{"meta":{"query_hash":"76732d8b01da","filters":{"venue":"Frontiers in Medical Science Research"},"cohort_total":5,"direct_labels_cover":1,"predictions_cover":5,"exported":5,"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/76732d8b01da","api":"https://metacan.xera.ac/api/v1/cohort?venue=Frontiers+in+Medical+Science+Research"},"results":[{"id":"W4297825529","doi":"10.25236/fmsr.2022.040404","title":"Global Research Trends in Post-Traumatic Osteoarthritis: A Bibliometric and Visualized Study","year":2022,"lang":"en","type":"article","venue":"Frontiers in Medical Science Research","topic":"Travel-related health issues","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bibliometrics; Science Citation Index; Osteoarthritis; Citation; Web of science; Citation analysis; Incidence (geometry); Medicine; Library science; Computer science; Alternative medicine; Pathology; Meta-analysis; Mathematics","score_opus":0.1400021023420539,"score_gpt":0.5471476375202455,"score_spread":0.40714553517819163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297825529","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":[0.9799741,0.0071585895,0.000014445598,0.006985273,0.00040534983,0.0015218825,0.00000988919,0.000039629103,0.0038908746],"genre_scores_gemma":[0.99770075,0.0005599553,0.0007285946,0.00015800579,0.000060177954,0.00041521149,0.000006097906,0.000017166964,0.00035401853],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9802039,0.0029747586,0.00076827884,0.0010724444,0.012662737,0.002317853],"domain_scores_gemma":[0.99672925,0.00064384565,0.00004593905,0.00054696575,0.0005204701,0.0015135249],"candidate_categories":["metaresearch","bibliometrics","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","bibliometrics"],"category_scores_codex":[0.06136137,0.0001623718,0.00058859313,0.09230391,0.0009940809,0.00013204908,0.0011964338,0.00016390918,0.0013601996],"category_scores_gemma":[0.010901984,0.00014577065,0.00003701446,0.31616682,0.0033102024,0.00025304247,0.0013861586,0.0034901134,0.000015763566],"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":[0.0005164087,0.0015396312,0.46535623,0.00006648014,0.000008743098,0.0017777281,0.0048120134,0.0000017468951,0.000024323597,0.00012669961,0.0034657847,0.5223042],"study_design_scores_gemma":[0.0066540013,0.006122405,0.92669296,0.00020816302,0.0000049495757,0.00014962567,0.05509253,0.0025271745,0.0000043575747,0.0007856197,0.0016150451,0.00014315313],"about_ca_topic_score_codex":0.005012999,"about_ca_topic_score_gemma":0.0013646448,"teacher_disagreement_score":0.52216107,"about_ca_system_score_codex":0.0023755485,"about_ca_system_score_gemma":0.003097202,"threshold_uncertainty_score":0.99955267},"labels":[],"label_agreement":null},{"id":"W4376527185","doi":"10.25236/fmsr.2023.050510","title":"Meta-analysis of risk factors for carotid plaque formation in type 2 diabetes mellitus","year":2023,"lang":"en","type":"article","venue":"Frontiers in Medical Science Research","topic":"Cardiovascular Disease and Adiposity","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Internal medicine; Diabetes mellitus; Meta-analysis; Type 2 Diabetes Mellitus; Inclusion and exclusion criteria; Type 2 diabetes; Endocrinology; Pathology","score_opus":0.11016997158039919,"score_gpt":0.39526464209003015,"score_spread":0.28509467050963094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4376527185","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":[0.9939147,0.003504924,0.0010365213,0.00066528906,0.00014500428,0.00056868943,0.000040126986,0.000016382257,0.00010832953],"genre_scores_gemma":[0.99799377,0.0013720347,0.00044536768,0.000018530183,0.000022274642,0.000049388847,0.000060325387,0.000005070588,0.000033255223],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99598676,0.00028769253,0.00031279365,0.00031348172,0.0025197235,0.0005795309],"domain_scores_gemma":[0.99852145,0.00056050875,0.000039019615,0.00032330182,0.00020231213,0.0003533862],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010158673,0.000076751654,0.0007301705,0.002273193,0.00010444908,0.000018367533,0.00032821743,0.000100975914,0.00007544428],"category_scores_gemma":[0.005105713,0.000053854747,0.00054413173,0.0104895355,0.00065710366,0.00015189334,0.00010902973,0.0003687913,0.0000035086798],"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":[0.00020358941,0.00033384393,0.94918764,0.00034082268,0.026502205,0.00005932192,0.0027517662,0.0012680421,0.0010036702,0.00019874278,0.0033802472,0.014770129],"study_design_scores_gemma":[0.00132548,0.00021468605,0.8283566,0.000057853842,0.027881173,8.251994e-7,0.003168126,0.12535633,0.011701278,0.0011622201,0.0005769593,0.00019841886],"about_ca_topic_score_codex":0.00021989938,"about_ca_topic_score_gemma":0.00007328859,"teacher_disagreement_score":0.124088295,"about_ca_system_score_codex":0.00013026908,"about_ca_system_score_gemma":0.00034413734,"threshold_uncertainty_score":0.6112384},"labels":[],"label_agreement":null},{"id":"W4384569939","doi":"10.25236/fmsr.2023.050701","title":"Observation on the Efficacy of Acupuncture for Cognitive Function in Patients with Primary Insomnia","year":2023,"lang":"en","type":"article","venue":"Frontiers in Medical Science Research","topic":"Sleep and related disorders","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Natural Science Foundation of Shaanxi Province","keywords":"Acupuncture; Montreal Cognitive Assessment; Pittsburgh Sleep Quality Index; Insomnia; Primary Insomnia; Medicine; Physical therapy; Cognition; Sleep disorder; Sleep quality; Cognitive impairment; Internal medicine; Psychiatry; Alternative medicine","score_opus":0.05095756339795512,"score_gpt":0.3770146031323715,"score_spread":0.3260570397344164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384569939","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":[0.993251,0.00006690468,0.0005399428,0.0018960187,0.0006983286,0.0011019402,0.0000039437573,0.000014109152,0.0024277796],"genre_scores_gemma":[0.99920726,0.000029915136,0.000061069804,0.00029638273,0.000029934648,0.0001480755,0.000031112693,0.000008338556,0.00018790108],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970142,0.00024893583,0.00018209373,0.0003268061,0.0017259024,0.0005020275],"domain_scores_gemma":[0.998237,0.0012646458,0.00003712495,0.00016322293,0.00020409902,0.00009386588],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0045877923,0.00008236445,0.0001428218,0.0006227632,0.00015493395,0.000013313264,0.00040521266,0.00015974481,0.00009780883],"category_scores_gemma":[0.0035888462,0.00003776939,0.000025433816,0.0042919707,0.0013170958,0.00008144535,0.000060296556,0.0006128699,0.000022785433],"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":[0.0030024855,0.0007844594,0.6744707,0.000020401187,0.00004953177,0.0000059563617,0.0024081396,0.000035112655,0.000010503268,0.0009954096,0.02105283,0.29716447],"study_design_scores_gemma":[0.0035869356,0.00058207376,0.99096864,0.00013846841,0.000006652368,6.452355e-8,0.0025550167,0.0005597586,0.000008815928,0.00090855116,0.0006324744,0.000052573298],"about_ca_topic_score_codex":0.000042605443,"about_ca_topic_score_gemma":0.000013449921,"teacher_disagreement_score":0.31649792,"about_ca_system_score_codex":0.00010506727,"about_ca_system_score_gemma":0.00026760055,"threshold_uncertainty_score":0.48528945},"labels":[],"label_agreement":null},{"id":"W4392859859","doi":"10.25236/fmsr.2024.060212","title":"A Meta-analysis of Risk Factors for Irritable Bowel Syndrome in China","year":2024,"lang":"en","type":"article","venue":"Frontiers in Medical Science Research","topic":"Medical Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Irritable bowel syndrome; China; Medicine; Meta-analysis; Psychology; Internal medicine; Geography","score_opus":0.15150055736700543,"score_gpt":0.47165624008204515,"score_spread":0.3201556827150397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392859859","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":[0.9706019,0.013635353,0.006766295,0.005033159,0.00034100044,0.0015030142,0.00014401217,0.000032324282,0.0019428962],"genre_scores_gemma":[0.9952562,0.0009313439,0.0027680967,0.00002023527,0.000017955985,0.00017758923,0.00002526461,0.000011681926,0.0007916671],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99079937,0.00033255786,0.00052799913,0.0007372477,0.0062928214,0.0013099881],"domain_scores_gemma":[0.9962552,0.0018257259,0.000031736214,0.0004107111,0.00018147795,0.0012951579],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.019157385,0.00014477149,0.0010894518,0.0044297595,0.00013143463,0.000060846873,0.0007043479,0.00016860027,0.0015261882],"category_scores_gemma":[0.022989254,0.00008659646,0.0005150152,0.012066792,0.0021457716,0.00019752407,0.00019727736,0.0011685275,0.000010332645],"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":[0.00090665475,0.0037073886,0.8036304,0.0015762005,0.07852363,0.006889575,0.0049247686,0.0000981007,0.00019133033,0.003633961,0.014005009,0.08191295],"study_design_scores_gemma":[0.0030228575,0.0018564847,0.6536579,0.0004273415,0.023131382,0.000029052955,0.0023006129,0.29534522,0.0005240955,0.017108714,0.0022491019,0.00034720916],"about_ca_topic_score_codex":0.0023624958,"about_ca_topic_score_gemma":0.0002286036,"teacher_disagreement_score":0.2952471,"about_ca_system_score_codex":0.0004990372,"about_ca_system_score_gemma":0.002250315,"threshold_uncertainty_score":0.99938655},"labels":[],"label_agreement":null},{"id":"W4411898912","doi":"10.25236/fmsr.2025.070316","title":"Research on Traumatic Knee Osteoarthritis: A Bibliometric and Visualized Study","year":2025,"lang":"en","type":"article","venue":"Frontiers in Medical Science Research","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Osteoarthritis; Medicine; Physical medicine and rehabilitation; Alternative medicine; Pathology","score_opus":0.0763898573796808,"score_gpt":0.5199698948473029,"score_spread":0.44358003746762215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411898912","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":[0.9746415,0.002842857,0.00021171685,0.0042816126,0.00031680978,0.0020781783,6.0712694e-7,0.000022081702,0.015604645],"genre_scores_gemma":[0.9976285,0.00054841116,0.00057532085,0.00011475207,0.00003709907,0.00025567375,0.0000010562034,0.000008204523,0.0008309758],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9896275,0.0011564207,0.00040221453,0.0007169739,0.007110009,0.0009868834],"domain_scores_gemma":[0.996907,0.0014658143,0.000018471232,0.00041314473,0.00062675786,0.0005688134],"candidate_categories":["metaresearch","bibliometrics","sts"],"consensus_categories":["metaresearch","bibliometrics"],"category_scores_codex":[0.033909675,0.000110054985,0.00036019518,0.06127398,0.00054440217,0.00013931969,0.00045419898,0.00016314832,0.00017552623],"category_scores_gemma":[0.021270301,0.00008012807,0.000043772296,0.140358,0.0039007158,0.0001580596,0.0003011217,0.0015253931,0.000018697909],"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":[0.00033062475,0.0018537713,0.12082947,0.00041015935,0.000015167923,0.000085120184,0.0012599407,6.466848e-7,0.000103044455,0.0010853902,0.005685569,0.8683411],"study_design_scores_gemma":[0.0056396807,0.0069063064,0.935035,0.001276681,0.0000069822636,0.0000041159847,0.04249054,0.0027562443,0.000021135931,0.0045591793,0.0011929175,0.00011123517],"about_ca_topic_score_codex":0.0002847073,"about_ca_topic_score_gemma":0.0000844504,"teacher_disagreement_score":0.86822987,"about_ca_system_score_codex":0.00034291815,"about_ca_system_score_gemma":0.0016552982,"threshold_uncertainty_score":0.9988101},"labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"}]}