031565307,0.00010068616,0.000019989075,0.00003684236,0.000012102138,0.000046208366,0.001104821,0.00037302222,0.015927108],"study_design_scores_gemma":[0.0029666738,0.000066342516,0.97962195,0.002231012,0.00025132264,0.000020402922,0.00037799412,0.00031062748,0.004025238,0.0009872849,0.008862656,0.00027848917],"about_ca_topic_score_codex":0.000010048252,"about_ca_topic_score_gemma":0.0000010500207,"teacher_disagreement_score":0.015648618,"about_ca_system_score_codex":0.000022571381,"about_ca_system_score_gemma":0.00013050472,"threshold_uncertainty_score":0.51207113},"labels":[],"label_agreement":null},{"id":"W4408806441","doi":"10.1016/j.lers.2025.03.002","title":"A new approach to laparoscopic skill assessment: Motion smoothness and bimanual coordination","year":2025,"lang":"en","type":"article","venue":"Laparoscopic Endoscopic and Robotic Surgery","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 Alberta","funders":"","keywords":"Smoothness; Motion (physics); Computer science; Psychology; Process management; Business; Mathematics; Computer vision; Mathematical analysis","score_opus":0.02633664329735794,"score_gpt":0.31340335923518536,"score_spread":0.2870667159378274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408806441","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":[0.8622527,0.0013443378,0.09911468,0.0033634994,0.0015000097,0.0010492514,0.0000027260962,0.0002483994,0.03112436],"genre_scores_gemma":[0.9854476,0.0000954311,0.0075137676,0.0012018473,0.00012568035,0.000043747816,0.00004727085,0.000019485848,0.005505186],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99831694,0.0000953898,0.0004397787,0.0005585326,0.00022395156,0.00036537717],"domain_scores_gemma":[0.99865615,0.00060388923,0.00007958869,0.00025786104,0.00006604352,0.0003364464],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032007424,0.0002555106,0.0007123613,0.00037075553,0.00022770805,0.000085858606,0.000057440535,0.00016509864,0.00010847831],"category_scores_gemma":[0.00021374034,0.00022530806,0.00007298005,0.0005510344,0.00009775036,0.0001324902,0.00007950932,0.00021773628,0.000010043693],"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":[0.00011474452,0.0003154288,0.8625525,0.0007180857,0.00018029234,0.000014398154,0.0004994205,0.00026737622,0.00013808672,0.021487202,0.0014088696,0.112303585],"study_design_scores_gemma":[0.0065719904,0.00009754402,0.97870034,0.00093620695,0.00028596394,0.00001838713,0.00040314338,0.0053409743,0.00043355353,0.0010304211,0.005835849,0.00034565193],"about_ca_topic_score_codex":0.00007525081,"about_ca_topic_score_gemma":0.0000056957147,"teacher_disagreement_score":0.12319484,"about_ca_system_score_codex":0.000071718474,"about_ca_system_score_gemma":0.0001756114,"threshold_uncertainty_score":0.9187796},"labels":[],"label_agreement":null},{"id":"W4410022179","doi":"10.1016/j.lers.2025.04.002","title":"Combining traditional laparoscopic box practice with video gaming: A randomized control trial","year":2025,"lang":"en","type":"article","venue":"Laparoscopic Endoscopic and Robotic Surgery","topic":"Surgical Simulation and Training","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":"University of Alberta","funders":"Alberta Innovates; China Scholarship Council","keywords":"Control (management); Video game; Multimedia; Computer science; Artificial intelligence","score_opus":0.03058398810122125,"score_gpt":0.29116796834028297,"score_spread":0.2605839802390617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410022179","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":[0.9093416,0.004609266,0.011311792,0.009042343,0.003672529,0.003750381,0.000008012314,0.00046252404,0.05780156],"genre_scores_gemma":[0.9924982,0.00018723408,0.0012517555,0.0041882396,0.00024853388,0.00024565795,0.000047613896,0.000028368004,0.001304386],"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","domain_scores_codex":[0.9971691,0.0004510686,0.0008519461,0.0005609782,0.000467668,0.00049924635],"domain_scores_gemma":[0.987297,0.011718328,0.00026370314,0.00031338257,0.00014330988,0.0002642825],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010608018,0.0003630402,0.0018546373,0.0002971817,0.00032555923,0.00009766964,0.00007547962,0.00019664853,0.00024861944],"category_scores_gemma":[0.0020063827,0.00026866436,0.00024182851,0.00043307026,0.00052924297,0.00021427308,0.000028483013,0.00042065914,0.000011115546],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.82996297,0.0020325629,0.09064192,0.0009778498,0.003154087,0.000580976,0.000931326,0.0007401718,0.000055233264,0.06455223,0.00095174956,0.0054188934],"study_design_scores_gemma":[0.9843909,0.00038001183,0.00580426,0.0014946392,0.0013219768,0.00005467592,0.00036573233,0.0016180172,0.0001814422,0.00066580984,0.003423367,0.000299159],"about_ca_topic_score_codex":0.000040032268,"about_ca_topic_score_gemma":0.0000046234168,"teacher_disagreement_score":0.15442792,"about_ca_system_score_codex":0.00006460639,"about_ca_system_score_gemma":0.0004055768,"threshold_uncertainty_score":0.9999766},"labels":[],"label_agreement":null},{"id":"W4410053715","doi":"10.1016/j.lers.2025.04.003","title":"Beyond pancreatitis: An extreme lipase elevation in a post laparoscopic Roux-en-Y gastric bypass","year":2025,"lang":"en","type":"article","venue":"Laparoscopic Endoscopic and Robotic Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Michael's Hospital; University Health Network","funders":"","keywords":"Roux-en-Y anastomosis; Gastric bypass; Pancreatitis; Gastroenterology; Elevation (ballistics); Medicine; Lipase; Internal medicine; General surgery; Obesity; Biology; Physics; Enzyme; Biochemistry","score_opus":0.018680262346906465,"score_gpt":0.26627191087391017,"score_spread":0.24759164852700372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410053715","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":[0.98917866,0.0036260914,0.0005620869,0.0019166395,0.0021040235,0.0006328098,0.000008870536,0.00017612067,0.0017947205],"genre_scores_gemma":[0.99194765,0.001101802,0.0013023773,0.0022886854,0.00029300008,0.00011825804,0.00015175945,0.00003978704,0.0027566678],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99674994,0.0003504173,0.0009825865,0.0007880094,0.00034970263,0.00077935733],"domain_scores_gemma":[0.9970309,0.001732187,0.0001848605,0.0006363904,0.00011171198,0.00030395397],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00070171535,0.0004727421,0.0013987833,0.0009725184,0.00022610101,0.00008578533,0.00014296292,0.0003561492,0.0002571671],"category_scores_gemma":[0.0007607654,0.00042466354,0.00017243662,0.0012101633,0.0001719014,0.00039395993,0.000094124865,0.0004928177,0.000022450888],"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":[0.00014919353,0.00036006267,0.989718,0.0004185835,0.000117827716,0.00020330754,0.0002354573,0.000018455814,0.00089973083,0.00215637,0.00061062234,0.005112369],"study_design_scores_gemma":[0.002966527,0.00016710573,0.9924643,0.0008115994,0.00031806753,0.00007050452,0.00037428574,0.00029743658,0.0010971174,0.0007223556,0.00037255755,0.00033811896],"about_ca_topic_score_codex":0.00041266557,"about_ca_topic_score_gemma":0.00018515765,"teacher_disagreement_score":0.0047742506,"about_ca_system_score_codex":0.00017721394,"about_ca_system_score_gemma":0.00055203086,"threshold_uncertainty_score":0.99982053},"labels":[],"label_agreement":null},{"id":"W4411659852","doi":"10.1016/j.lers.2025.06.001","title":"Enhancing surgical training through cognitive load assessment","year":2025,"lang":"en","type":"article","venue":"Laparoscopic Endoscopic and Robotic Surgery","topic":"Surgical Simulation and Training","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 Alberta","funders":"China Scholarship Council","keywords":"Cognition; Training (meteorology); Cognitive load; Psychology; Computer science; Cognitive psychology; Process management; Business; Neuroscience; Physics","score_opus":0.04552035799256931,"score_gpt":0.34745166553020895,"score_spread":0.30193130753763964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411659852","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":[0.89964586,0.0024928218,0.006212413,0.0012655385,0.0014189922,0.00043111967,0.000002250229,0.00021477995,0.0883162],"genre_scores_gemma":[0.9946227,0.00030356544,0.0014185323,0.0011973777,0.00016371462,0.00003593971,0.000025722738,0.00001744262,0.0022149833],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9980968,0.00010928015,0.00053864537,0.00046222965,0.00033048243,0.000462532],"domain_scores_gemma":[0.9968885,0.0025757712,0.00008993932,0.00017726149,0.00009948884,0.00016901817],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041568017,0.0002495435,0.0008404846,0.000118512566,0.00026385527,0.000047670575,0.00004285399,0.00016129346,0.0004335529],"category_scores_gemma":[0.00031464171,0.00020960529,0.00015722038,0.00036728833,0.000217692,0.00011324908,0.000056195,0.0003311347,0.000012669967],"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":[0.0003404649,0.00043602352,0.8856665,0.0008613824,0.0006971206,0.0008377929,0.0023239716,0.000069888374,0.0001618122,0.019248603,0.00021269891,0.08914372],"study_design_scores_gemma":[0.043137267,0.0005808745,0.8528942,0.018331004,0.0020507888,0.00033226557,0.012994718,0.0045526125,0.0077133733,0.0046802005,0.050949667,0.0017830267],"about_ca_topic_score_codex":0.00003380841,"about_ca_topic_score_gemma":0.000011749856,"teacher_disagreement_score":0.09497684,"about_ca_system_score_codex":0.00009550486,"about_ca_system_score_gemma":0.0005227955,"threshold_uncertainty_score":0.85474557},"labels":[],"label_agreement":null},{"id":"W4413053271","doi":"10.1016/j.lers.2025.07.004","title":"Addressing disorientation in endoscopy: A study on mental rotation difficulty and its impact on cognitive load measured by pupillary response","year":2025,"lang":"en","type":"article","venue":"Laparoscopic Endoscopic and Robotic Surgery","topic":"Spatial Cognition and Navigation","field":"Engineering","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 Alberta","funders":"","keywords":"Cognition; Mental rotation; Cognitive psychology; Psychology; Rotation (mathematics); Cognitive load; Pupillary response; Computer science; Pupil; Artificial intelligence; Psychiatry; Neuroscience","score_opus":0.03082876056327366,"score_gpt":0.31666707980206554,"score_spread":0.2858383192387919,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413053271","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":[0.9968396,0.0012350756,0.00016730648,0.00007941201,0.0006062249,0.00075123226,0.000025581518,0.000103737126,0.0001918675],"genre_scores_gemma":[0.99936163,0.00021415328,0.0000102054755,0.00010484378,0.000022596814,0.00011675326,0.000090231086,0.000019608846,0.000059986214],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99851763,0.00028764742,0.00034887178,0.00032574817,0.00027166517,0.0002484343],"domain_scores_gemma":[0.9987275,0.0009866811,0.00006025329,0.000094359086,0.000048341997,0.00008283575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003353229,0.00025815464,0.00037072686,0.00025846032,0.00015856241,0.00006782425,0.000035253885,0.00009655735,0.000017318129],"category_scores_gemma":[0.00029414587,0.00023133741,0.000041297397,0.00033534365,0.000042089992,0.00016200394,0.000017427665,0.00019853789,0.0000056921094],"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":[0.0056057377,0.0016004919,0.91388524,0.0006541664,0.00045619498,0.00007074307,0.010491899,0.0025320512,0.033752315,0.00008232927,0.0013166807,0.02955217],"study_design_scores_gemma":[0.0045293197,0.00043634846,0.96682686,0.002114325,0.00008141565,0.0000019447784,0.0022540037,0.005999038,0.017379051,0.00004934639,0.0000073675205,0.00032095847],"about_ca_topic_score_codex":0.000058373964,"about_ca_topic_score_gemma":0.000045655703,"teacher_disagreement_score":0.052941658,"about_ca_system_score_codex":0.0002043762,"about_ca_system_score_gemma":0.00005322455,"threshold_uncertainty_score":0.9433666},"labels":[],"label_agreement":null},{"id":"W4415306007","doi":"10.1016/j.lers.2025.10.001","title":"Comparison of outcomes in robot-assisted colon cancer surgery using Da Vinci Xi, Hugo™ RAS, and Versius®: The COMPAR-CRC multiplatform study","year":2025,"lang":"en","type":"article","venue":"Laparoscopic Endoscopic and Robotic Surgery","topic":"Colorectal Cancer Surgical Treatments","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 Hospital Foundation","funders":"","keywords":"Robotic surgery; Colorectal cancer; Laparoscopy; Da Vinci Surgical System; Prospective cohort study; Laparoscopic surgery; Colorectal surgery","score_opus":0.0967028187039707,"score_gpt":0.39253339059232645,"score_spread":0.29583057188835576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415306007","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":[0.9914979,0.0055538057,0.00003278881,0.00046169903,0.0011771059,0.0010673265,0.0000077335,0.000040365023,0.0001612864],"genre_scores_gemma":[0.9989455,0.0003161686,0.00016968364,0.00017270821,0.000031926073,0.00010179898,0.000012868961,0.000020014068,0.00022934636],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99762195,0.00018196223,0.0009125172,0.00049086474,0.000344489,0.00044818895],"domain_scores_gemma":[0.9957952,0.00333816,0.00026852835,0.00039252554,0.00007220033,0.00013337815],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041070447,0.00035151857,0.0019726933,0.0003276123,0.00022286798,0.000037917067,0.00009902585,0.00014246082,0.000054031098],"category_scores_gemma":[0.00022880544,0.00024620225,0.00015396185,0.0006105889,0.00035118102,0.00010012539,0.00016678673,0.0002959538,9.882115e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034849078,0.00086800347,0.9940715,0.0003365487,0.00038289544,0.000047047273,0.00043353622,0.00021305797,0.00017370032,0.000023828763,0.00011063813,0.0029907406],"study_design_scores_gemma":[0.0027824955,0.0001126407,0.9924105,0.0009134633,0.0004331585,0.00000581752,0.001039346,0.00141395,0.0006405891,0.000013860607,0.000070767586,0.00016340426],"about_ca_topic_score_codex":0.00270115,"about_ca_topic_score_gemma":0.001459387,"teacher_disagreement_score":0.007447596,"about_ca_system_score_codex":0.0002766024,"about_ca_system_score_gemma":0.0003145071,"threshold_uncertainty_score":0.99999905},"labels":[],"label_agreement":null}]}