{"meta":{"query_hash":"2d6fe8c78813","filters":{"venue":"Current Epidemiology Reports"},"cohort_total":34,"direct_labels_cover":0,"predictions_cover":34,"exported":34,"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/2d6fe8c78813","api":"https://metacan.xera.ac/api/v1/cohort?venue=Current+Epidemiology+Reports"},"results":[{"id":"W1956026040","doi":"10.1007/s40471-015-0054-4","title":"Are Randomized Trials Necessary to Advance Epidemiologic Research on Household Air Pollution?","year":2015,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Psychological intervention; Stove; Randomized controlled trial; Environmental health; Observational study; Air pollution; Causal inference; Confounding; Medicine; Business; Engineering; Waste management","score_opus":0.449102696584425,"score_gpt":0.47079286821987937,"score_spread":0.02169017163545439,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1956026040","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":[0.95052207,0.0047372524,0.0053276266,0.023984602,0.0041252426,0.0022281532,0.000025048572,0.00029720046,0.008752811],"genre_scores_gemma":[0.9892099,0.0006331667,0.0013547209,0.007120573,0.00040613816,0.0004172534,0.00003435882,0.00003465921,0.0007892096],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9779653,0.01629065,0.0024570148,0.001336432,0.0006148035,0.0013358259],"domain_scores_gemma":[0.98360384,0.012271226,0.0017576346,0.001243159,0.000028657612,0.0010955001],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.0960128,0.00043291916,0.002636412,0.00020051392,0.00029921296,0.00000876727,0.00041521096,0.00033995943,0.00035977163],"category_scores_gemma":[0.17787702,0.00030303854,0.00044076054,0.0005342061,0.0011132555,0.00024210644,0.00052720215,0.0008751752,0.0009264406],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0035791749,0.00022416933,0.09213896,0.0000072268163,0.000031643227,0.000120833276,0.00006288716,0.61873144,0.000032455064,0.00072576426,0.28188843,0.0024569994],"study_design_scores_gemma":[0.01915428,0.00053027755,0.42022434,0.00029425294,0.00011745995,0.00030087814,0.00019984283,0.0003111462,0.00022838738,0.1661092,0.39142978,0.0011001526],"about_ca_topic_score_codex":0.00019103299,"about_ca_topic_score_gemma":0.00001930967,"teacher_disagreement_score":0.6184203,"about_ca_system_score_codex":0.0006038063,"about_ca_system_score_gemma":0.000042954533,"threshold_uncertainty_score":0.9999422},"labels":[],"label_agreement":null},{"id":"W2021860767","doi":"10.1007/s40471-013-0002-0","title":"A Critical Approach to Macrosocial Determinants of Population Health: Engaging Scientific Realism and Incorporating Social Conflict","year":2014,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":81,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Social epidemiology; Scientific realism; Population health; Sociology; Realism; Public health; Social determinants of health; Population; Social inequality; Social conflict; Social psychology; Politics; Inequality; Epistemology; Psychology; Political science; Medicine; Law","score_opus":0.1813064611825208,"score_gpt":0.483301562954897,"score_spread":0.3019951017723762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021860767","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":[0.98370254,0.0007793962,0.0019252967,0.009089997,0.0029058338,0.00052986486,0.00001163369,0.00006890222,0.0009865437],"genre_scores_gemma":[0.9963508,0.000024410981,0.0016452506,0.0012442196,0.0006315506,0.00003054558,0.000035155837,0.000009764048,0.000028284034],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.995214,0.0020955852,0.0012412556,0.0005081604,0.00023999668,0.00070103863],"domain_scores_gemma":[0.99704814,0.0015405609,0.0007086776,0.0001705553,0.00015722071,0.00037482879],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.016171986,0.00013132575,0.0007181588,0.00010892605,0.0019736956,0.00004140017,0.00009970557,0.00015651826,0.0000047716503],"category_scores_gemma":[0.019810203,0.00012991353,0.00008180675,0.00021333735,0.0007879484,0.00013736758,0.0000839951,0.0002397173,9.83734e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045410375,0.000036741403,0.8677724,0.00027818533,0.0000023720854,0.0000011373833,0.007310661,0.0000027151104,0.0000014159973,0.09194842,0.0020074812,0.030633902],"study_design_scores_gemma":[0.00012779239,0.000033701854,0.9369895,0.00015672842,0.0000142853305,0.00001828332,0.0014529922,0.00081154547,0.0000020331515,0.026218824,0.033951752,0.00022258125],"about_ca_topic_score_codex":0.0090401005,"about_ca_topic_score_gemma":0.0009559063,"teacher_disagreement_score":0.069217056,"about_ca_system_score_codex":0.0001083922,"about_ca_system_score_gemma":0.00026638072,"threshold_uncertainty_score":0.9993256},"labels":[],"label_agreement":null},{"id":"W2027861753","doi":"10.1007/s40471-013-0004-y","title":"Confounding by Indication and Related Concepts","year":2014,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":79,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"B.C. Women's Hospital & Health Centre; Children's & Women's Health Centre of British Columbia; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Confounding; Propensity score matching; Causality (physics); Matching (statistics); Medicine; Contraindication; Surgery; Alternative medicine; Internal medicine","score_opus":0.3696603129481016,"score_gpt":0.5094371112540486,"score_spread":0.13977679830594697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027861753","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":[0.8815915,0.034170948,0.022456944,0.044286814,0.006603834,0.0010602694,0.00006490149,0.00021212327,0.009552676],"genre_scores_gemma":[0.99377656,0.0005431579,0.0007919448,0.003954466,0.00023595091,0.000086697364,0.00022092654,0.000023299935,0.00036699866],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9924148,0.0010007843,0.0053667044,0.00076730415,0.00003859987,0.00041182234],"domain_scores_gemma":[0.9909094,0.0031296392,0.005200292,0.00048670446,0.00003922131,0.00023474245],"candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04084245,0.0001782294,0.0011679991,0.00017228603,0.00019307948,0.000017583503,0.00010175745,0.00023260333,0.00025892354],"category_scores_gemma":[0.033713426,0.00021680509,0.000080256854,0.00009951351,0.00023228498,0.00024139619,0.000048674585,0.00026774057,0.00046583798],"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":[0.0000017592718,0.000031086925,0.7300842,0.00011082722,0.000035797555,8.303835e-7,0.00037644978,0.000023262528,0.000004697423,0.18016437,0.087391704,0.0017750217],"study_design_scores_gemma":[0.00047126395,0.00006468905,0.14218695,0.00010258538,0.000013318286,0.00016316235,0.00007826244,0.007056578,0.0000031814993,0.31417942,0.53529143,0.00038912173],"about_ca_topic_score_codex":0.0001067964,"about_ca_topic_score_gemma":0.000003170108,"teacher_disagreement_score":0.58789724,"about_ca_system_score_codex":0.00018431281,"about_ca_system_score_gemma":0.000047163383,"threshold_uncertainty_score":0.98765457},"labels":[],"label_agreement":null},{"id":"W2081922084","doi":"10.1007/s40471-014-0030-4","title":"Counterfactual Theory in Social Epidemiology: Reconciling Analysis and Action for the Social Determinants of Health","year":2015,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":33,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Causal inference; Counterfactual thinking; Social epidemiology; Causality (physics); Observational study; Health equity; Social determinants of health; Socioeconomic status; Causal model; Race and health; Consistency (knowledge bases); Inference; Psychology; Econometrics; Social psychology; Medicine; Public health; Computer science; Mathematics; Population; Statistics; Environmental health","score_opus":0.6977796672949589,"score_gpt":0.6023984078918089,"score_spread":0.09538125940315001,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081922084","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":[0.59898514,0.0025438885,0.39628282,0.0008759216,0.00048866315,0.00069451565,0.000020757574,0.00008224034,0.000026053796],"genre_scores_gemma":[0.9925206,0.00026177062,0.0066304854,0.00017128304,0.00018544254,0.00017298506,0.000021772858,0.000017702312,0.000017983963],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99450386,0.0022463247,0.0022121512,0.00045774513,0.000087229855,0.00049267977],"domain_scores_gemma":[0.98257315,0.014305196,0.0026055018,0.000272103,0.00017492483,0.000069128146],"candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.031698987,0.00020904223,0.0016438755,0.00019115381,0.00021026497,0.0000024718897,0.00011911043,0.00023842666,0.0000061898936],"category_scores_gemma":[0.034209326,0.0001516713,0.00021713704,0.00023608854,0.0004700011,0.00010440733,0.00008385081,0.0003449097,2.6209415e-7],"study_design_candidate":"theoretical_or_conceptual","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":[0.00013650683,0.00010433983,0.8028506,0.00021579201,0.00023117254,0.0000031745192,0.0025774145,0.0000434303,0.000013741183,0.026928969,0.0033294458,0.16356544],"study_design_scores_gemma":[0.00021446777,0.00010974269,0.050861012,0.00004610026,0.00024430436,0.00003868671,0.00081929815,0.0016561311,0.00007560924,0.94495136,0.00081588834,0.00016739394],"about_ca_topic_score_codex":0.000086556625,"about_ca_topic_score_gemma":0.00019548339,"teacher_disagreement_score":0.9180224,"about_ca_system_score_codex":0.00019915734,"about_ca_system_score_gemma":0.00018263848,"threshold_uncertainty_score":0.99706966},"labels":[],"label_agreement":null},{"id":"W2262005499","doi":"10.1007/s40471-016-0062-z","title":"Towards Defining Optimal Gestational Weight Gain","year":2016,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Weight gain; Pregnancy; Observational study; Medicine; Psychological intervention; Obstetrics; Body weight; Internal medicine; Nursing","score_opus":0.07553809943182216,"score_gpt":0.3913308729192745,"score_spread":0.3157927734874523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2262005499","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":[0.7759737,0.012451876,0.13001567,0.053789634,0.0032862402,0.0015447484,0.00007691697,0.00038175713,0.022479469],"genre_scores_gemma":[0.97399646,0.0015631136,0.018967563,0.00115624,0.00042149998,0.00026958215,0.0005140938,0.00003421121,0.0030772474],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978045,0.0002106449,0.00068305916,0.0004723357,0.00027735162,0.0005520963],"domain_scores_gemma":[0.9980031,0.0009013976,0.00025063936,0.00031506864,0.00020552795,0.00032426615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019152194,0.00015773499,0.00039833237,0.00016336395,0.00007067262,0.000004016272,0.000062135434,0.000074267744,0.0006784171],"category_scores_gemma":[0.0076351534,0.00009879093,0.00013977295,0.00010602801,0.0001867242,0.00008920048,0.000094602656,0.0001712116,0.00020702813],"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":[0.00008361313,0.00019599011,0.6070375,0.00015150793,0.0001463315,0.00045647536,0.00003370364,0.000090936155,0.00039561914,0.037095357,0.10012724,0.25418574],"study_design_scores_gemma":[0.0008388922,0.00023421012,0.6914127,0.00028921137,0.00006510979,0.00042815178,0.00001235877,0.00041527828,0.00021200922,0.020632226,0.28524962,0.00021027008],"about_ca_topic_score_codex":0.000008425808,"about_ca_topic_score_gemma":6.75315e-7,"teacher_disagreement_score":0.25397548,"about_ca_system_score_codex":0.00011814092,"about_ca_system_score_gemma":0.00025907296,"threshold_uncertainty_score":0.91405433},"labels":[],"label_agreement":null},{"id":"W2460537066","doi":"10.1007/s40471-016-0079-3","title":"SMART Thinking: a Review of Recent Developments in Sequential Multiple Assignment Randomized Trials","year":2016,"lang":"en","type":"review","venue":"Current Epidemiology Reports","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":22,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Randomized controlled trial; Identification (biology); Data science; Computer science; Management science; Medicine; Intensive care medicine; Engineering; Pathology; Biology","score_opus":0.8959304626455019,"score_gpt":0.6849616236723068,"score_spread":0.21096883897319507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2460537066","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":"methods","model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[2.0515587e-7,0.9304864,0.048796494,0.0002142168,0.009411562,0.010396418,0.00012573473,0.00007248577,0.000496521],"genre_scores_gemma":[1.5222926e-7,0.8047157,0.19215305,0.00013598945,0.0003943489,0.0023724346,0.000092561444,0.00008659198,0.00004914671],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.7725242,0.16711527,0.054287333,0.0030256722,0.0013450334,0.0017025333],"domain_scores_gemma":[0.2506941,0.71379083,0.032403816,0.002188778,0.0004998463,0.000422648],"candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.32183126,0.0011736421,0.041746464,0.0004035153,0.00006243328,0.000008690718,0.0006968597,0.001201996,0.0013947457],"category_scores_gemma":[0.9485889,0.0006677863,0.0041484456,0.00048249832,0.0006754414,0.000053199186,0.0006094759,0.0013604485,0.00004500815],"study_design_candidate":"design_other","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":[0.0006697527,0.00031356205,0.0000661821,0.12556918,0.00093752606,0.00009428452,0.00001138672,3.4642888e-8,6.336555e-8,0.006606867,0.0077197943,0.85801136],"study_design_scores_gemma":[0.0069644055,0.000017869002,8.588103e-7,0.22586748,0.0019654443,0.00007323588,3.0072812e-7,5.279637e-7,7.0674554e-7,0.3006788,0.4640911,0.00033930741],"about_ca_topic_score_codex":0.000007419738,"about_ca_topic_score_gemma":0.0000012249646,"teacher_disagreement_score":0.85767204,"about_ca_system_score_codex":0.00060337584,"about_ca_system_score_gemma":0.0014983455,"threshold_uncertainty_score":0.99957734},"labels":[],"label_agreement":null},{"id":"W2496866898","doi":"10.1007/s40471-016-0085-5","title":"Population Attributable and Preventable Fractions: Cancer Risk Factor Surveillance, and Cancer Policy Projection","year":2016,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":64,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Addiction and Mental Health","funders":"Institut National Du Cancer; National Center for Chronic Disease Prevention and Health Promotion; World Health Organization","keywords":"Environmental health; Attributable risk; Medicine; Population; Counterfactual thinking; Public health; Risk factor; Risk assessment; Epidemiology; Relative risk; Pathology; Economics","score_opus":0.25842957963573165,"score_gpt":0.5395405393612903,"score_spread":0.28111095972555866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2496866898","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":[0.9696055,0.015716966,0.0006949309,0.0074160327,0.0041438523,0.0014210586,0.0007046226,0.00015862836,0.00013843212],"genre_scores_gemma":[0.9505514,0.04633924,0.00013431124,0.00027438774,0.0010202193,0.0007637348,0.00006868014,0.000020991987,0.00082704576],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9960683,0.0014067906,0.0011448272,0.00059380935,0.000110359906,0.0006758852],"domain_scores_gemma":[0.99639684,0.0015356095,0.0013398341,0.00029025547,0.0001924253,0.00024500806],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0019000365,0.00020575844,0.0006263897,0.00020865,0.001397318,0.000004887328,0.000042707474,0.00033144673,0.00048528533],"category_scores_gemma":[0.0044301166,0.00014895192,0.00005128087,0.00023843226,0.00011575183,0.00034335713,0.00010697786,0.0005439836,0.000013340801],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028711114,0.00003001089,0.9506517,0.00021317221,0.000029951078,8.1722095e-7,0.000246504,0.000015567384,0.000012512517,0.0008789618,0.004991598,0.04290049],"study_design_scores_gemma":[0.00034208669,0.000030164943,0.89023083,0.00033892292,0.00002909681,0.000012110563,0.00004661847,0.00014356904,0.0000016933967,0.00873649,0.099931315,0.00015712462],"about_ca_topic_score_codex":0.038816854,"about_ca_topic_score_gemma":0.0059167263,"teacher_disagreement_score":0.094939716,"about_ca_system_score_codex":0.00047062052,"about_ca_system_score_gemma":0.00041649488,"threshold_uncertainty_score":0.9999027},"labels":[],"label_agreement":null},{"id":"W2605423677","doi":"10.1007/s40471-017-0104-1","title":"Administrative Claims Data Versus Augmented Pregnancy Data for the Study of Pharmaceutical Treatments in Pregnancy","year":2017,"lang":"en","type":"review","venue":"Current Epidemiology Reports","topic":"Pregnancy and Medication Impact","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Pregnancy; Medicine; Data quality; Record linkage; Data collection; Medical record; Family medicine; Reimbursement; Health care; Medical emergency; Pediatrics; Environmental health; Population","score_opus":0.8857466599767053,"score_gpt":0.6723268999680058,"score_spread":0.21341976000869955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2605423677","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000028603992,0.98204595,0.00016736031,0.00022492246,0.0042364215,0.01180545,0.0012991732,0.00003745687,0.00015465601],"genre_scores_gemma":[0.0009204674,0.98382515,0.00011288396,0.000011485374,0.0002489013,0.0019249305,0.012654764,0.000052942,0.0002485],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9925008,0.001180424,0.0033969006,0.00192494,0.00028992418,0.0007070232],"domain_scores_gemma":[0.97866416,0.006077899,0.004456707,0.01033086,0.00012700893,0.00034338064],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003474591,0.00069297117,0.0043437253,0.00019235085,0.00019009624,0.000009202031,0.001929426,0.00044849087,0.000049669332],"category_scores_gemma":[0.022014208,0.00040762877,0.0003403492,0.00019555257,0.00047604015,0.00024422962,0.0011581018,0.0010418396,0.000006058505],"study_design_candidate":"design_other","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":[0.00019612598,0.0027463445,0.0040186183,0.008881694,0.002040312,0.00031025757,0.00007993874,1.3257713e-7,3.7372303e-8,0.000024112496,0.0041525466,0.97754985],"study_design_scores_gemma":[0.004711914,0.0011305024,0.0011952448,0.11038692,0.012976085,0.00044969446,0.000062483385,0.00014476271,2.8365594e-7,0.000059748283,0.8685585,0.00032383847],"about_ca_topic_score_codex":0.000028803815,"about_ca_topic_score_gemma":0.00003468446,"teacher_disagreement_score":0.977226,"about_ca_system_score_codex":0.00019454243,"about_ca_system_score_gemma":0.0020830461,"threshold_uncertainty_score":0.9998376},"labels":[],"label_agreement":null},{"id":"W2607050884","doi":"10.1007/s40471-017-0101-4","title":"Methodological Challenges in International Comparisons of Perinatal Mortality","year":2017,"lang":"en","type":"review","venue":"Current Epidemiology Reports","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":12,"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 British Columbia","funders":"Canadian Institutes of Health Research; BC Children's Hospital","keywords":"Epidemiology; Perinatal mortality; Medicine; Intensive care medicine; Pregnancy; Biology; Internal medicine; Fetus","score_opus":0.8503713519627771,"score_gpt":0.6278713435903885,"score_spread":0.2225000083723886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2607050884","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006357024,0.9926685,0.000027613476,0.00055536075,0.00307532,0.00056884007,0.000038609276,0.000025447076,0.002404599],"genre_scores_gemma":[0.0009955281,0.9977063,0.00055039424,0.000032128675,0.00039389756,0.0000615144,0.00021004355,0.000013956009,0.000036262845],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99502707,0.0012616151,0.0024373655,0.0007173698,0.00017536519,0.00038120113],"domain_scores_gemma":[0.9953384,0.0009767122,0.0025668598,0.0008396061,0.00008975041,0.0001886874],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005567218,0.0003517135,0.0052689337,0.00016875309,0.00003736376,0.00000232688,0.00027109595,0.0004919531,0.00008404934],"category_scores_gemma":[0.0074288463,0.00023575946,0.00071145414,0.00004162302,0.0002883819,0.00003147365,0.00026080455,0.0009897549,0.000011219935],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016113232,0.00024517791,0.15943563,0.02032223,0.00021377049,0.0006512333,0.000013819346,4.753906e-7,1.9795928e-8,0.0014177384,0.0007226967,0.8169611],"study_design_scores_gemma":[0.00011443497,0.000063677544,0.12807035,0.011679715,0.0002850838,0.0028672705,0.000004393904,0.000003569196,4.831686e-8,0.00088970317,0.8558859,0.00013584115],"about_ca_topic_score_codex":0.00012267852,"about_ca_topic_score_gemma":0.000015071486,"teacher_disagreement_score":0.8551632,"about_ca_system_score_codex":0.00013221019,"about_ca_system_score_gemma":0.00028852592,"threshold_uncertainty_score":0.9613992},"labels":[],"label_agreement":null},{"id":"W2742719453","doi":"10.1007/s40471-017-0117-9","title":"Prevention of Cardiovascular Disease Among Cancer Survivors: the Role of Pre-existing Risk Factors and Cancer Treatments","year":2017,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Chemotherapy-induced cardiotoxicity and mitigation","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Cancer; Disease; Intensive care medicine; Internal medicine; Rehabilitation; Cause of death; Physical therapy; Oncology","score_opus":0.07863116032198261,"score_gpt":0.38298085438594875,"score_spread":0.30434969406396617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2742719453","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":[0.9573535,0.041285705,0.00013133929,0.000050072154,0.00042321123,0.00061921857,0.00003412912,0.000013394181,0.00008946364],"genre_scores_gemma":[0.9887009,0.01091388,0.000023594752,0.000004221558,0.00015544637,0.000108304404,0.000033218013,0.000013036258,0.000047350593],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9984175,0.00031105673,0.00057684054,0.00035285947,0.0001582707,0.00018347755],"domain_scores_gemma":[0.9974332,0.0002028757,0.0013112414,0.00082345697,0.000111027875,0.0001182296],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013222405,0.000161122,0.0007325495,0.00003670206,0.00019378558,0.000003986931,0.00006503004,0.00009656174,0.000012349169],"category_scores_gemma":[0.001879136,0.00010428304,0.00044765184,0.00003563817,0.0003709667,0.00008676434,0.000048170048,0.00017020189,7.225634e-8],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044681747,0.00006310753,0.91780365,0.000117927535,0.0011968414,0.0000041204185,0.00024127228,0.00042448033,0.00068421254,0.000013871442,0.000009460014,0.07939635],"study_design_scores_gemma":[0.00033925308,0.000040323073,0.9805528,0.00042865577,0.001712881,0.000008574823,0.00004277792,0.00036033313,0.0141398795,0.0013605978,0.00093174103,0.00008219018],"about_ca_topic_score_codex":0.017569548,"about_ca_topic_score_gemma":0.00013763423,"teacher_disagreement_score":0.079314165,"about_ca_system_score_codex":0.00005919602,"about_ca_system_score_gemma":0.00010640533,"threshold_uncertainty_score":0.98897254},"labels":[],"label_agreement":null},{"id":"W2784559146","doi":"10.1007/s40471-018-0134-3","title":"Tuberculosis: a Persistent Health Challenge for India","year":2018,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Global Health and Epidemiology","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Tuberculosis; Epidemiology; Medicine; Virology; Environmental health; Intensive care medicine; Pathology","score_opus":0.28260099197089783,"score_gpt":0.5453113097349322,"score_spread":0.2627103177640344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2784559146","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":[0.37245348,0.1716776,0.015799152,0.27581942,0.10799551,0.020412853,0.0003942846,0.0018915648,0.03355614],"genre_scores_gemma":[0.9256991,0.0060371873,0.0042215018,0.050618403,0.008474609,0.0035863738,0.0006151036,0.000102409926,0.0006453031],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9884469,0.0038232487,0.003550178,0.0012227815,0.00013588468,0.0028210063],"domain_scores_gemma":[0.9907135,0.004424119,0.0022887716,0.0009837113,0.0005105581,0.0010793561],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.016285744,0.0004086244,0.0017802776,0.00019104237,0.0018028417,0.0000016957208,0.00023460035,0.00067360897,0.0003861542],"category_scores_gemma":[0.014175271,0.00033811622,0.0005019767,0.00021667931,0.0004562145,0.00008455148,0.00019510249,0.0010874256,0.0004942521],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001353736,0.00016363768,0.41647765,0.0010019507,0.000083304876,0.000007026565,0.0012478592,0.0000043030955,9.217538e-7,0.00944963,0.5549944,0.016433934],"study_design_scores_gemma":[0.00075723685,0.0013889654,0.096694365,0.0004889092,0.00005625902,0.00011379926,0.0006944123,0.00047194684,3.9751652e-7,0.023973854,0.8750164,0.00034344182],"about_ca_topic_score_codex":0.0005616606,"about_ca_topic_score_gemma":0.00022446562,"teacher_disagreement_score":0.55324566,"about_ca_system_score_codex":0.0005790289,"about_ca_system_score_gemma":0.001236557,"threshold_uncertainty_score":0.9999071},"labels":[],"label_agreement":null},{"id":"W2784968481","doi":"10.1007/s40471-018-0132-5","title":"Correction to: Administrative Claims Data Versus Augmented Pregnancy Data for the Study of Pharmaceutical Treatments in Pregnancy","year":2018,"lang":"en","type":"erratum","venue":"Current Epidemiology Reports","topic":"Pregnancy and Medication Impact","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":"Université de Montréal","funders":"","keywords":"Pregnancy; Obstetrics; Medicine; Epidemiology; Internal medicine; Biology","score_opus":0.534940759160764,"score_gpt":0.562609434312651,"score_spread":0.02766867515188698,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2784968481","genre_codex":"editorial","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0066726943,0.24300236,0.0058916,0.0053680525,0.6820394,0.0462178,0.0050503653,0.00034134026,0.0054164003],"genre_scores_gemma":[0.44721645,0.09941877,0.0019759687,0.0010202958,0.016189585,0.015898457,0.27448586,0.00072027487,0.14307433],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935455,0.0008054816,0.0024823975,0.0020419755,0.0003838305,0.00074082863],"domain_scores_gemma":[0.98692095,0.0038833409,0.002126332,0.0063457694,0.00030058218,0.00042302048],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0026586074,0.00059273926,0.0018170066,0.00025535314,0.00015355746,0.000007358225,0.0011201135,0.0004793354,0.00011333553],"category_scores_gemma":[0.029162265,0.00040176028,0.0001498499,0.00041471873,0.00036001083,0.00019943563,0.00090024795,0.0013542708,0.000009942734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011968134,0.0032222432,0.02256692,0.00046883567,0.0011300459,0.0001321918,0.0003544313,0.0000015701956,0.0000026676794,0.000005365969,0.8893612,0.08155769],"study_design_scores_gemma":[0.0151003795,0.011724937,0.07974139,0.052641608,0.009718726,0.00067747105,0.0009034828,0.008053708,0.000038874856,0.00018408438,0.8202347,0.0009806479],"about_ca_topic_score_codex":0.00010244166,"about_ca_topic_score_gemma":0.00029971366,"teacher_disagreement_score":0.6658498,"about_ca_system_score_codex":0.00029621352,"about_ca_system_score_gemma":0.0017408147,"threshold_uncertainty_score":0.9998434},"labels":[],"label_agreement":null},{"id":"W2810478360","doi":"10.1007/s40471-018-0156-x","title":"Statistical Challenges in the Analysis of Biomarkers of Environmental Chemical Exposures for Perinatal Epidemiology","year":2018,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Environmental epidemiology; Biomarker; Epidemiology; Computer science; Data science; Biomarker discovery; Medicine; Environmental health; Pathology; Biology","score_opus":0.219741785542873,"score_gpt":0.43099167574690994,"score_spread":0.21124989020403695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810478360","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":[0.9881928,0.0030594375,0.0039603035,0.0036560323,0.00027577844,0.0004512976,0.00013442841,0.000009170912,0.00026072667],"genre_scores_gemma":[0.99462306,0.0005391514,0.0042475723,0.00038468273,0.00005787021,0.00005420312,0.00008446941,0.0000067175183,0.0000022482093],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99581665,0.0012971319,0.0016798234,0.00053662655,0.00013954299,0.0005302374],"domain_scores_gemma":[0.9917515,0.0067197266,0.00089359423,0.00049701583,0.000008153318,0.0001300199],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010010024,0.00016926981,0.0009911758,0.0001035772,0.00005996008,6.396381e-7,0.00022400018,0.00018360555,0.0005065554],"category_scores_gemma":[0.007837035,0.00011976159,0.00020611838,0.00020409394,0.0021769074,0.000053344873,0.00012671211,0.000173121,0.000005771752],"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":[0.000120258585,0.000266348,0.94548476,0.000080825426,0.00015824089,0.0000056622166,0.0010074952,0.00006788818,0.0002574925,0.0026488875,0.0024885025,0.047413617],"study_design_scores_gemma":[0.0001561719,0.00027651724,0.97979236,0.0000143569905,0.00017208348,0.000038348502,0.0002316327,0.00170545,0.00012005852,0.011661707,0.005715107,0.00011620563],"about_ca_topic_score_codex":0.00016290837,"about_ca_topic_score_gemma":0.00008531578,"teacher_disagreement_score":0.047297414,"about_ca_system_score_codex":0.000085474945,"about_ca_system_score_gemma":0.000021235233,"threshold_uncertainty_score":0.9382229},"labels":[],"label_agreement":null},{"id":"W2893335949","doi":"10.1007/s40471-018-0172-x","title":"The Curse of the Perinatal Epidemiologist: Inferring Causation Amidst Selection","year":2018,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":50,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University Health Centre","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Causation; Outcome (game theory); Selection bias; Selection (genetic algorithm); Epidemiology; Pregnancy; Medicine; Psychology; Computer science; Biology; Economics; Epistemology","score_opus":0.29643878629705167,"score_gpt":0.49660026095631526,"score_spread":0.2001614746592636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2893335949","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":[0.8373464,0.0013599623,0.15078773,0.0016870797,0.0046145283,0.0013227949,0.000007792229,0.00073125755,0.0021424873],"genre_scores_gemma":[0.99389255,0.00020209895,0.005160856,0.000079781086,0.00036337573,0.00012121161,0.0000054901575,0.000022868711,0.00015177767],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9963755,0.000985428,0.0015547998,0.00043664247,0.00015585992,0.0004917881],"domain_scores_gemma":[0.99187636,0.0047943206,0.0019648096,0.0009075672,0.00039124556,0.000065720975],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0056553897,0.00024198109,0.00055546645,0.000056690475,0.00048720776,0.0000066187413,0.0002985867,0.00020189845,0.00002894881],"category_scores_gemma":[0.051307555,0.00013460976,0.00019325664,0.00026546797,0.0015483695,0.00014140608,0.00025180756,0.00053675415,0.0000055117584],"study_design_candidate":"theoretical_or_conceptual","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":[0.000026475273,0.000075109056,0.624076,0.00009222129,0.00005717578,0.000003637375,0.00021716405,0.000054765304,0.0012457159,0.33081904,0.012759878,0.030572798],"study_design_scores_gemma":[0.00007191696,0.00014221792,0.06465615,0.00016487976,0.000052306452,0.00031814747,0.000034810022,0.0010195909,0.0067190155,0.900803,0.025800232,0.00021768932],"about_ca_topic_score_codex":0.000071962204,"about_ca_topic_score_gemma":0.000116675925,"teacher_disagreement_score":0.569984,"about_ca_system_score_codex":0.00018674818,"about_ca_system_score_gemma":0.000103400394,"threshold_uncertainty_score":0.9566837},"labels":[],"label_agreement":null},{"id":"W2894061907","doi":"10.1007/s40471-018-0173-9","title":"Methodological Challenges for Risk Prediction in Perinatal Epidemiology","year":2018,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Pregnancy and preeclampsia studies","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":"McGill University Health Centre; University of British Columbia; McGill University; Jewish General Hospital","funders":"","keywords":"Generalizability theory; Predictive modelling; Leverage (statistics); Epidemiology; Data science; Computer science; Record linkage; Population; Risk assessment; Medicine; Machine learning; Environmental health; Psychology","score_opus":0.5074519690697191,"score_gpt":0.49104537267438686,"score_spread":0.016406596395332262,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2894061907","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":[0.5747412,0.328674,0.05605512,0.02006714,0.010530287,0.0031500182,0.000089600784,0.0005076371,0.0061850357],"genre_scores_gemma":[0.9521455,0.021204697,0.023263821,0.00054754067,0.0018140695,0.00076841144,0.00010223045,0.000026740823,0.00012697068],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99385375,0.0027043717,0.001615044,0.0009970606,0.00006945833,0.0007603295],"domain_scores_gemma":[0.98673606,0.011570905,0.0007755509,0.00059456035,0.00015077087,0.00017215533],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.016814154,0.00028752442,0.0016752105,0.00015833488,0.00017048362,9.4425525e-7,0.00008771805,0.00044649755,0.00007269579],"category_scores_gemma":[0.08946113,0.00021466336,0.00031571774,0.00011063168,0.000766753,0.00006523204,0.00012739527,0.00061423046,0.00001814635],"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":[0.0003349975,0.00011761132,0.9161652,0.0002126621,0.00010213664,0.000045603807,0.00024984492,0.0000084682015,0.000014240378,0.0034233287,0.0040310826,0.07529487],"study_design_scores_gemma":[0.0006770768,0.0010194087,0.8116329,0.00028522706,0.00012594157,0.0010540083,0.000048453105,0.00069265324,0.000037403133,0.10903814,0.07522152,0.00016731094],"about_ca_topic_score_codex":0.00002638789,"about_ca_topic_score_gemma":0.000029157172,"teacher_disagreement_score":0.37740433,"about_ca_system_score_codex":0.000081266015,"about_ca_system_score_gemma":0.00006779337,"threshold_uncertainty_score":0.9182087},"labels":[],"label_agreement":null},{"id":"W2915065822","doi":"10.1007/s40471-019-0180-5","title":"Immortal Time Bias in Epidemiology","year":2019,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":47,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; McGill University; Jewish General Hospital; McGill University Health Centre","funders":"","keywords":"Epidemiology; Context (archaeology); Pharmacoepidemiology; Medicine; Pathology; Biology; Pharmacology","score_opus":0.45766667753120593,"score_gpt":0.5141528458328342,"score_spread":0.056486168301628226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2915065822","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":[0.9761837,0.0031758184,0.00989285,0.0010763375,0.0019549876,0.0012939995,0.000007944757,0.0007526179,0.005661742],"genre_scores_gemma":[0.9645037,0.00029001624,0.03290696,0.0005930429,0.00024611945,0.00025058415,0.0001089399,0.000082983584,0.0010176632],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9930895,0.0018007087,0.0028459402,0.0010426182,0.0001188248,0.001102436],"domain_scores_gemma":[0.9830673,0.013740892,0.0016250215,0.001275827,0.00009834069,0.00019265662],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.012155114,0.0004216154,0.0019932878,0.00027965606,0.000039875147,0.0000026873734,0.0002649176,0.00044316487,0.00081450824],"category_scores_gemma":[0.049397755,0.00035773768,0.00026966928,0.0002663641,0.00026237703,0.00019232818,0.00022994992,0.00090583396,0.0004059419],"study_design_candidate":"theoretical_or_conceptual","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":[0.000016959479,0.00014415212,0.90967816,0.00009025387,0.000025082447,0.000115091905,0.00004727661,0.000109605884,0.00019518092,0.07310773,0.010872907,0.0055975937],"study_design_scores_gemma":[0.00016993147,0.000113883354,0.029546104,0.000173054,0.000020947962,0.0005490571,0.000010312234,0.0017377392,0.00010691879,0.95962435,0.007542963,0.00040474455],"about_ca_topic_score_codex":0.00004167317,"about_ca_topic_score_gemma":0.000011503206,"teacher_disagreement_score":0.88651663,"about_ca_system_score_codex":0.00017569057,"about_ca_system_score_gemma":0.00009120487,"threshold_uncertainty_score":0.99988747},"labels":[],"label_agreement":null},{"id":"W2937687817","doi":"10.1007/s40471-019-00186-5","title":"Arsenic Exposure and Cardiovascular Disease: Evidence Needed to Inform the Dose-Response at Low Levels","year":2019,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"National Institutes of Health","keywords":"Medicine; Arsenic; Disease; Environmental health; Epidemiology; Incidence (geometry); Cohort; Cohort study; Risk factor; Internal medicine; Physiology; Chemistry","score_opus":0.060283063947792745,"score_gpt":0.3135797800075984,"score_spread":0.25329671605980564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2937687817","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":[0.990367,0.00392974,0.00046194333,0.003515803,0.00075599074,0.0007538942,0.0000032871574,0.000038678238,0.00017366774],"genre_scores_gemma":[0.9970854,0.00015176261,0.000063300366,0.0009781902,0.00003651512,0.000075450254,0.000007770934,0.000008992417,0.0015926019],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978277,0.0005331595,0.0005372642,0.00053387065,0.0002569069,0.00031111483],"domain_scores_gemma":[0.99768496,0.0009790243,0.00021522272,0.00084837794,0.000019629806,0.0002527752],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004445491,0.00016787047,0.00031219813,0.00003354657,0.00019360511,0.000009242341,0.00013692967,0.00007055643,0.0008439335],"category_scores_gemma":[0.004022177,0.000118693446,0.00018165495,0.0001712904,0.00019819231,0.00020957412,0.00038533506,0.00014749667,0.0004554794],"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":[0.00022108156,0.000030718526,0.8827433,0.00003337593,0.000082208724,0.000047592137,0.0012257246,0.0058841296,0.0026230735,0.00010624045,0.011635624,0.095366955],"study_design_scores_gemma":[0.00013600074,0.000040414605,0.8627162,0.00006036754,0.000056251538,0.0001161205,0.000083406936,0.0006345671,0.00009728216,0.00020330196,0.13569169,0.00016438904],"about_ca_topic_score_codex":0.000053277377,"about_ca_topic_score_gemma":0.000011340852,"teacher_disagreement_score":0.12405607,"about_ca_system_score_codex":0.00014671448,"about_ca_system_score_gemma":0.00003666515,"threshold_uncertainty_score":0.924048},"labels":[],"label_agreement":null},{"id":"W2963798107","doi":"10.1007/s40471-019-00214-4","title":"Mixed Bag “Polypharmacy”: Methodological Pitfalls and Challenges of This Exposure Definition","year":2019,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre intégré universitaire de santé et de services sociaux de la Mauricie-et-du-Centre-du-Québec; Université Laval; Institut National de Santé Publique du Québec","funders":"","keywords":"Polypharmacy; Confounding; Epidemiology; Medicine; Causality (physics); Risk analysis (engineering); Data science; Intensive care medicine; Psychology; Computer science; Pathology","score_opus":0.7100195007233586,"score_gpt":0.5052756081947958,"score_spread":0.20474389252856284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2963798107","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":[0.9104722,0.077679545,0.00016363278,0.0048840004,0.0020089787,0.0005973569,0.0000046554956,0.00005611464,0.004133507],"genre_scores_gemma":[0.96696126,0.027587237,0.004504072,0.00069053785,0.00012241545,0.0000225205,0.000036571266,0.000013435777,0.00006196319],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.996747,0.0012664949,0.0009961833,0.0005113922,0.00015238495,0.0003265224],"domain_scores_gemma":[0.9933387,0.005245987,0.00073839177,0.0003615326,0.00008496625,0.00023041555],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0042969994,0.00019974158,0.0010316211,0.00008672906,0.000033500823,0.0000019455204,0.000051195228,0.00019150601,0.0005404325],"category_scores_gemma":[0.0064879996,0.00014220299,0.00018100701,0.00007001318,0.00017737312,0.00010169803,0.00009559802,0.00048968126,0.000034656838],"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":[0.0003041881,0.0002951306,0.9487622,0.000876528,0.0001309553,0.00007240595,0.000101703605,0.0000037627058,0.0014488454,0.009060639,0.00067414856,0.03826954],"study_design_scores_gemma":[0.002701839,0.0015658131,0.80516815,0.00046359943,0.0008008005,0.0028275584,0.00012754918,0.0007631757,0.0017738694,0.01947712,0.16383281,0.0004977075],"about_ca_topic_score_codex":0.000008103763,"about_ca_topic_score_gemma":4.0002996e-7,"teacher_disagreement_score":0.16315867,"about_ca_system_score_codex":0.000019095076,"about_ca_system_score_gemma":0.0000411519,"threshold_uncertainty_score":0.776721},"labels":[],"label_agreement":null},{"id":"W2999183227","doi":"10.1007/s40471-020-00226-5","title":"Frailty and Unintended Risks of Medications","year":2020,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Frailty in Older Adults","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Calgary","funders":"","keywords":"Polypharmacy; Medicine; Narrative review; Pharmacotherapy; Gerontology; Casual; Affect (linguistics); Older people; Adverse effect; MEDLINE; Intensive care medicine; Psychiatry; Psychology; Pharmacology","score_opus":0.33529091238997505,"score_gpt":0.46047294898121827,"score_spread":0.12518203659124322,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999183227","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":[0.8088126,0.022769356,0.0117009645,0.1487532,0.0018023172,0.0011947236,0.000035129364,0.00030633883,0.004625347],"genre_scores_gemma":[0.99590945,0.0006977503,0.0017183371,0.0012912395,0.00018577368,0.000022725733,0.00009618939,0.000012793449,0.00006576304],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9981263,0.00016059764,0.0009507028,0.00041761895,0.00011563996,0.0002290853],"domain_scores_gemma":[0.99800074,0.0005359662,0.00053202495,0.00040229582,0.00014586968,0.00038310184],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0007288044,0.00013790923,0.00069222786,0.000054712993,0.000034499368,9.1845646e-7,0.00005781552,0.00013196854,0.00015355826],"category_scores_gemma":[0.013566036,0.00011332365,0.000096015654,0.00014863652,0.0005988393,0.00003469161,0.00008408753,0.00037153534,0.000011168963],"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":[0.000031647698,0.00008996715,0.9352307,0.00025014795,0.000115363175,0.00008947181,0.00038879403,0.000008299884,0.0004916949,0.0009768499,0.03637678,0.02595031],"study_design_scores_gemma":[0.0009603879,0.0003899603,0.8803483,0.00033473008,0.00034111636,0.0017823165,0.00011772491,0.0017055054,0.00069814175,0.0076160836,0.10547875,0.00022694957],"about_ca_topic_score_codex":0.00004559337,"about_ca_topic_score_gemma":0.0000022508898,"teacher_disagreement_score":0.1870968,"about_ca_system_score_codex":0.000017606524,"about_ca_system_score_gemma":0.000120116725,"threshold_uncertainty_score":0.9947431},"labels":[],"label_agreement":null},{"id":"W3048896201","doi":"10.1007/s40471-020-00242-5","title":"Trajectory Modeling with Latent Groups: Potentials and Pitfalls","year":2020,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Health Sciences Centre; Université Laval; Foothills Medical Centre; University of Calgary","funders":"Alberta Children's Hospital Research Institute; Alberta Innovates - Health Solutions","keywords":"Trajectory; Data science; Latent class model; Computer science; Field (mathematics); Psychology; Machine learning; Mathematics","score_opus":0.1049471048114064,"score_gpt":0.3349753570556964,"score_spread":0.23002825224429002,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3048896201","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":[0.9544996,0.0142914215,0.026833398,0.0028112077,0.00045873557,0.00060127594,0.000029130806,0.00027641119,0.00019879805],"genre_scores_gemma":[0.99553984,0.0007580426,0.0014209605,0.0015900556,0.00033355787,0.000034722805,0.00027839505,0.00003206964,0.000012344274],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99744415,0.0002626284,0.00089368515,0.00081231067,0.00016461032,0.0004226258],"domain_scores_gemma":[0.9982788,0.0001828613,0.0003789284,0.0004592533,0.000109854176,0.00059030706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010058596,0.00025483317,0.000968814,0.000056231922,0.00006271138,0.000006009203,0.0000634133,0.000101731355,0.00006300275],"category_scores_gemma":[0.0018523084,0.00019129552,0.00012326254,0.0001201277,0.00016920321,0.000090537345,0.00009311067,0.00033485287,0.000017921482],"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":[0.0003401414,0.00015515293,0.9803912,0.00044410088,0.00023229154,0.0014777313,0.0001810354,0.0028390116,0.00047422192,0.00020298178,0.0055727605,0.0076893684],"study_design_scores_gemma":[0.004678516,0.001610699,0.7611411,0.0013924701,0.0015592101,0.0076593775,0.00017666048,0.18714057,0.00012724452,0.00322046,0.02949764,0.0017960399],"about_ca_topic_score_codex":0.000018538702,"about_ca_topic_score_gemma":0.0000029478863,"teacher_disagreement_score":0.2192501,"about_ca_system_score_codex":0.000032012045,"about_ca_system_score_gemma":0.00012382554,"threshold_uncertainty_score":0.7800805},"labels":[],"label_agreement":null},{"id":"W3097081163","doi":"10.1007/s40471-020-00246-1","title":"Sex-Specific Neurotoxic Effects of Early-Life Exposure to Fluoride: a Review of the Epidemiologic and Animal Literature","year":2020,"lang":"en","type":"review","venue":"Current Epidemiology Reports","topic":"Fluoride Effects and Removal","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"National Institute of Environmental Health Sciences","keywords":"Animal studies; Offspring; Human studies; Prenatal exposure; Physiology; Medicine; Fluoride; Animal model; Cohort study; Adverse effect; Prenatal development; Epidemiology; Pregnancy; Environmental health; Biology; Fetus; Internal medicine; Genetics","score_opus":0.04648206551631807,"score_gpt":0.33292536326082744,"score_spread":0.2864432977445094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3097081163","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018409402,0.99149376,0.000026975404,0.00044397727,0.0019920084,0.004062234,0.000028966382,0.000037313275,0.00007380368],"genre_scores_gemma":[0.00040810328,0.9979145,0.00028229106,0.00069777766,0.000315647,0.0002505208,0.000032623684,0.00005393882,0.000044592092],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9895576,0.004564127,0.0033208297,0.0015650326,0.00034306277,0.00064931397],"domain_scores_gemma":[0.9905327,0.004332331,0.0031748458,0.0014378576,0.000035610643,0.00048665545],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0044934805,0.00085810653,0.006052248,0.00008291086,0.000108068736,0.0000073991946,0.0006700443,0.00057761936,0.000080005506],"category_scores_gemma":[0.017044093,0.00046813535,0.0012749945,0.0009825552,0.0006684401,0.000077981036,0.00122011,0.0013765168,0.000032200325],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016722872,0.000098349024,0.011471448,0.1633518,0.00012268792,0.0003038068,0.00007725718,0.00000805661,0.000076963464,0.000104244726,0.037843328,0.7865253],"study_design_scores_gemma":[0.00007590303,0.0005189747,0.007073584,0.08699641,0.00041522918,0.0007973335,5.0612164e-7,0.0000031682905,0.000010698897,0.00015292136,0.9035546,0.00040063582],"about_ca_topic_score_codex":0.000014471134,"about_ca_topic_score_gemma":4.3709673e-7,"teacher_disagreement_score":0.86571133,"about_ca_system_score_codex":0.00009488577,"about_ca_system_score_gemma":0.00010660948,"threshold_uncertainty_score":0.999777},"labels":[],"label_agreement":null},{"id":"W3101737909","doi":"10.1007/s40471-020-00256-z","title":"Flame Retardants and Neurodevelopment: an Updated Review of Epidemiological Literature","year":2020,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Toxic Organic Pollutants Impact","field":"Environmental Science","cited_by":50,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Children's Hospital; Simon Fraser University","funders":"National Institute on Minority Health and Health Disparities; National Institute of Environmental Health Sciences","keywords":"Polybrominated diphenyl ethers; Tetrabromobisphenol A; Neurotoxicity; Polybrominated Biphenyls; Environmental chemistry; Fire retardant; Hexabromocyclododecane; Epidemiology; Chemistry; Medicine; Internal medicine; Toxicity; Organic chemistry; Pollutant","score_opus":0.0641719624282958,"score_gpt":0.33169503255804195,"score_spread":0.26752307012974613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3101737909","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":[0.86665183,0.10595489,0.00079438114,0.022328062,0.0012253909,0.0012290786,0.00012643338,0.00030874522,0.0013811736],"genre_scores_gemma":[0.9632569,0.022737078,0.0023534936,0.011412988,0.0000980411,0.000007927212,0.000084720625,0.00002444962,0.000024390914],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99557674,0.0012215872,0.0015448601,0.0009523031,0.00017953299,0.00052499596],"domain_scores_gemma":[0.997643,0.00029751088,0.0009190609,0.00053423084,0.000008006786,0.0005982003],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003341035,0.00031568992,0.0011318979,0.000024471226,0.00006615043,0.000004350252,0.00024475332,0.00018048077,0.0017549365],"category_scores_gemma":[0.011749436,0.0002286604,0.00011116058,0.0003885953,0.0004514756,0.00024130232,0.0003487949,0.0005042612,0.000048614995],"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":[0.00005601623,0.00015046634,0.7166051,0.0006646934,0.000055102886,0.00047999405,0.0005285723,0.000023271765,0.004936542,0.00007421316,0.07281397,0.203612],"study_design_scores_gemma":[0.0001981427,0.00026573782,0.92542,0.0010916601,0.00007270163,0.0014381439,0.0000069997645,0.00056272343,0.00027488818,0.0024114419,0.06779678,0.00046078413],"about_ca_topic_score_codex":0.0000052351324,"about_ca_topic_score_gemma":6.694808e-7,"teacher_disagreement_score":0.20881484,"about_ca_system_score_codex":0.000047715264,"about_ca_system_score_gemma":0.000035017387,"threshold_uncertainty_score":0.9991576},"labels":[],"label_agreement":null},{"id":"W4284959841","doi":"10.1007/s40471-022-00295-8","title":"Considerations of Biomarker Application for Cancer Continuum in the Era of Precision Medicine","year":2022,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Lung Cancer Research Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Public Health Ontario; University of Toronto","funders":"National Cancer Institute; Canadian Institutes of Health Research","keywords":"Precision medicine; Biomarker; Medicine; Computational biology; Internal medicine; Oncology; Biology; Pathology; Genetics","score_opus":0.17609164285120027,"score_gpt":0.49943965261987233,"score_spread":0.32334800976867206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4284959841","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":[0.8166402,0.08205018,0.0047082305,0.086123794,0.001889044,0.007677598,0.00012435977,0.000034065968,0.0007525326],"genre_scores_gemma":[0.99591273,0.0007559954,0.00018702925,0.00032359504,0.00009322576,0.0026057772,0.00008363686,0.0000071060017,0.000030896754],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977917,0.00045531342,0.0010584608,0.00028013866,0.00022124761,0.00019310397],"domain_scores_gemma":[0.99508953,0.0035310765,0.0006822871,0.00040749036,0.00025553443,0.000034053475],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005403669,0.000088932145,0.00062453526,0.00010579968,0.00009784909,4.1991254e-7,0.00006550936,0.00003323983,0.000119346274],"category_scores_gemma":[0.008570232,0.000055744265,0.00008805504,0.00022933293,0.00035187634,0.000019455727,0.00007979577,0.00027230856,1.323522e-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":[0.00027399175,0.0002889511,0.8145246,0.00037318977,0.00012976083,0.00001358789,0.0012406867,0.00010276937,0.0041193613,0.0016303974,0.14110862,0.036194123],"study_design_scores_gemma":[0.0021751095,0.00079490145,0.78356904,0.00044172123,0.00027904182,0.00034783757,0.0006635628,0.0012546275,0.0006729656,0.032252666,0.17740588,0.00014266507],"about_ca_topic_score_codex":0.00040154764,"about_ca_topic_score_gemma":0.0001265037,"teacher_disagreement_score":0.17927255,"about_ca_system_score_codex":0.000097839766,"about_ca_system_score_gemma":0.00023487497,"threshold_uncertainty_score":0.999781},"labels":[],"label_agreement":null},{"id":"W4286587856","doi":"10.1007/s40471-021-00278-1","title":"Electronic Health Records and Antimicrobial Stewardship Research: a Narrative Review","year":2022,"lang":"en","type":"review","venue":"Current Epidemiology Reports","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Thomas Hospital","funders":"National Institute for Health and Care Research","keywords":"Antimicrobial stewardship; Health records; Narrative; Epidemiology; Stewardship (theology); Medicine; Narrative review; Electronic health record; Antimicrobial; Family medicine; Intensive care medicine; Political science; Health care; Biology; Internal medicine; Microbiology","score_opus":0.2711472081897373,"score_gpt":0.48560545471945593,"score_spread":0.21445824652971862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4286587856","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000016691187,0.99178433,0.000016195685,0.0010650413,0.00408943,0.002544087,0.00007319513,0.000104562576,0.0003064582],"genre_scores_gemma":[0.000013395984,0.9950066,0.000023950317,0.0005756225,0.00018038883,0.00025633356,0.0019364542,0.00007559952,0.0019316619],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9761226,0.016456038,0.003261787,0.0019622296,0.000104902734,0.0020924492],"domain_scores_gemma":[0.9919535,0.003576799,0.0029611858,0.0012539353,0.000118133816,0.00013645667],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.019340131,0.000794515,0.006216642,0.00042753655,0.0011642462,0.00000916009,0.00048510128,0.00075283466,0.0009898269],"category_scores_gemma":[0.00522047,0.00061052287,0.0008137409,0.00070620066,0.0011694734,0.00006468687,0.00067476137,0.005439584,0.00013138921],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013037959,0.00014067169,0.00007203355,0.051604353,0.00045037235,0.00007242823,0.00014537059,3.88919e-8,4.467061e-7,0.000446213,0.33699873,0.6100563],"study_design_scores_gemma":[0.00011938359,0.00031950223,0.0000077754485,0.0483898,0.00037781926,0.0048656263,0.000049518683,4.2378844e-8,3.4770974e-7,0.00041736095,0.9449863,0.0004665489],"about_ca_topic_score_codex":0.00012963441,"about_ca_topic_score_gemma":0.00003991746,"teacher_disagreement_score":0.60958976,"about_ca_system_score_codex":0.0006120844,"about_ca_system_score_gemma":0.0033028426,"threshold_uncertainty_score":0.9999234},"labels":[],"label_agreement":null},{"id":"W4300772728","doi":"10.1007/s40471-022-00307-7","title":"Trauma- and Violence-Informed Care: Orienting Intimate Partner Violence Interventions to Equity","year":2022,"lang":"en","type":"review","venue":"Current Epidemiology Reports","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":89,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Domestic violence; Psychological intervention; Equity (law); Psychology; Medical emergency; Poison control; Suicide prevention; Medicine; Psychiatry; Criminology; Political science; Law","score_opus":0.30734618222973387,"score_gpt":0.5367349949804884,"score_spread":0.2293888127507545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300772728","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00009874872,0.97253734,0.00050775835,0.0000244177,0.0069614444,0.002026611,0.000070942115,0.00023322453,0.017539535],"genre_scores_gemma":[0.00069809705,0.9963752,0.0004666297,0.00011455353,0.00046001445,0.0013658648,0.00037192588,0.00005057806,0.00009712588],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9906799,0.0023235318,0.0032674517,0.0016028868,0.0005106785,0.0016155331],"domain_scores_gemma":[0.99389476,0.0021083395,0.0021930344,0.00092288165,0.00022779951,0.00065319904],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00882933,0.00072407955,0.0029520127,0.00043827118,0.0016457433,0.00008953126,0.0008256384,0.0004799178,0.0005609288],"category_scores_gemma":[0.010748353,0.0006544383,0.0010810359,0.0009257354,0.00085675373,0.00027360782,0.0016478815,0.0013176056,0.00010186184],"study_design_candidate":"design_other","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":[0.0000032336195,0.00005453415,0.0012813257,0.009771309,0.000046773086,0.0000540037,0.0010554595,0.0000053360554,1.104237e-8,0.007280091,0.0012634414,0.9791845],"study_design_scores_gemma":[0.000054224172,0.000064519394,0.0002498744,0.030223755,0.00049701356,0.00010631523,0.00083526253,0.0000042957777,1.0627204e-7,0.0027542117,0.9645451,0.0006653675],"about_ca_topic_score_codex":0.00065197697,"about_ca_topic_score_gemma":0.00008015901,"teacher_disagreement_score":0.97851914,"about_ca_system_score_codex":0.00078632083,"about_ca_system_score_gemma":0.0011795969,"threshold_uncertainty_score":0.999654},"labels":[],"label_agreement":null},{"id":"W4388540057","doi":"10.1007/s40471-023-00336-w","title":"A New Paradigm for Pandemic Preparedness","year":2023,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":6,"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 Saskatchewan","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Science Foundation","keywords":"Pandemic; Preparedness; Public health; Work (physics); Outreach; Political science; Public relations; Incentive; Engineering ethics; Coronavirus disease 2019 (COVID-19); Medicine; Engineering; Nursing; Infectious disease (medical specialty); Disease","score_opus":0.47831606028798607,"score_gpt":0.5743522313230164,"score_spread":0.09603617103503032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388540057","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":[0.6835568,0.004877172,0.26770493,0.017888395,0.0190321,0.0029398561,0.000082028055,0.00087573775,0.003042989],"genre_scores_gemma":[0.97607225,0.00014015085,0.0010917507,0.00019680073,0.0017966994,0.00068522966,0.0003206455,0.000032747736,0.019663747],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9956849,0.00060472864,0.0015509176,0.00096361653,0.0004946124,0.0007012264],"domain_scores_gemma":[0.9917967,0.005948703,0.0006502746,0.0009193306,0.00034722232,0.0003378183],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.014895027,0.00016744953,0.0005800306,0.00035149354,0.0002666384,0.00005484493,0.000440314,0.00013680375,0.00019325751],"category_scores_gemma":[0.030624744,0.000119074386,0.00024468775,0.0012627487,0.000108269734,0.00026083345,0.000261545,0.0001872373,0.0004584043],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000894665,0.000018605142,0.1403637,0.000008407438,0.000015000141,0.000032871536,0.0003416585,0.0003763066,0.000042798827,0.004171061,0.7870079,0.0675322],"study_design_scores_gemma":[0.00018475098,0.00013263716,0.021812063,0.000020714366,0.000009000374,0.00012464079,0.00021211401,0.0059926594,0.000015824566,0.6054396,0.36590907,0.00014691977],"about_ca_topic_score_codex":0.000009774623,"about_ca_topic_score_gemma":0.00006527713,"teacher_disagreement_score":0.60126853,"about_ca_system_score_codex":0.00007548698,"about_ca_system_score_gemma":0.0006433567,"threshold_uncertainty_score":0.97754073},"labels":[],"label_agreement":null},{"id":"W4388865742","doi":"10.1007/s40471-023-00339-7","title":"Emulating a Target Trial in Perinatal Pharmacoepidemiology: Challenges and Methodological Approaches","year":2023,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Jewish General Hospital; McGill University; Institute for Clinical Evaluative Sciences; University of Toronto; SickKids Foundation; Hospital for Sick Children; Public Health Ontario","funders":"","keywords":"Pharmacoepidemiology; Randomized controlled trial; Emulation; Medicine; Observational study; Clinical trial; Context (archaeology); Translational research; Clinical study design; Translational science; Causal inference; Data science; Intensive care medicine; Computer science; Psychology; Pharmacology; Internal medicine; Pathology","score_opus":0.8642482365844785,"score_gpt":0.5896862401110604,"score_spread":0.27456199647341806,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388865742","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":[0.93844634,0.017665472,0.03419978,0.003296156,0.0016074014,0.0019780123,0.000007671581,0.0017495841,0.0010495525],"genre_scores_gemma":[0.80946034,0.0068334513,0.18185952,0.00011579749,0.00049497886,0.0010757253,0.000053695792,0.000060689432,0.00004582317],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9918616,0.004173445,0.0019003947,0.0010780949,0.000121888195,0.00086461444],"domain_scores_gemma":[0.9758293,0.022601498,0.0008836852,0.0004829176,0.000040650426,0.00016195163],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.023864478,0.00037568787,0.0016531373,0.00028766604,0.0000878677,0.0000041518415,0.00016394719,0.00039960942,0.00003091518],"category_scores_gemma":[0.08409939,0.0003045111,0.0001606265,0.0002367721,0.0003966822,0.00015388272,0.00039790352,0.0008991525,0.000005769742],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0036938884,0.00066267647,0.13931763,0.00144911,0.00020406596,0.0015313841,0.0026849045,0.0006048231,0.00037486773,0.5004015,0.0060623316,0.34301284],"study_design_scores_gemma":[0.00192539,0.00021821665,0.0074405978,0.00009906046,0.000023732244,0.00031712858,0.00015017201,0.004363696,0.000066937806,0.9824882,0.0025673974,0.0003394486],"about_ca_topic_score_codex":0.000006165557,"about_ca_topic_score_gemma":0.0000037599034,"teacher_disagreement_score":0.48208672,"about_ca_system_score_codex":0.00006701163,"about_ca_system_score_gemma":0.000040706127,"threshold_uncertainty_score":0.9999407},"labels":[],"label_agreement":null},{"id":"W4391318327","doi":"10.1007/s40471-024-00345-3","title":"Community Health Fairs and Cancer Prevention in Low-Resource Settings: A Global Perspective","year":2024,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"European Regional Development Fund","keywords":"Medicine; Environmental health; Cancer prevention; Observational study; Developing country; Epidemiology; Cervical cancer; Cancer; Economic growth; Pathology","score_opus":0.151317004021666,"score_gpt":0.48705287238671435,"score_spread":0.3357358683650483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391318327","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":[0.8058766,0.17531739,0.00064576603,0.015115492,0.00074617367,0.00056913483,0.000016804403,0.00013994328,0.0015726595],"genre_scores_gemma":[0.99666506,0.0014452677,0.00021498965,0.00129046,0.00018840031,0.00006790897,0.000045416982,0.000010022533,0.00007244464],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99750924,0.000770967,0.0007227363,0.0004613215,0.00012239644,0.00041334814],"domain_scores_gemma":[0.9989609,0.00024297349,0.00024322393,0.00028715743,0.00006999899,0.00019575383],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0039035655,0.00016885262,0.0006001683,0.00008274143,0.0001174184,0.000010011123,0.000050509494,0.00010874579,0.000025462112],"category_scores_gemma":[0.0017231614,0.00014631252,0.00010878601,0.00030146533,0.00016786292,0.000093597526,0.00009559617,0.00078879076,0.0000028075124],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007800699,0.00010505201,0.8802768,0.00062456535,0.00007077506,0.0002798892,0.0014949684,0.00012400343,0.0000056557724,0.0019886459,0.021596093,0.09335552],"study_design_scores_gemma":[0.0008220715,0.00074961083,0.85762393,0.015149812,0.0001735707,0.0046405965,0.007787745,0.0030542603,0.0000113407605,0.037841026,0.07170669,0.00043934293],"about_ca_topic_score_codex":0.0069895657,"about_ca_topic_score_gemma":0.0013230989,"teacher_disagreement_score":0.19078845,"about_ca_system_score_codex":0.0011637062,"about_ca_system_score_gemma":0.00050587126,"threshold_uncertainty_score":0.999623},"labels":[],"label_agreement":null},{"id":"W4392589823","doi":"10.1007/s40471-024-00347-1","title":"Methodological Considerations on the Use of Cohort Designs in Drug-Drug Interaction Studies in Pharmacoepidemiology","year":2024,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Charité – Universitätsmedizin Berlin","keywords":"Pharmacoepidemiology; Drug; Medicine; Epidemiology; Pharmacology; Internal medicine","score_opus":0.9834283021717272,"score_gpt":0.7453473391801506,"score_spread":0.23808096299157655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392589823","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":"methods","model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7626843,0.01040034,0.16868746,0.025562424,0.026943035,0.004854738,0.00007442914,0.00036589408,0.000427406],"genre_scores_gemma":[0.4815727,0.0035467024,0.51216096,0.0013308071,0.00042558127,0.0008373156,0.000008362577,0.000043950655,0.00007363335],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.95017135,0.042835344,0.005234092,0.0010298654,0.00018065661,0.0005486669],"domain_scores_gemma":[0.26150134,0.7367463,0.0009705396,0.000566053,0.00013390477,0.00008184266],"candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.07366663,0.00031455065,0.002279246,0.00028956207,0.00006148256,0.000009287263,0.00012442206,0.00021389678,0.00024159024],"category_scores_gemma":[0.83271533,0.00019000859,0.000292724,0.00035684436,0.00095978216,0.00010150532,0.00015728899,0.001514756,0.000012069562],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018071484,0.0006043837,0.12908937,0.000563165,0.00056261104,0.0008603499,0.000794188,0.0025194408,0.00013516437,0.649035,0.20806287,0.0075927316],"study_design_scores_gemma":[0.00014681234,0.000052480922,0.004578922,0.0007685356,0.00015506927,0.00016982255,0.000084417814,0.0036274446,0.00023747617,0.98769367,0.002314602,0.00017077135],"about_ca_topic_score_codex":0.00006934685,"about_ca_topic_score_gemma":0.000043996748,"teacher_disagreement_score":0.7590487,"about_ca_system_score_codex":0.00017979075,"about_ca_system_score_gemma":0.00010399416,"threshold_uncertainty_score":0.95385516},"labels":[],"label_agreement":null},{"id":"W4399856152","doi":"10.1007/s40471-024-00348-0","title":"Vitamin D and Toxic Metals in Pregnancy - a Biological Perspective","year":2024,"lang":"en","type":"review","venue":"Current Epidemiology Reports","topic":"Vitamin D Research Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ottawa Public Health; Université Laval; Canadian Public Health Association; University of Ottawa; Health Canada","funders":"National Institute of Environmental Health Sciences; Health Canada; National Institutes of Health","keywords":"Pregnancy; Perspective (graphical); Medicine; Epidemiology; Chemistry; Environmental chemistry; Physiology; Biology; Internal medicine; Computer science; Genetics","score_opus":0.28761544378171605,"score_gpt":0.5122771362581546,"score_spread":0.22466169247643858,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399856152","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00014023909,0.9949646,0.00001228731,0.0004647258,0.0011586763,0.0024343152,0.000027078024,0.00011080696,0.00068724196],"genre_scores_gemma":[0.0002880495,0.99721766,0.00016172085,0.000025993579,0.00030350505,0.0012450324,0.00012059092,0.000053675252,0.00058378093],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9931898,0.0016345641,0.0022507382,0.0018367005,0.00019351741,0.0008946782],"domain_scores_gemma":[0.9957557,0.0023573178,0.0007047008,0.0007432151,0.00013155553,0.0003075572],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0038791972,0.00076641195,0.006403899,0.0007364536,0.00006416074,0.000009876561,0.00012838509,0.00073055655,0.000045735826],"category_scores_gemma":[0.025777776,0.0004386712,0.0008615917,0.00060258294,0.0008574166,0.000045253844,0.0006748302,0.0021683108,0.00006834593],"study_design_candidate":"design_other","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":[0.000007985994,0.0003581021,0.00811717,0.0497458,0.0013466636,0.010603054,0.00021101118,8.930514e-8,6.2404644e-7,0.0015090044,0.009016502,0.919084],"study_design_scores_gemma":[0.00022124169,0.00038606024,0.002712328,0.10220159,0.0024737471,0.009975608,0.00010126696,0.000005586249,1.7146172e-7,0.005555976,0.8758306,0.0005358466],"about_ca_topic_score_codex":0.000024794504,"about_ca_topic_score_gemma":0.0000060837724,"teacher_disagreement_score":0.91854817,"about_ca_system_score_codex":0.00053767185,"about_ca_system_score_gemma":0.0004790165,"threshold_uncertainty_score":0.9998065},"labels":[],"label_agreement":null},{"id":"W4401807474","doi":"10.1007/s40471-024-00353-3","title":"The Target Cohort Approach: An Extension of the Target Trial Framework to Nested Case-Control Studies with Incidence Density Sampling","year":2024,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; Public Health Ontario; University of Toronto","funders":"","keywords":"Nested case-control study; Statistics; Extension (predicate logic); Incidence (geometry); Sampling (signal processing); Econometrics; Cohort; Mathematics; Computer science; Medicine","score_opus":0.34456670489819724,"score_gpt":0.5020242451527828,"score_spread":0.15745754025458553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401807474","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41966596,0.0042463844,0.57152563,0.00045402945,0.0015850783,0.0021821477,0.000008050801,0.0003174081,0.000015294754],"genre_scores_gemma":[0.79569083,0.00013285391,0.2032307,0.00015202121,0.0002941615,0.00043874353,0.0000059847353,0.000039380666,0.00001534293],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99529564,0.0013912625,0.0015878287,0.0008813641,0.0002988466,0.0005450627],"domain_scores_gemma":[0.9825669,0.014204437,0.00097553706,0.0016214562,0.00048729137,0.0001444092],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.010051613,0.00038727594,0.001214592,0.000080544014,0.00042131948,0.00002222429,0.0002966822,0.00023762982,0.0000048674715],"category_scores_gemma":[0.05470561,0.0001864772,0.0001985944,0.00040885215,0.0006026262,0.0001706928,0.00026817486,0.0009375304,0.0000012529636],"study_design_candidate":"theoretical_or_conceptual","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":[0.0069557917,0.0011713074,0.6515354,0.0017456566,0.0025143595,0.0038778416,0.0063651637,0.011610685,0.00091816625,0.28197187,0.014809209,0.016524553],"study_design_scores_gemma":[0.00045939744,0.00041054236,0.004833915,0.000930685,0.00038781966,0.00436862,0.00038748365,0.0031388141,0.00034848604,0.9835612,0.00079199165,0.000381037],"about_ca_topic_score_codex":0.000028910632,"about_ca_topic_score_gemma":0.000020093741,"teacher_disagreement_score":0.70158935,"about_ca_system_score_codex":0.00013162784,"about_ca_system_score_gemma":0.0001746114,"threshold_uncertainty_score":0.953257},"labels":[],"label_agreement":null},{"id":"W4405450445","doi":"10.1007/s40471-024-00357-z","title":"Methodological Considerations for Studies of Preterm Birth After Vaccination during Pregnancy: A Quantitative Bias Analysis on the COVID-19 Vaccine","year":2024,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"COVID-19 Impact on Reproduction","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; Ontario Stroke Network; Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Vaccination; Medicine; Observational study; Confounding; Confidence interval; Hazard ratio; Pregnancy; Demography; Meta-analysis; Cohort study; Population; Propensity score matching; Epidemiology; Pediatrics; Environmental health; Immunology; Internal medicine","score_opus":0.6208496242752515,"score_gpt":0.5565254604762586,"score_spread":0.06432416379899286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405450445","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":[0.84344006,0.043374505,0.04048795,0.068024725,0.001533282,0.0028132475,0.000059955113,0.00024320878,0.000023085824],"genre_scores_gemma":[0.9932505,0.0011808384,0.0034438067,0.00087546784,0.00015711479,0.0009122962,0.000044141245,0.000019317567,0.000116514035],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99554384,0.0016501168,0.0014140676,0.00091243023,0.00017265226,0.0003069242],"domain_scores_gemma":[0.96307755,0.034771625,0.00078551145,0.0007976276,0.00041488383,0.00015282283],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0064388406,0.0002587012,0.00123032,0.00062022475,0.00017117067,0.000010454326,0.00004471833,0.00012783792,0.00020124095],"category_scores_gemma":[0.24172509,0.000151955,0.00056148996,0.0007475429,0.00013423015,0.00009087665,0.00006273528,0.0003172278,0.0000027041128],"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":[0.0016595421,0.00047991215,0.93812937,0.0067853723,0.0085524395,0.0005855265,0.0056817024,0.0056267055,0.0015211347,0.019055864,0.008528915,0.003393495],"study_design_scores_gemma":[0.0013527358,0.001916633,0.81080014,0.0015675232,0.008649314,0.0018787335,0.0006267971,0.007350867,0.0025196457,0.15697926,0.005767906,0.000590457],"about_ca_topic_score_codex":0.000016953742,"about_ca_topic_score_gemma":0.000027348064,"teacher_disagreement_score":0.23528625,"about_ca_system_score_codex":0.0002912453,"about_ca_system_score_gemma":0.0002898682,"threshold_uncertainty_score":0.7646622},"labels":[],"label_agreement":null},{"id":"W4415322104","doi":"10.1007/s40471-025-00374-6","title":"Transporting: What Is It and How Do You Do It?","year":2025,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Advanced Causal Inference Techniques","field":"Mathematics","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":"McGill University","funders":"National Institute on Drug Abuse; Wake Forest University","keywords":"Generalizability theory; External validity; Estimator; Population; Internal validity; Field (mathematics)","score_opus":0.2733632021131419,"score_gpt":0.4917979683271415,"score_spread":0.2184347662139996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415322104","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":[0.38066664,0.08993831,0.37563157,0.13403,0.0065756147,0.0030097154,0.000023066712,0.0017995982,0.008325481],"genre_scores_gemma":[0.9324396,0.02295309,0.03710377,0.0035775243,0.0002500925,0.000393331,0.00003906853,0.00007533851,0.00316817],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99702954,0.00026505347,0.0011593105,0.0008549725,0.00012834228,0.00056280306],"domain_scores_gemma":[0.99574894,0.0019836812,0.0010469188,0.0009134175,0.00016106988,0.00014596124],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0033819852,0.00035755459,0.001062487,0.00016984608,0.00012522464,0.000046836907,0.00016786423,0.0003196751,0.00010551173],"category_scores_gemma":[0.007110735,0.00030742504,0.00018377758,0.00020403141,0.00033267747,0.00043549735,0.00011584962,0.00054864807,0.000003111501],"study_design_candidate":"theoretical_or_conceptual","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":[0.000026924572,0.00021659848,0.369502,0.0009162365,0.00016329314,0.00024835157,0.0013041906,0.0000044291255,0.00027271057,0.135489,0.32880983,0.16304643],"study_design_scores_gemma":[0.000120780365,0.00004595238,0.0015103819,0.0010630774,0.00011525232,0.00018022514,0.00044401825,0.000031612853,0.0008116781,0.8041368,0.19122049,0.00031971183],"about_ca_topic_score_codex":0.0000035137205,"about_ca_topic_score_gemma":0.0000043765112,"teacher_disagreement_score":0.6686478,"about_ca_system_score_codex":0.00006726331,"about_ca_system_score_gemma":0.00008334935,"threshold_uncertainty_score":0.9999378},"labels":[],"label_agreement":null},{"id":"W4416024624","doi":"10.1007/s40471-025-00373-7","title":"Severe Maternal Morbidity: Fundamental Concepts","year":2025,"lang":"en","type":"article","venue":"Current Epidemiology Reports","topic":"Maternal and fetal healthcare","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":"Hamilton Health Sciences; McMaster University; BC Children's Hospital; Children's & Women's Health Centre of British Columbia; University of British Columbia","funders":"","keywords":"Perspective (graphical); Population; Intervention (counseling); Component (thermodynamics); Epidemiology; MEDLINE; Outcome (game theory)","score_opus":0.09428315995711017,"score_gpt":0.4509940811396308,"score_spread":0.3567109211825206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416024624","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":[0.97741085,0.007301499,0.00024286847,0.0035414444,0.0049202326,0.00038867272,0.000013099765,0.00012027431,0.006061068],"genre_scores_gemma":[0.99191034,0.00034860085,0.00026384924,0.002106304,0.00031575386,0.00003905262,0.00008539169,0.000010506216,0.0049201753],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997904,0.00017426044,0.00090092694,0.00047319158,0.000114331415,0.00043327734],"domain_scores_gemma":[0.9988382,0.00016153776,0.00029941945,0.00038884385,0.00008611209,0.00022589826],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000789487,0.00019250013,0.0006868078,0.00009510205,0.00009209854,0.0000046322816,0.00006401308,0.00015372943,0.0004799656],"category_scores_gemma":[0.00036559431,0.00014926236,0.00017259462,0.00010365354,0.00016733483,0.000045107918,0.00010526865,0.00038814615,0.000072406154],"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":[0.00007570261,0.00007069833,0.9608017,0.0005196656,0.00004831508,0.00052318966,0.000017097816,0.0000021669057,0.000074548836,0.0011311538,0.013752409,0.022983303],"study_design_scores_gemma":[0.000424766,0.000091772206,0.845481,0.0005794218,0.000069678696,0.003984285,0.000024767161,0.00009848416,0.0002571257,0.007981613,0.14087898,0.00012813265],"about_ca_topic_score_codex":0.00027888216,"about_ca_topic_score_gemma":0.000008013258,"teacher_disagreement_score":0.12712656,"about_ca_system_score_codex":0.00011955056,"about_ca_system_score_gemma":0.00016415672,"threshold_uncertainty_score":0.60867417},"labels":[],"label_agreement":null}]}