{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":22,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":22,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"c71a0c8d001f","filters":{"venue":"Frontiers in Medical Technology"}},"results":[{"id":"W4310040154","doi":"10.3389/fmedt.2022.958571","title":"Engaging patients and citizens in digital health technology development through the virtual space","year":2022,"lang":"en","type":"article","venue":"Frontiers in Medical Technology","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":44,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; Impact; Centres Intégré Universitaires de Santé et de Services Sociaux","funders":"","keywords":"Digital health; Public relations; Digital literacy; Health care; Knowledge management; Context (archaeology); Political science; Business; Psychology; Computer science; Pedagogy; Geography","authors":[{"name":"Romina Helena Barony Sanchez","is_ca":true},{"name":"Laurie-Ann Bergeron-Drolet","is_ca":true},{"name":"Maxime Sasseville","is_ca":true},{"name":"Marie‐Pierre Gagnon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01355402146800382,"gpt":0.3212548574121727,"spread":0.3077008359441689,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006598781,0.0001949786,0.0003972327,0.0009191086,0.0003255263,0.00001712447,0.0007254414,0.0002746746,0.0001749903],"category_scores_gemma":[0.0004582495,0.0001784289,0.00003573071,0.001514447,0.0008103157,0.00009599539,0.00100417,0.00174018,0.00002365922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006431701,"about_ca_system_score_gemma":0.0001931079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000403055,"about_ca_topic_score_gemma":0.0000527934,"domain_scores_codex":[0.9973,0.0001459099,0.0007646906,0.0005412798,0.0004482695,0.000799855],"domain_scores_gemma":[0.9992605,0.00009496023,0.0001722108,0.0003471479,0.00001971566,0.0001054489],"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":[0.00006108938,0.0009079429,0.1992066,0.00002207483,0.0000394233,0.0001228948,0.002358839,0.000001659606,1.753191e-7,0.06880051,0.01888834,0.7095905],"study_design_scores_gemma":[0.008898317,0.003587194,0.04157457,0.0004364651,0.000009463608,0.0004414362,0.1148545,0.0001329094,0.00004673421,0.2172508,0.6118852,0.0008824684],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8986356,0.002539727,0.002865787,0.08752073,0.003630445,0.0009487143,0.00004756213,0.0003081003,0.003503363],"genre_scores_gemma":[0.9956075,0.00002081699,0.00153384,0.001628167,0.00001459316,0.0006369526,0.00002992534,0.00002822847,0.0004999717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.708708,"threshold_uncertainty_score":0.7560312,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391837915","doi":"10.3389/fmedt.2024.1360510","title":"Multiplex electrochemical sensing platforms for the detection of breast cancer biomarkers","year":2024,"lang":"en","type":"article","venue":"Frontiers in Medical Technology","topic":"Advanced biosensing and bioanalysis techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of New Brunswick; Memorial University of Newfoundland","funders":"New Brunswick Innovation Foundation; Fondation de la recherche en santé du Nouveau-Brunswick","keywords":"Multiplex; Bioanalysis; Breast cancer; Detection limit; microRNA; Multiplex polymerase chain reaction; Cancer; Medicine; Chromatography; Molecular biology; Chemistry; Nanotechnology; Biology; Internal medicine; Materials science; Bioinformatics; Biochemistry; Gene; Polymerase chain reaction","authors":[{"name":"Connor O’Brien","is_ca":true},{"name":"Chun Keat Khor","is_ca":true},{"name":"Sina Ardalan","is_ca":true},{"name":"Anna Ignaszak","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004654391556896167,"gpt":0.2696997960816043,"spread":0.2650454045247082,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002773206,0.0001209771,0.0001834655,0.0002046919,0.00004532765,0.00000628705,0.0001954409,0.0005083208,0.000001313592],"category_scores_gemma":[0.0002481485,0.00007988219,0.0001081603,0.0004618665,0.0004517025,0.000002883445,0.00006465781,0.0002346841,1.327426e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004307094,"about_ca_system_score_gemma":0.0000723921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001432289,"about_ca_topic_score_gemma":0.00006120205,"domain_scores_codex":[0.9990527,0.0000101876,0.0002384461,0.0003071511,0.0001440737,0.0002474588],"domain_scores_gemma":[0.9996219,0.00003350028,0.00004763341,0.0002081986,0.00005398928,0.00003477834],"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":[0.00009703011,0.00001199034,0.0004090169,0.00002405282,0.0001371127,0.000003154488,0.000003642229,5.97122e-7,0.637845,0.00002605057,0.0008587245,0.3605836],"study_design_scores_gemma":[0.0002511927,0.00008776707,0.0001074998,0.00009204604,0.00004656327,0.00008819556,0.0001254345,0.01920968,0.965714,0.001684322,0.01246598,0.0001273779],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1840797,0.008161785,0.8025215,0.004215142,0.0005300351,0.0003086154,0.0000250196,0.00014214,0.00001601813],"genre_scores_gemma":[0.9855677,0.001636954,0.01248335,0.00009547138,0.0001352732,0.00002571255,0.00001591964,0.00001705148,0.00002258154],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.801488,"threshold_uncertainty_score":0.3920636,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4384025280","doi":"10.3389/fmedt.2023.1217797","title":"Understanding a videogame home intervention for children with hemiplegia: a mixed methods multi-case study","year":2023,"lang":"en","type":"article","venue":"Frontiers in Medical Technology","topic":"Cerebral Palsy and Movement Disorders","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University Health Network; Holland Bloorview Kids Rehabilitation Hospital; Toronto Rehabilitation Institute; University of Toronto","funders":"Canadian Institutes of Health Research; Bloorview Research Institute; Holland Bloorview Kids Rehabilitation Hospital Foundation; Azrieli Foundation; Ontario Brain Institute","keywords":"Cerebral palsy; Intervention (counseling); Psychological intervention; Psychology; Occupational therapy; Rehabilitation; Physical therapy; Physical medicine and rehabilitation; Medicine; Psychiatry","authors":[{"name":"Daniela Chan-Víquez","is_ca":true},{"name":"Ajmal Khan","is_ca":true},{"name":"Sarah Munce","is_ca":true},{"name":"Darcy Fehlings","is_ca":true},{"name":"F. Virginia Wright","is_ca":true},{"name":"Elaine Biddiss","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05858628311662817,"gpt":0.3758496478276292,"spread":0.317263364711001,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001380994,0.000195873,0.0005609568,0.00109059,0.00008933899,0.000009342088,0.0001869063,0.0003780585,0.00004209842],"category_scores_gemma":[0.000869019,0.000160513,0.0001102132,0.001371641,0.0003141025,0.00005361857,0.0001350177,0.00052312,0.000003275635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001952716,"about_ca_system_score_gemma":0.00006725436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000688442,"about_ca_topic_score_gemma":0.0004277271,"domain_scores_codex":[0.998234,0.000108985,0.0004171787,0.000476676,0.0002970148,0.000466196],"domain_scores_gemma":[0.9993337,0.00008963741,0.00009365855,0.0003142674,0.00003200943,0.0001367348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006406874,0.002139262,0.7935221,0.0002209527,0.001133187,0.003120551,0.001073017,0.000006543832,0.00005614291,0.001146353,0.01393014,0.1830111],"study_design_scores_gemma":[0.1775116,0.01707132,0.09450197,0.002179343,0.001716963,0.005765677,0.5937631,0.04083783,0.0009204883,0.05987862,0.003856377,0.001996815],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4748835,0.0001897779,0.5201621,0.002509537,0.0004122717,0.001477384,0.000004081181,0.0003441877,0.00001716521],"genre_scores_gemma":[0.9373218,0.00006959928,0.06161113,0.0002122122,0.00003950374,0.0004896556,0.00004593682,0.00003965919,0.0001705368],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6990201,"threshold_uncertainty_score":0.6545529,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3163530907","doi":"10.3389/fmedt.2021.676995","title":"Inferring the Frank–Starling Curve From Simultaneous Venous and Arterial Doppler: Measurements From a Wireless, Wearable Ultrasound Patch","year":2021,"lang":"en","type":"article","venue":"Frontiers in Medical Technology","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"NOSM University; Health Sciences North","funders":"","keywords":"Medicine; Stroke volume; Cardiology; Cardiac output; Doppler effect; Internal medicine; Ultrasound; Central venous pressure; Critically ill; Venous return curve; Radiology; Blood pressure; Hemodynamics; Heart rate; Physics","authors":[{"name":"Jon‐Émile S. Kenny","is_ca":true},{"name":"Igor Barjaktarević","is_ca":false},{"name":"David MacKenzie","is_ca":false},{"name":"Philippe Rola","is_ca":false},{"name":"Korbin Haycock","is_ca":false},{"name":"Andrew M. Eibl","is_ca":true},{"name":"Joseph K. Eibl","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01122046909215366,"gpt":0.2544172793311352,"spread":0.2431968102389815,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000388987,0.0002187959,0.000606749,0.0001250451,0.0001370769,0.00003168301,0.0002571381,0.0006396764,0.000149868],"category_scores_gemma":[0.001505229,0.00017553,0.00005645746,0.0003484077,0.0003782874,0.00003665977,0.00009650764,0.001068169,0.00000757879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001584143,"about_ca_system_score_gemma":0.000277982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001218462,"about_ca_topic_score_gemma":0.0002138507,"domain_scores_codex":[0.9978719,0.0001247031,0.0004116533,0.0005143891,0.0006158487,0.0004615153],"domain_scores_gemma":[0.9987925,0.0003747455,0.00007698741,0.0005109306,0.00007505163,0.0001698065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004339733,0.0006467704,0.5398958,0.00005100016,0.0007560499,0.002823902,0.001575247,0.00003282799,0.0222453,0.00004200419,0.001011719,0.4304855],"study_design_scores_gemma":[0.08924967,0.003263535,0.07874984,0.0149897,0.001979838,0.003715999,0.0409702,0.3223619,0.1376164,0.1639017,0.1376209,0.005580387],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770307,0.006939888,0.01059494,0.00275942,0.002162805,0.0002266357,0.00002119069,0.0001660055,0.00009843272],"genre_scores_gemma":[0.9900278,0.002528853,0.006434647,0.0003615113,0.0005008161,0.00003361788,0.00004406672,0.00003404876,0.00003467224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4611459,"threshold_uncertainty_score":0.7157905,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4225409088","doi":"10.3389/fmedt.2022.871196","title":"Near-Infrared Photobiomodulation of Living Cells, Tubulin, and Microtubules In Vitro","year":2022,"lang":"en","type":"article","venue":"Frontiers in Medical Technology","topic":"Laser Applications in Dentistry and Medicine","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Novocure","keywords":"Tubulin; Microtubule; Polymerization; Chemistry; Biophysics; Biology; Polymer; Cell biology; Organic chemistry","authors":[{"name":"Michael Staelens","is_ca":true},{"name":"Elisabetta Di Gregorio","is_ca":false},{"name":"Aarat P. Kalra","is_ca":false},{"name":"Hoa T. Le","is_ca":true},{"name":"Nazanin Hosseinkhah","is_ca":false},{"name":"Mahroo Karimpoor","is_ca":false},{"name":"Lew Lim","is_ca":false},{"name":"Jack A. Tuszyński","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004561480700696237,"gpt":0.2438923052818889,"spread":0.2393308245811926,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005528539,0.00009720369,0.0003753187,0.0004963847,0.00005829272,0.000002296115,0.0001920465,0.0002211312,0.0002341349],"category_scores_gemma":[0.000690105,0.00009833577,0.0000263615,0.0008873015,0.0005009011,0.00002327048,0.0002248847,0.0006347587,0.000001044744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000118303,"about_ca_system_score_gemma":0.000130333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003064958,"about_ca_topic_score_gemma":0.000003440723,"domain_scores_codex":[0.9987291,0.00005319461,0.0004110479,0.0002749311,0.0003168987,0.0002147977],"domain_scores_gemma":[0.9994436,0.00008327709,0.00008280273,0.0002882913,0.00002403817,0.00007800285],"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":[0.0007705485,0.001690121,0.4634544,0.0005344917,0.0001101544,0.0009369352,0.001346756,0.00003147916,0.3115651,0.0003298017,0.0244482,0.194782],"study_design_scores_gemma":[0.01618637,0.001989374,0.1415691,0.00244161,0.0003033785,0.002642975,0.01874237,0.06931128,0.5732009,0.01650853,0.1559049,0.001199169],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913844,0.001779006,0.003037502,0.002674753,0.0003792317,0.0004289502,0.00001142632,0.00005887239,0.0002457912],"genre_scores_gemma":[0.9822466,0.0002399754,0.01682896,0.0002872488,0.00002581436,0.0001494216,0.00002132285,0.00001192126,0.0001886925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3218853,"threshold_uncertainty_score":0.4010016,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3119582749","doi":"10.3389/fmedt.2020.621572","title":"Deuterium Solid State NMR Studies of Intact Bacteria Treated With Antimicrobial Peptides","year":2021,"lang":"en","type":"review","venue":"Frontiers in Medical Technology","topic":"Antimicrobial Peptides and Activities","field":"Immunology and Microbiology","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Antimicrobial peptides; Membrane; Solid-state nuclear magnetic resonance; Deuterium NMR; Bacteria; Lipid bilayer; Antimicrobial; Chemistry; Bilayer; Nuclear magnetic resonance spectroscopy; Biophysics; Biochemistry; Biology; Nuclear magnetic resonance; Stereochemistry; Organic chemistry; Physics","authors":[{"name":"Valerie Booth","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02019431039728644,"gpt":0.304127414220851,"spread":0.2839331038235646,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004094419,0.0008170028,0.005518116,0.001200044,0.000113828,0.00001706719,0.0009137604,0.002113918,0.0001986999],"category_scores_gemma":[0.0004116387,0.0006000326,0.000431446,0.001035678,0.003339891,0.0001002943,0.00061032,0.001838202,0.00003527544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001997705,"about_ca_system_score_gemma":0.0006721244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004692522,"about_ca_topic_score_gemma":0.00004736348,"domain_scores_codex":[0.9962437,0.0004721367,0.001390365,0.0008876419,0.0001114015,0.0008947974],"domain_scores_gemma":[0.9981755,0.0002019348,0.0007432803,0.0006642577,0.0001647016,0.00005033513],"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":[0.0001429117,0.0004266019,0.0005829092,0.008238751,0.004908338,0.000801669,0.0001939798,6.824329e-7,0.001110453,0.0001109279,0.05400243,0.9294804],"study_design_scores_gemma":[0.001358349,0.0004953002,0.000007424569,0.03388692,0.000787541,0.001173685,0.0009877854,5.638254e-7,0.006376928,0.00008878766,0.953971,0.000865659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005646956,0.9914315,0.000320671,0.0002183976,0.001342745,0.0005887323,0.0002066009,0.0001755774,0.00006877846],"genre_scores_gemma":[0.0008027441,0.9952487,0.002405081,0.00008906362,0.00005256127,0.00008521977,0.0004403978,0.00009391104,0.0007823566],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9286147,"threshold_uncertainty_score":0.9996451,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3093916890","doi":"10.3389/fmedt.2020.581264","title":"Data-Driven Prediction of Freezing of Gait Events From Stepping Data","year":2020,"lang":"en","type":"article","venue":"Frontiers in Medical Technology","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"Engineering and Physical Sciences Research Council","keywords":"Naive Bayes classifier; Gait; Sensory system; Random forest; Computer science; Freezing behavior; Artificial intelligence; Psychology; Machine learning; Physical medicine and rehabilitation; Neuroscience; Medicine; Support vector machine","authors":[{"name":"Midhun Parakkal Unni","is_ca":false},{"name":"Prathyush P. Menon","is_ca":false},{"name":"Lorenzo Livi","is_ca":true},{"name":"Mark Wilson","is_ca":false},{"name":"William R. Young","is_ca":false},{"name":"Helen Brontë‐Stewart","is_ca":false},{"name":"Krasimira Tsaneva‐Atanasova","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03166782708387746,"gpt":0.2463608553076436,"spread":0.2146930282237661,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001310164,0.00008754812,0.0003122077,0.0002252862,0.00001446897,0.000001223651,0.001036741,0.0002049745,0.0000299473],"category_scores_gemma":[0.0006152697,0.00009116929,0.00001714231,0.000614634,0.0001260237,0.0001230982,0.0004257152,0.0003289027,3.373349e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001707644,"about_ca_system_score_gemma":0.00002006355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001726104,"about_ca_topic_score_gemma":0.00001166782,"domain_scores_codex":[0.9989553,0.000019353,0.0003661042,0.0002465771,0.0002524955,0.0001601765],"domain_scores_gemma":[0.9992542,0.00003477554,0.00006267751,0.0005817515,0.00001916346,0.00004744366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004452555,0.00011109,0.3160676,0.0003394791,0.0009739203,0.0000166851,0.0005133462,0.0004820695,0.009733107,0.0002298468,0.1781761,0.4933122],"study_design_scores_gemma":[0.001927546,0.0001471338,0.03177186,0.0004511495,0.00008756362,0.000002029185,0.001921951,0.9053375,0.004747045,0.002402964,0.05093024,0.0002730797],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3174346,0.005314586,0.6641265,0.007808847,0.001607239,0.0004239606,0.001623952,0.0008770279,0.0007833033],"genre_scores_gemma":[0.9840633,0.0009027686,0.01457234,0.0000567101,0.00006199766,0.000005738866,0.0003245269,0.00001174857,9.204889e-7],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9048554,"threshold_uncertainty_score":0.3717776,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4321617084","doi":"10.3389/fmedt.2023.1079003","title":"Changing liver utilization and discard rates in clinical transplantation in the ex-vivo machine preservation era","year":2023,"lang":"en","type":"review","venue":"Frontiers in Medical Technology","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Beatrice Hunter Cancer Research Institute; Université de Montréal; Dalhousie University","funders":"Nova Scotia Health Research Foundation","keywords":"Ex vivo; Organ donation; Liver transplantation; Transplantation; Steatosis; Population; Medicine; Cold ischemia; Intensive care medicine; Organ transplantation; In vivo; Biology; Surgery; Ischemia; Reperfusion injury; Internal medicine; Biotechnology; Environmental health","authors":[{"name":"Yara Azizieh","is_ca":true},{"name":"Lauren P. Westhaver","is_ca":true},{"name":"David Badrudin","is_ca":true},{"name":"Jeanette E. Boudreau","is_ca":true},{"name":"Boris Gala-López","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0793615784410259,"gpt":0.4137629445836635,"spread":0.3344013661426376,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001981747,0.0002691684,0.001316785,0.001960936,0.00003180549,0.00001269817,0.0003088329,0.001247691,0.00002715752],"category_scores_gemma":[0.0005731082,0.0001849043,0.0001254342,0.002045438,0.0002527554,0.00008777738,0.0000427306,0.001561509,0.000004309618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008666322,"about_ca_system_score_gemma":0.0001423505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003499011,"about_ca_topic_score_gemma":0.0002359949,"domain_scores_codex":[0.9972774,0.0003638472,0.001181209,0.0004529086,0.000388157,0.0003365259],"domain_scores_gemma":[0.9991109,0.0003629795,0.000186268,0.0002663508,0.00001986322,0.00005368112],"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":[0.00004567469,0.0001021636,0.05204389,0.01365733,0.0000404651,0.0008645022,0.0004518538,1.213141e-7,6.148015e-8,0.000659342,0.0003639066,0.9317707],"study_design_scores_gemma":[0.01190888,0.001093776,0.06110423,0.1135937,0.002683554,0.001613186,0.00326097,0.009037595,0.00004422078,0.01054218,0.7832593,0.001858393],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00118408,0.9832568,0.01018812,0.002528703,0.0004425442,0.002039622,0.00003475079,0.0002349677,0.00009043057],"genre_scores_gemma":[0.0004257633,0.9967532,0.001774295,0.0003059873,0.00007384509,0.0002051636,0.0003493365,0.00004131618,0.00007116542],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9299123,"threshold_uncertainty_score":0.9623337,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3187351565","doi":"10.3389/fmedt.2021.690285","title":"High-Density Electromyography Provides Improved Understanding of Muscle Function for Those With Amputation","year":2021,"lang":"en","type":"article","venue":"Frontiers in Medical Technology","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University; University of Waterloo; University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electromyography; Physical medicine and rehabilitation; Amputation; Prosthesis; Medicine; Gait; Surgery","authors":[{"name":"Usha Kuruganti","is_ca":true},{"name":"Ashirbad Pradhan","is_ca":true},{"name":"Jacqueline Toner","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008822314903882796,"gpt":0.2123460182726831,"spread":0.2035237033688003,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001416189,0.0001143038,0.0002670917,0.0004881763,0.00005406846,0.000006181716,0.00008295294,0.0002200108,0.000006410392],"category_scores_gemma":[0.0001497515,0.0001074567,0.00005041411,0.001169452,0.0001632918,0.00006766378,0.00001587598,0.0002411694,3.974787e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009062402,"about_ca_system_score_gemma":0.0000484218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006995159,"about_ca_topic_score_gemma":0.00008527099,"domain_scores_codex":[0.9991526,0.00001754486,0.0002161061,0.0001968099,0.0001588757,0.0002580483],"domain_scores_gemma":[0.9996632,0.0000495491,0.00004797524,0.0001311744,0.00007208491,0.00003606474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003575264,0.0002728505,0.02467799,0.0007019389,0.001015938,0.00002609919,0.0003555981,0.0003471818,0.04775805,0.03646378,0.00906881,0.8789542],"study_design_scores_gemma":[0.01299082,0.003379783,0.07754194,0.0008383517,0.0004002233,0.00004867879,0.01840948,0.07376423,0.2270589,0.574908,0.008926135,0.001733458],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2040321,0.000560517,0.7938083,0.0007385635,0.000325157,0.0002139544,0.000001867043,0.0002506452,0.00006884146],"genre_scores_gemma":[0.9724342,0.0002573442,0.02710549,0.00005429855,0.00002416004,0.00008702321,0.00001551276,0.00001752137,0.000004411734],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8772207,"threshold_uncertainty_score":0.4381959,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3182178209","doi":"10.3389/fmedt.2021.690442","title":"Patient-Ventilator Synchronization During Non-invasive Ventilation: A Pilot Study of an Automated Analysis System","year":2021,"lang":"en","type":"article","venue":"Frontiers in Medical Technology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Asynchrony (computer programming); Medicine; Expert system; Data mining; Computer science; Artificial intelligence","authors":[{"name":"Christophe Letellier","is_ca":false},{"name":"Manel Luján","is_ca":false},{"name":"Jean-Michel Arnal","is_ca":false},{"name":"Annalisa Carlucci","is_ca":false},{"name":"Michelle Chatwin","is_ca":false},{"name":"Begüm Ergan","is_ca":false},{"name":"Mike J. Kampelmacher","is_ca":false},{"name":"Jan Hendrik Storre","is_ca":false},{"name":"Nicholas Hart","is_ca":true},{"name":"Jésus Gonzalez‐Bermejo","is_ca":false},{"name":"Stefano Nava","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007448820076353086,"gpt":0.2648552195576881,"spread":0.257406399481335,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002336439,0.000156658,0.0007469006,0.001211854,0.00006046924,0.000006867815,0.0001521336,0.000282328,0.0001276927],"category_scores_gemma":[0.0002989659,0.0001532275,0.00007530749,0.00292129,0.00009520823,0.00007560835,0.00009537975,0.0002868173,0.000003583055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001884613,"about_ca_system_score_gemma":0.0003392468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001271073,"about_ca_topic_score_gemma":0.00008040415,"domain_scores_codex":[0.9978517,0.00009167261,0.0007056769,0.0004460825,0.0006331371,0.0002717483],"domain_scores_gemma":[0.998831,0.00001172205,0.0002188315,0.0005514454,0.0002178121,0.0001691801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004821902,0.004431385,0.9630421,0.0006269629,0.001694156,0.006727654,0.000731474,0.0001674298,0.01096809,0.00009073378,0.0002294101,0.01080841],"study_design_scores_gemma":[0.02396014,0.02253239,0.3683485,0.002326763,0.005394904,0.0008017263,0.1037465,0.1809532,0.2902604,0.0002224812,0.0003497363,0.001103204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883943,0.000224203,0.009817873,0.00007323142,0.0005271233,0.0005149465,0.000003463147,0.0003811761,0.0000637215],"genre_scores_gemma":[0.9953913,0.00001411437,0.004341692,0.00003183379,0.0000355264,0.00006821531,0.00006488204,0.00002076173,0.00003167113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5946936,"threshold_uncertainty_score":0.6248435,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4295102571","doi":"10.3389/fmedt.2022.869155","title":"Low-energy amplitude-modulated radiofrequency electromagnetic fields as a systemic treatment for cancer: Review and proposed mechanisms of action","year":2022,"lang":"en","type":"review","venue":"Frontiers in Medical Technology","topic":"Electromagnetic Fields and Biological Effects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Cancer cell; Cancer; Electromagnetic field; Intracellular; Medicine; Cancer research; Nuclear magnetic resonance; Internal medicine; Physics; Biology; Cell biology","authors":[{"name":"Jack A. Tuszyński","is_ca":true},{"name":"Frederico Costa","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01292110647664528,"gpt":0.3022271248549143,"spread":0.289306018378269,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0003169245,0.0004047193,0.001799886,0.0002237556,0.00005556996,0.000004797578,0.000447654,0.001639171,0.00009381518],"category_scores_gemma":[0.0004279926,0.0002970877,0.0002730193,0.0004275354,0.0001898856,0.000001833146,0.0001248632,0.0004089018,2.375637e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001533706,"about_ca_system_score_gemma":0.0005293426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006952416,"about_ca_topic_score_gemma":0.00002145219,"domain_scores_codex":[0.9977114,0.0002518092,0.0006810781,0.0007269594,0.0001847321,0.0004440515],"domain_scores_gemma":[0.9990696,0.00005825342,0.000332319,0.0004063177,0.00003670643,0.00009677732],"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":[0.00003421728,0.0001167203,0.000001448132,0.0120113,0.0002247613,0.00001953532,0.000001456213,8.998327e-8,0.003049135,0.0005703531,0.0006430053,0.983328],"study_design_scores_gemma":[0.001246181,0.0226982,2.265926e-7,0.009299279,0.001176485,0.0005982642,0.00001500503,0.0000407405,0.003551396,0.005585815,0.9551685,0.0006198668],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002793634,0.9929931,0.004170288,0.0004108646,0.0003108874,0.001745442,0.00002692057,0.00003378056,0.00002940907],"genre_scores_gemma":[0.0006152799,0.9959459,0.001063665,0.0002468642,0.00005554857,0.001579043,0.0002804338,0.0000334715,0.0001797625],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9827081,"threshold_uncertainty_score":0.9999481,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3130872260","doi":"10.3389/fmedt.2021.626481","title":"Modeling Cell Selectivity of Antimicrobial Peptides: How Is the Selectivity Influenced by Intracellular Peptide Uptake and Cell Density","year":2021,"lang":"en","type":"article","venue":"Frontiers in Medical Technology","topic":"Antimicrobial Peptides and Activities","field":"Immunology and Microbiology","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"National Institute of General Medical Sciences; Natural Sciences and Engineering Research Council of Canada","keywords":"Selectivity; Peptide; Cell; Chemistry; Antimicrobial peptides; Intracellular; Biophysics; Antimicrobial; Combinatorial chemistry; Biochemistry; Biology; Organic chemistry; Catalysis","authors":[{"name":"Bethany Schefter","is_ca":true},{"name":"Shokoofeh Nourbakhsh","is_ca":true},{"name":"Sattar Taheri-Araghi","is_ca":false},{"name":"Bae‐Yeun Ha","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004453474390161548,"gpt":0.197275313761992,"spread":0.1928218393718304,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006064124,0.0003521779,0.0008358347,0.0002435241,0.0002896242,0.00002882535,0.0005062866,0.001203852,0.00006262994],"category_scores_gemma":[0.0004626529,0.0003022893,0.0001385597,0.0007075026,0.001583989,0.0001559216,0.0004246026,0.001710946,0.000007360162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008012255,"about_ca_system_score_gemma":0.0003104002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000241281,"about_ca_topic_score_gemma":0.0000997499,"domain_scores_codex":[0.9976293,0.00031325,0.0004707122,0.0007272683,0.0001348054,0.0007246076],"domain_scores_gemma":[0.9989658,0.0001429655,0.0001944058,0.0004747557,0.0001675345,0.00005452835],"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":[0.00009310043,0.00039618,0.01481442,0.0001230746,0.0001147136,0.00004817059,0.0005013961,0.00003413083,0.9321426,0.00009597871,0.04615581,0.005480403],"study_design_scores_gemma":[0.001435419,0.0001046869,0.00021433,0.0001017125,0.00006638545,0.000175653,0.002199835,0.001635377,0.9880624,0.0008150134,0.004837196,0.0003520001],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652413,0.004938215,0.02367746,0.005084811,0.0004809996,0.0002662871,0.0000448973,0.00009995573,0.0001660334],"genre_scores_gemma":[0.9941928,0.001482553,0.002775237,0.0006518998,0.00002627676,0.0000135179,0.00002973056,0.00002983725,0.0007981914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05591976,"threshold_uncertainty_score":0.9999429,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3162920805","doi":"10.3389/fmedt.2021.660540","title":"Feasibility of an Interactive Coaching App to Enhance Post-concussion Outpatient Care","year":2021,"lang":"en","type":"article","venue":"Frontiers in Medical Technology","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"University of Ottawa","keywords":"Rivermead post-concussion symptoms questionnaire; Medicine; Concussion; Physical therapy; Intervention (counseling); Population; Patient satisfaction; Poison control; Injury prevention; Rehabilitation; Psychiatry; Medical emergency; Nursing","authors":[{"name":"Dorothyann Curran","is_ca":true},{"name":"Julia Lauzon","is_ca":true},{"name":"Deanna Quon","is_ca":true},{"name":"Shawn Marshall","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0199880902153181,"gpt":0.378120566097769,"spread":0.3581324758824508,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0005811852,0.0001431396,0.0005927159,0.0005222699,0.00003655587,0.000005020278,0.0003519975,0.0005062808,0.0002029387],"category_scores_gemma":[0.00864515,0.0001223884,0.00006562163,0.0008166739,0.0003886128,0.00006424578,0.0003075956,0.00121573,0.000009732687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004012352,"about_ca_system_score_gemma":0.000511497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004369965,"about_ca_topic_score_gemma":0.00007773655,"domain_scores_codex":[0.9976031,0.0002226027,0.0005137273,0.0005354462,0.0007461188,0.0003789768],"domain_scores_gemma":[0.9984089,0.0001191891,0.00007867545,0.0007240463,0.0003669392,0.0003022923],"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":[0.001230104,0.0009511544,0.1221811,0.0004092926,0.00007121498,0.0007981281,0.005447742,0.000001819735,0.006902437,0.0002027226,0.001545849,0.8602584],"study_design_scores_gemma":[0.01117155,0.01154633,0.1293758,0.006112464,0.0001479033,0.0008247729,0.2688239,0.003794425,0.5509544,0.007662134,0.008455804,0.001130525],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764989,0.000449623,0.01198261,0.008947131,0.0005612402,0.0006344753,0.00001584635,0.0001123792,0.0007978092],"genre_scores_gemma":[0.9525518,0.00001641178,0.04664949,0.0005647127,0.00003441116,0.00005788341,0.0000403623,0.00001826527,0.00006668176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8591279,"threshold_uncertainty_score":0.9997054,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4377139887","doi":"10.3389/fmedt.2023.1128460","title":"Continuous pH monitoring using a sensor for the early detection of anastomotic leaks","year":2023,"lang":"en","type":"article","venue":"Frontiers in Medical Technology","topic":"Cardiovascular Health and Disease Prevention","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Leak; Medicine; Anastomosis; Surgery; Environmental science; Environmental engineering","authors":[{"name":"Michelle Huynh","is_ca":true},{"name":"Ricky Tjandra","is_ca":false},{"name":"Nour Helwa","is_ca":false},{"name":"Mohamed Okasha","is_ca":true},{"name":"Abdallah El-Falou","is_ca":false},{"name":"Youssef Helwa","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0179212681219963,"gpt":0.3068884679168797,"spread":0.2889671997948834,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006578072,0.00007921144,0.0003368408,0.0004744038,0.00006230429,0.000002712376,0.00009770325,0.0002961373,0.000003722063],"category_scores_gemma":[0.001406668,0.00006307745,0.0001684365,0.0008287648,0.0001818184,0.0000202365,0.00004113721,0.000289649,0.000002334186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008113864,"about_ca_system_score_gemma":0.0001089201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005884191,"about_ca_topic_score_gemma":0.000004459739,"domain_scores_codex":[0.9988814,0.00003918803,0.000283158,0.0001841698,0.0003189713,0.0002931083],"domain_scores_gemma":[0.9994503,0.00006938024,0.00006396529,0.0002543763,0.00006459445,0.00009735465],"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":[0.0004712529,0.00007894568,0.1457952,0.0004374053,0.0002454193,0.0001238476,0.0001069344,0.00003724194,0.005831307,0.000032732,0.0002132804,0.8466264],"study_design_scores_gemma":[0.02738024,0.001393535,0.7136558,0.002765333,0.002151938,0.0007501669,0.01363577,0.1646873,0.04566229,0.01451698,0.01264348,0.0007571959],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8382132,0.00226209,0.1567443,0.0009181819,0.001135714,0.0005768051,0.000002150111,0.0001366973,0.00001088722],"genre_scores_gemma":[0.9959984,0.0002756492,0.003374517,0.00003057629,0.0001828996,0.00008209155,0.000002527519,0.00001545729,0.00003786064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8458692,"threshold_uncertainty_score":0.2572224,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388630886","doi":"10.3389/fmedt.2023.1306419","title":"Editorial: Innovative medical technology based on artificial cells, including its different configurations","year":2023,"lang":"en","type":"editorial","venue":"Frontiers in Medical Technology","topic":"Tissue Engineering and Regenerative Medicine","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Computer science; Artificial intelligence; Engineering; Data science","authors":[{"name":"Thomas Ming Swi Chang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01463956946347278,"gpt":0.3062053984871712,"spread":0.2915658290236984,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001515188,0.0009410631,0.002494751,0.006015,0.0002012986,0.00002103896,0.001109812,0.01138673,0.0003337301],"category_scores_gemma":[0.05096326,0.0007593323,0.0001743949,0.005273582,0.001540053,0.00003473555,0.0003491432,0.01095818,0.0001027003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008740564,"about_ca_system_score_gemma":0.002574096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001254517,"about_ca_topic_score_gemma":0.00002930518,"domain_scores_codex":[0.990936,0.0001678474,0.001574798,0.001392289,0.004694022,0.001235092],"domain_scores_gemma":[0.9959837,0.001193673,0.0003799499,0.0009882561,0.0008486776,0.0006057816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001805731,0.0004607316,0.00008008021,0.0002909185,0.0002141965,0.001257144,0.00004031234,0.00002816106,0.000620397,0.001272834,0.9782205,0.01733411],"study_design_scores_gemma":[0.003423859,0.001295679,0.000008346055,0.003583583,0.0001187549,0.00001207343,0.0002704985,0.008058555,0.003631831,0.0005747015,0.978404,0.0006180581],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0003554474,0.00166802,0.01527274,0.02881568,0.951111,0.0008691,0.000109197,0.001634992,0.0001638501],"genre_scores_gemma":[0.003162446,0.0009919493,0.001216365,0.0001420121,0.9912875,0.0006150584,0.00101309,0.0002498521,0.00132175],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04944807,"threshold_uncertainty_score":0.9994858,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391172613","doi":"10.3389/fmedt.2024.1320810","title":"The left ventricular outflow tract and carotid artery velocity time integrals","year":2024,"lang":"en","type":"article","venue":"Frontiers in Medical Technology","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Health Sciences North","funders":"","keywords":"Ventricular outflow tract; Outflow; Ventricle; Cardiology; Peripheral; Inflow; Internal medicine; Medicine; Doppler effect; Artery; Stroke volume; Mechanics; Geology; Physics; Heart failure","authors":[{"name":"Jon‐Émile S. Kenny","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004565570978471541,"gpt":0.2544094340878709,"spread":0.2498438631093993,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007532304,0.0001334334,0.0003227211,0.0002820567,0.00007334936,0.00002094317,0.0001825139,0.0004577674,0.00004474334],"category_scores_gemma":[0.0005119749,0.00008398809,0.00006128566,0.0003182323,0.0004800235,0.00002642718,0.0000515905,0.001000987,0.00002624206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001127973,"about_ca_system_score_gemma":0.0001275671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008262563,"about_ca_topic_score_gemma":0.000001583545,"domain_scores_codex":[0.9987455,0.00005095838,0.000247783,0.0002814897,0.0003083221,0.0003659341],"domain_scores_gemma":[0.9994625,0.0001087398,0.00001996077,0.0002626038,0.00001904003,0.0001271115],"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":[0.00004153184,0.0001130305,0.09577985,0.00009188883,0.000212776,0.002672385,0.0002006343,3.998967e-7,0.0001644032,0.001076864,0.01752464,0.8821216],"study_design_scores_gemma":[0.004404136,0.001189439,0.0330434,0.002994521,0.0002504546,0.007729537,0.002029287,0.09503749,0.003634945,0.0601809,0.7886491,0.0008567535],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9281701,0.01631749,0.007686657,0.04354853,0.002823333,0.0003896471,0.000003830787,0.0005125458,0.0005478057],"genre_scores_gemma":[0.9931005,0.002468392,0.002653863,0.0002383017,0.0002832887,0.0000334834,0.000007268702,0.00002854152,0.001186336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8812649,"threshold_uncertainty_score":0.4348845,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402694016","doi":"10.3389/fmedt.2024.1381165","title":"Using interactive computer play in physical therapy and occupational therapy clinical practice: an explanatory sequential mixed methods study","year":2024,"lang":"en","type":"article","venue":"Frontiers in Medical Technology","topic":"Cerebral Palsy and Movement Disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University Health Network; Holland Bloorview Kids Rehabilitation Hospital; Toronto Rehabilitation Institute; University of Toronto","funders":"Azrieli Foundation; Bloorview Research Institute; University of Toronto; Holland Bloorview Kids Rehabilitation Hospital Foundation","keywords":"Thematic analysis; Occupational therapy; Context (archaeology); Cerebral palsy; Observational study; Intervention (counseling); Medicine; Motor learning; Perception; Session (web analytics); Psychology; Qualitative property; Physical medicine and rehabilitation; Qualitative research; Physical therapy; Nursing; Computer science","authors":[{"name":"Marina Petrevska","is_ca":true},{"name":"Jennifer Ryan","is_ca":true},{"name":"Selvi Sert","is_ca":true},{"name":"Sarah Munce","is_ca":true},{"name":"F. Virginia Wright","is_ca":true},{"name":"Elaine Biddiss","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08157082036120847,"gpt":0.4947991753466023,"spread":0.4132283549853938,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001977863,0.0002045495,0.0005933427,0.0006540586,0.00003829204,0.00002250515,0.0001699975,0.0004062745,0.00006458521],"category_scores_gemma":[0.0005205147,0.0001630771,0.00007522802,0.0005143202,0.000465167,0.0002291493,0.0001048381,0.001306213,0.000001699158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001055758,"about_ca_system_score_gemma":0.0003056588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006699903,"about_ca_topic_score_gemma":0.00003178989,"domain_scores_codex":[0.9973907,0.0007822034,0.0005314291,0.0005967746,0.0004151667,0.0002837385],"domain_scores_gemma":[0.9990764,0.0004384135,0.00007355571,0.0002353854,0.00004282039,0.0001334121],"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":[0.001181043,0.002648748,0.1616061,0.00001602649,0.0003501155,0.0006339708,0.001771658,0.000003671197,0.0001256179,0.0006074962,0.001177632,0.829878],"study_design_scores_gemma":[0.04311749,0.01470231,0.4066168,0.001004214,0.000301588,0.0005648612,0.0568178,0.3782134,0.0009197267,0.02352204,0.07275594,0.001463799],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9497935,0.002001366,0.04332631,0.002075705,0.001870946,0.0007410905,0.000002715283,0.0001220909,0.00006627844],"genre_scores_gemma":[0.9129466,0.0008480624,0.0841587,0.00158517,0.0003421792,0.00006559606,0.00001894551,0.00002799839,0.000006739134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8284141,"threshold_uncertainty_score":0.6650091,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3215925635","doi":"10.3389/fmedt.2021.794695","title":"The Place and Importance of Patients in Deliberative Processes","year":2021,"lang":"en","type":"article","venue":"Frontiers in Medical Technology","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Political science; Front (military); Public administration; Geography; Meteorology","authors":[{"name":"Marjo Cellier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07150620132259808,"gpt":0.3652429889690736,"spread":0.2937367876464755,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004227244,0.00008257438,0.0005524132,0.00024951,0.00005227359,0.00000927212,0.0002298852,0.0002565909,0.00004047622],"category_scores_gemma":[0.02324133,0.0000835465,0.00001687102,0.0005506212,0.0003280954,0.0000949207,0.00008348827,0.000277875,0.000008440439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001586963,"about_ca_system_score_gemma":0.0002855727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003870566,"about_ca_topic_score_gemma":0.001052496,"domain_scores_codex":[0.997367,0.0001169607,0.001877662,0.00031202,0.00008448216,0.0002418921],"domain_scores_gemma":[0.9985316,0.0005176861,0.0005908528,0.0002363218,0.00006724817,0.00005622525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000765148,0.00005791507,0.9695539,0.0001112242,0.00001197433,0.000004106131,0.0003621436,0.000002697745,5.354145e-8,0.01979679,0.008386734,0.001704823],"study_design_scores_gemma":[0.004169712,0.0001754005,0.4433905,0.0004520843,0.00000467886,0.0000112235,0.01200558,0.005740177,0.00007858482,0.425461,0.1080186,0.0004925198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9103258,0.01927005,0.002384877,0.06643465,0.0004868845,0.0003170846,0.0000350941,0.00001995841,0.000725593],"genre_scores_gemma":[0.9761147,0.00671545,0.01194714,0.004685421,0.00005397853,0.0001943321,0.00002099199,0.00002280121,0.0002452128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5261635,"threshold_uncertainty_score":0.9849863,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4297542302","doi":"10.3389/fmedt.2022.980735","title":"Medical decision support system using weakly-labeled lung CT scans","year":2022,"lang":"en","type":"article","venue":"Frontiers in Medical Technology","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital","funders":"Universidad EAFIT","keywords":"Pipeline (software); Artificial intelligence; Test set; Segmentation; Pattern recognition (psychology); Computer science; Data set; Set (abstract data type); Medicine; Radiology","authors":[{"name":"Alejandro Murillo-González","is_ca":false},{"name":"David González","is_ca":false},{"name":"Laura Jaramillo","is_ca":false},{"name":"Carlos Galeano","is_ca":false},{"name":"Fabby Tavera","is_ca":false},{"name":"Marcia Mejía","is_ca":false},{"name":"Alejandro Hernández","is_ca":false},{"name":"David R. Rivera","is_ca":false},{"name":"Juan Guillermo Paniagua","is_ca":false},{"name":"Leandro Ariza-Jiménez","is_ca":false},{"name":"José Julián Garcés Echeverri","is_ca":false},{"name":"Christian Andrés Diaz León","is_ca":false},{"name":"Diana Lucia Serna-Higuita","is_ca":false},{"name":"Wayner Barrios","is_ca":false},{"name":"Wiston Arrázola","is_ca":false},{"name":"Miguel Ángel Mejía","is_ca":false},{"name":"Sebastián Arango","is_ca":false},{"name":"Daniela Marín Ramírez","is_ca":false},{"name":"Emmanuel Salinas-Miranda","is_ca":true},{"name":"Omar L. Quintero","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01173385872550397,"gpt":0.3160519917339432,"spread":0.3043181330084392,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026885,0.0003157673,0.001094703,0.00189674,0.0002921433,0.00001214875,0.001045133,0.0006154771,0.002441318],"category_scores_gemma":[0.00560451,0.000311144,0.0001436839,0.002656214,0.0006866184,0.00005542134,0.001037792,0.002495099,0.00001980091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002639183,"about_ca_system_score_gemma":0.002491368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001686177,"about_ca_topic_score_gemma":0.0000271998,"domain_scores_codex":[0.9939254,0.0002367064,0.001010718,0.0008719031,0.003048404,0.0009068516],"domain_scores_gemma":[0.9979015,0.0003573093,0.0001838829,0.0008842457,0.00008164466,0.0005914281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000473794,0.00120287,0.2255685,0.0005184238,0.0002793116,0.03089094,0.0001804569,0.000134624,0.0003221222,0.001703307,0.5635564,0.1751693],"study_design_scores_gemma":[0.01403843,0.00113998,0.001539314,0.003021726,0.0004546812,0.01338978,0.004921862,0.4490446,0.0008470258,0.001604338,0.5089896,0.001008721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.722793,0.003688781,0.1150895,0.1440679,0.01022385,0.001666899,0.00003466465,0.001932549,0.000502884],"genre_scores_gemma":[0.9573236,0.000213359,0.02732226,0.01427194,0.000289008,0.0003032038,0.00004780191,0.0001097312,0.0001191486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4489099,"threshold_uncertainty_score":0.9999341,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200397032","doi":"10.3389/fmedt.2021.794003","title":"Patient and Citizen Participation in the Identification of Ethical Considerations Aiming to Address Uncertainty in the Evaluation of Promising Interventions in a Pandemic Context","year":2021,"lang":"en","type":"article","venue":"Frontiers in Medical Technology","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Université de Montréal; Institut National d'Excellence en Santé et en Services Sociaux","funders":"Université de Montréal","keywords":"Psychological intervention; Context (archaeology); Government (linguistics); Pandemic; Public relations; Excellence; Health care; Medicine; Public health; Political science; Psychology; Nursing; Disease; Coronavirus disease 2019 (COVID-19)","authors":[{"name":"Catherine Olivier","is_ca":true},{"name":"Isabelle Ganache","is_ca":true},{"name":"Olivier Demers‐Payette","is_ca":true},{"name":"Louis Lochhead","is_ca":true},{"name":"Sandra Peláez","is_ca":true},{"name":"Michèle de Guise","is_ca":true},{"name":"Marie‐Pascale Pomey","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3467838884818794,"gpt":0.4877882763822655,"spread":0.1410043879003861,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03347877,0.00007810182,0.0005005734,0.0007402957,0.00004470395,0.00001697692,0.0001782549,0.0003328698,0.00004374164],"category_scores_gemma":[0.04236164,0.0000753555,0.00004056343,0.0007498341,0.0002124703,0.00008156341,0.00004899156,0.0005359125,0.000002482294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003148588,"about_ca_system_score_gemma":0.0002435585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003917554,"about_ca_topic_score_gemma":0.008736508,"domain_scores_codex":[0.9936714,0.001810341,0.003725173,0.0003269594,0.0002581991,0.0002079426],"domain_scores_gemma":[0.9975321,0.001231872,0.0007819448,0.0003080821,0.0001157264,0.00003024368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003950944,0.0007933961,0.7390109,0.0005156279,0.00004334182,0.00001035151,0.06446163,0.004234111,0.00006730833,0.1583384,0.002709709,0.02977579],"study_design_scores_gemma":[0.003231393,0.0001510838,0.4002112,0.001574759,0.00002553262,0.000020108,0.09015561,0.1577715,0.0001036634,0.3461461,0.0003712364,0.0002377458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9158926,0.001673484,0.004253684,0.07687379,0.0001669395,0.001031051,0.00002123768,0.000006153964,0.00008104817],"genre_scores_gemma":[0.9964882,0.00007737385,0.0006645377,0.002179245,0.00001126456,0.0005569791,0.0000157856,0.000004946969,0.000001676516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3387996,"threshold_uncertainty_score":0.995237,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319439518","doi":"10.3389/fmedt.2023.1146068","title":"Editorial: Innovation in minimally invasive therapies, biosensing, and screening: Data-driven models, complex networks, and experiments","year":2023,"lang":"en","type":"editorial","venue":"Frontiers in Medical Technology","topic":"Advanced Biosensing Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University; University of Prince Edward Island","funders":"","keywords":"Computer science; Data science; Medicine","authors":[{"name":"Sundeep Singh","is_ca":true},{"name":"Roderick Melnik","is_ca":true},{"name":"Ramjee Repaka","is_ca":false},{"name":"Paola Saccomandi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02819007743206083,"gpt":0.3193299282621535,"spread":0.2911398508300926,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0005245815,0.0003203434,0.0005036876,0.000529862,0.00006159692,0.00002680145,0.0006490744,0.002779101,6.781042e-7],"category_scores_gemma":[0.001818351,0.000332193,0.00001995031,0.0007199799,0.0007080642,0.00001163738,0.001233139,0.0009581285,2.413116e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004452167,"about_ca_system_score_gemma":0.000207057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004979384,"about_ca_topic_score_gemma":0.0001853513,"domain_scores_codex":[0.9975629,0.00006649075,0.000591273,0.0009890293,0.0003901544,0.0004001773],"domain_scores_gemma":[0.9987035,0.00009295864,0.000252336,0.0007374712,0.0001425493,0.00007115217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005737526,0.00003790426,0.000175161,0.00002037738,0.00004597809,0.00001456818,0.00001380723,0.0000152665,0.0018254,0.00008260598,0.9829271,0.01478439],"study_design_scores_gemma":[0.000971617,0.0001635126,0.00001893695,0.0002347013,0.00001492111,0.000004156791,0.0001935788,0.009128729,0.000291237,0.003364856,0.9852222,0.0003916202],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.004530299,0.00428526,0.07851961,0.002104506,0.9090276,0.0009368016,0.0002622981,0.0002977475,0.00003586137],"genre_scores_gemma":[0.008438352,0.03123664,0.1735989,0.0002369984,0.774985,0.0001574132,0.01106712,0.0001868031,0.00009276727],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1340427,"threshold_uncertainty_score":0.999913,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4323665407","doi":"10.3389/fmedt.2023.1168278","title":"Editorial: Where to from here: Advancing patient and public involvement in health technology assessment (HTA) following the COVID-19 pandemic","year":2023,"lang":"en","type":"editorial","venue":"Frontiers in Medical Technology","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Public health; Political science; Health technology; Medicine; Virology; Health care; Nursing; Internal medicine; Law","authors":[{"name":"Janet Wale","is_ca":false},{"name":"Marie‐Pascale Pomey","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1158577193194495,"gpt":0.4296867343556248,"spread":0.3138290150361752,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.03159592,0.000561713,0.003005449,0.003576239,0.000325331,0.0000982862,0.001647386,0.003856508,0.00006652],"category_scores_gemma":[0.08925506,0.0006089681,0.0001462576,0.002064242,0.0004165837,0.0001994093,0.000974538,0.003866533,0.0001007914],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009112263,"about_ca_system_score_gemma":0.004202767,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007397734,"about_ca_topic_score_gemma":0.01842857,"domain_scores_codex":[0.9875404,0.000918858,0.007002435,0.001960648,0.0009035066,0.001674153],"domain_scores_gemma":[0.9906105,0.004419025,0.002735857,0.001327415,0.00008572986,0.0008214511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001059806,0.00007830621,0.1160349,0.0003154611,0.0001055133,0.00001848883,0.0005178154,0.0000209792,1.13593e-7,0.001684869,0.8775796,0.003633358],"study_design_scores_gemma":[0.001536051,0.000225903,0.0000922955,0.0005731951,0.000006390598,0.000001330459,0.01311776,0.0006114559,5.462358e-8,0.04765417,0.9357181,0.0004633245],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.002407632,0.01112441,0.008489832,0.2633627,0.71234,0.001575944,0.0003337332,0.0003459823,0.0000197688],"genre_scores_gemma":[0.00297138,0.02144846,0.02879087,0.02482726,0.9152906,0.00542133,0.0007275157,0.0003829973,0.000139596],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2385355,"threshold_uncertainty_score":0.9996362,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}