{"meta":{"query_hash":"cadd98598a5c","filters":{"venue":"Gates Open Research"},"cohort_total":95,"direct_labels_cover":3,"predictions_cover":95,"exported":95,"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/cadd98598a5c","api":"https://metacan.xera.ac/api/v1/cohort?venue=Gates+Open+Research"},"results":[{"id":"W2774846165","doi":"10.12688/gatesopenres.12771.1","title":"Informed consent in field trials of gene-drive mosquitoes","year":2017,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"Bill and Melinda Gates Foundation","keywords":"Informed consent; Population; Gene drive; Clinical trial; Field (mathematics); Bioethics; Psychology; Engineering ethics; Political science; Medicine; Law; Environmental health; Alternative medicine; Biology; Engineering; Pathology; Genetics","score_opus":0.22604274977358346,"score_gpt":0.5428108801447825,"score_spread":0.31676813037119905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2774846165","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":[0.96988314,0.0044394904,0.00042321775,0.0009085658,0.0005059395,0.0027973787,0.00019136422,0.0000064388,0.020844486],"genre_scores_gemma":[0.9892736,0.0062346454,0.0016251702,0.000027418337,0.00022450215,0.00027476222,0.0002546141,0.000024577152,0.0020607046],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99796647,0.00028518034,0.0006174635,0.00044529833,0.00029533415,0.000390255],"domain_scores_gemma":[0.9977247,0.0006321942,0.00019636292,0.001107474,0.00024789997,0.000091333044],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003519619,0.00017974,0.0005742855,0.00016286054,0.00007141373,0.00018558085,0.0016234999,0.000416593,0.000075237636],"category_scores_gemma":[0.00877188,0.00016308895,0.00014429068,0.00005226251,0.00013493552,0.0000033063322,0.0034315356,0.00047251882,0.000010573129],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00097181957,0.00019200609,0.012050342,0.0017436197,0.00044048592,0.00004072833,0.0007550015,0.0043521808,0.9355642,0.00021210183,0.029993262,0.013684226],"study_design_scores_gemma":[0.0008058775,0.00023549047,0.0032018435,0.0004579454,0.000011246263,0.0000030793708,0.00020454185,0.00010196141,0.9831702,0.0005719645,0.011012369,0.00022349432],"about_ca_topic_score_codex":0.0019334571,"about_ca_topic_score_gemma":0.0029155766,"teacher_disagreement_score":0.04760596,"about_ca_system_score_codex":0.00002544475,"about_ca_system_score_gemma":0.0013591294,"threshold_uncertainty_score":0.99957764},"labels":[],"label_agreement":null},{"id":"W2782546579","doi":"10.12688/gatesopenres.12779.3","title":"Prevalence and factors associated with burnout among frontline primary health care providers in low- and middle-income countries: A systematic review","year":2018,"lang":"en","type":"review","venue":"Gates Open Research","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":187,"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 Toronto","funders":"Bill and Melinda Gates Foundation","keywords":"Burnout; Emotional exhaustion; Depersonalization; Nursing; Medicine; Workload; Health care; Family medicine; Psychology; Environmental health; Clinical psychology; Political science","score_opus":0.18275085612989714,"score_gpt":0.5071944333757819,"score_spread":0.3244435772458847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2782546579","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":[0.00084484706,0.95458883,4.523551e-7,0.0011320241,0.00014004638,0.042236023,0.0006943542,0.0000533001,0.00031010105],"genre_scores_gemma":[0.00020622545,0.9887521,0.00004278116,0.00062966294,0.00009528327,0.0072263116,0.0005222883,0.00014858985,0.002376719],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.97644436,0.015110627,0.0032291636,0.0014773678,0.0016572662,0.002081193],"domain_scores_gemma":[0.9874568,0.0069454443,0.0020078619,0.0011631093,0.0015583036,0.0008684994],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.016031476,0.00083931437,0.006120338,0.0005906207,0.0019381492,0.00024870897,0.0014919251,0.0008925922,0.00015711354],"category_scores_gemma":[0.00443959,0.00050355925,0.00013505529,0.0010988986,0.000691985,0.0005597246,0.0021070777,0.003941049,0.00005602329],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002881354,0.000047652164,0.024105731,0.9707837,0.00013629583,0.000024407815,0.0032051208,8.753024e-9,1.3515822e-9,0.0000168922,0.000624554,0.0010267902],"study_design_scores_gemma":[0.00067962985,0.00037262004,0.0035749155,0.9827011,0.00024393608,0.0000031551358,0.002301203,0.0000033781394,1.41362175e-8,0.0000117154505,0.009625616,0.00048268097],"about_ca_topic_score_codex":0.0044672964,"about_ca_topic_score_gemma":0.0062408224,"teacher_disagreement_score":0.03500971,"about_ca_system_score_codex":0.0025327855,"about_ca_system_score_gemma":0.010327582,"threshold_uncertainty_score":0.9997416},"labels":[],"label_agreement":null},{"id":"W2797413390","doi":"10.12688/gatesopenres.12838.2","title":"Heterogeneous exposure and hotspots for malaria vectors at three study sites in Uganda","year":2018,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Malaria Research and Control","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; National Institutes of Health; International Development Research Centre; Bill and Melinda Gates Foundation","keywords":"Vector (molecular biology); Malaria; Biology; Geography","score_opus":0.14021849872983932,"score_gpt":0.42994737905017566,"score_spread":0.28972888032033633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2797413390","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":[0.97409225,0.0018825855,0.000007801768,0.0039032085,0.00010275946,0.018508589,0.00014252886,0.000031537184,0.0013287581],"genre_scores_gemma":[0.9909854,0.00019375658,0.00033717242,0.000056876193,0.0003835962,0.004027101,0.00017046758,0.0000912279,0.0037544],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.994748,0.00065483456,0.0005561023,0.0014084395,0.001303813,0.0013288235],"domain_scores_gemma":[0.9961221,0.00086548144,0.00009607664,0.0013762487,0.0009623071,0.0005777893],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0057658437,0.0004066793,0.0010361809,0.00066608103,0.0003732043,0.0006701618,0.0012875091,0.00045761582,0.0010764676],"category_scores_gemma":[0.0017149405,0.0003327276,0.00013442089,0.0003624835,0.00034689525,0.00009817201,0.0069522844,0.0015754999,0.000098128156],"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":[0.015281511,0.00141697,0.9668098,0.001255376,0.0007628833,0.0009286039,0.0013870319,0.000013415763,0.0039165355,0.00015990765,0.0038746623,0.0041933134],"study_design_scores_gemma":[0.014103217,0.008670513,0.9659517,0.00075682276,0.00010071295,0.00006440921,0.0006379889,0.0020642977,0.0016911008,0.0041273036,0.0012772828,0.0005546987],"about_ca_topic_score_codex":0.0031378525,"about_ca_topic_score_gemma":0.012529081,"teacher_disagreement_score":0.016893169,"about_ca_system_score_codex":0.00035417735,"about_ca_system_score_gemma":0.00072101946,"threshold_uncertainty_score":0.9999125},"labels":[],"label_agreement":null},{"id":"W2806616937","doi":"10.12688/gatesopenres.12822.1","title":"Metabolic profiles derived from residual blood spot samples: A longitudinal analysis","year":2018,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; Newborn Screening Ontario; Children's Hospital of Eastern Ontario; Ottawa Hospital","funders":"Bill and Melinda Gates Foundation","keywords":"Residual; Mathematics","score_opus":0.12155927036885206,"score_gpt":0.397148836928691,"score_spread":0.27558956655983896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2806616937","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":[0.97754216,0.015450811,0.00020750769,0.0005326239,0.0002076212,0.0014389079,0.0015662172,0.000019654151,0.0030344797],"genre_scores_gemma":[0.96782595,0.010482469,0.012497238,0.00005181458,0.0015331507,0.0007292572,0.004508733,0.00008129849,0.0022900887],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9946018,0.0008095004,0.00060866075,0.0020964402,0.00084311893,0.0010405123],"domain_scores_gemma":[0.9961741,0.00015523355,0.00026238099,0.0021035152,0.0010434758,0.0002612933],"candidate_categories":["metaepi_narrow","open_science"],"consensus_categories":[],"category_scores_codex":[0.0025744578,0.00053606054,0.0012280542,0.0006368709,0.00052020804,0.0008283532,0.0029128562,0.0005604826,0.00091139565],"category_scores_gemma":[0.0009884546,0.0004744467,0.00042303142,0.00094117795,0.00063032185,0.000009033448,0.013570483,0.000903483,0.00008527982],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010964301,0.00082216173,0.23037536,0.00016425991,0.0369235,0.00007461476,0.00039648436,0.00007450554,0.7069262,0.0012476882,0.020854814,0.0010439488],"study_design_scores_gemma":[0.0011965705,0.0004505176,0.2379605,0.00007210817,0.0026023157,0.0000041692942,0.00043669692,0.00004970033,0.7235929,0.0048418744,0.027813368,0.0009792842],"about_ca_topic_score_codex":0.0072175683,"about_ca_topic_score_gemma":0.0025664384,"teacher_disagreement_score":0.03432119,"about_ca_system_score_codex":0.000028897392,"about_ca_system_score_gemma":0.0005597214,"threshold_uncertainty_score":0.9997707},"labels":[],"label_agreement":null},{"id":"W2884212436","doi":"10.12688/gatesopenres.12842.2","title":"Market penetration of Xpert MTB/RIF in high tuberculosis burden countries: A trend analysis from 2014 - 2016","year":2018,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":53,"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":"Bill and Melinda Gates Foundation","keywords":"GeneXpert MTB/RIF; Medicine; Tuberculosis; Sputum; Pathology","score_opus":0.07389692557224141,"score_gpt":0.4245793350323691,"score_spread":0.3506824094601277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2884212436","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":[0.93679214,0.004487893,0.000035351375,0.02648024,0.00020287403,0.0036819906,0.0016322894,0.000038598762,0.02664863],"genre_scores_gemma":[0.9629727,0.02031954,0.0017789338,0.0003203729,0.00089984754,0.0010218361,0.0047751325,0.000087618566,0.0078240065],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9900794,0.0033225843,0.0015338121,0.0017360426,0.0018878598,0.0014403274],"domain_scores_gemma":[0.9922647,0.0032200755,0.0003256458,0.0023329887,0.0012632961,0.0005932914],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01168473,0.00049204635,0.002455228,0.002682106,0.00017452498,0.00028949708,0.0020366367,0.001067271,0.023004357],"category_scores_gemma":[0.0036551424,0.0004009196,0.000453443,0.0017697483,0.0009379013,0.00023396022,0.0037212602,0.0022132292,0.00054571463],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004916372,0.0005141805,0.38549432,0.000631525,0.005706905,0.00013916123,0.000987513,0.00019383238,0.001901288,0.00013471606,0.59681594,0.0025642617],"study_design_scores_gemma":[0.0040028645,0.0013081058,0.9306062,0.0017658788,0.0010817911,0.000007615725,0.0007698942,0.015592257,0.0024811612,0.005812576,0.035799194,0.0007724618],"about_ca_topic_score_codex":0.29158777,"about_ca_topic_score_gemma":0.022595137,"teacher_disagreement_score":0.56101674,"about_ca_system_score_codex":0.0006614722,"about_ca_system_score_gemma":0.0014413943,"threshold_uncertainty_score":0.99984425},"labels":[],"label_agreement":null},{"id":"W2895154549","doi":"10.12688/gatesopenres.12869.2","title":"Deep clinical and biological phenotyping of the preterm birth and small for gestational age syndromes: The INTERBIO-21st Newborn Case-Control Study protocol","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"University of Oxford; Universidade Federal de Pelotas; National Institute for Health and Care Research; Bill and Melinda Gates Foundation","keywords":"Gestational age; Small for gestational age; Medicine; Protocol (science); Pediatrics; Pregnancy; Biology; Pathology; Genetics; Alternative medicine","score_opus":0.39242121804293795,"score_gpt":0.5389396463076966,"score_spread":0.1465184282647587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2895154549","genre_codex":"protocol","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":[0.47170565,0.0005555347,0.00018905175,0.0025651765,0.00009942103,0.5238341,0.0002490109,0.000018778934,0.0007832828],"genre_scores_gemma":[0.8070579,0.00011177794,0.0009527763,0.0002810434,0.00018692201,0.19071712,0.0000141825285,0.00006452988,0.0006137697],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9926639,0.0034596918,0.0010795371,0.001117103,0.00090704276,0.0007726958],"domain_scores_gemma":[0.988431,0.008670383,0.0002887033,0.0012992957,0.00095272006,0.00035790424],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.016373899,0.0003166202,0.00096836896,0.00020274014,0.00048075488,0.00036098636,0.0014788443,0.00040200545,0.00009328433],"category_scores_gemma":[0.0070627523,0.0001597597,0.00015434697,0.00025531134,0.0016184804,0.00007009206,0.0061319396,0.00299106,0.0000092064665],"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":[0.01909705,0.0014160003,0.5749069,0.01206656,0.00092056004,0.00094497233,0.0021266332,0.000030418343,0.00015229,0.0006851035,0.00027960897,0.3873739],"study_design_scores_gemma":[0.0235188,0.009805951,0.91710997,0.00247625,0.00013533467,0.0007516408,0.0051536197,0.021088807,0.000060115824,0.0041321083,0.015261511,0.00050591456],"about_ca_topic_score_codex":0.0006855726,"about_ca_topic_score_gemma":0.00047912123,"teacher_disagreement_score":0.38686797,"about_ca_system_score_codex":0.000114536,"about_ca_system_score_gemma":0.0015519313,"threshold_uncertainty_score":0.99930906},"labels":[],"label_agreement":null},{"id":"W2902761513","doi":"10.12688/gatesopenres.12891.2","title":"Automated verbal autopsy classification: using one-against-all ensemble method and Naïve Bayes classifier","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Topic Modeling","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Public Health Ontario; University of Toronto; Centre for Global Health Research; St. Michael's Hospital; Toronto Metropolitan University","funders":"Bill and Melinda Gates Foundation","keywords":"Verbal autopsy; Artificial intelligence; Naive Bayes classifier; Classifier (UML); Pattern recognition (psychology); Bayes' theorem; Computer science; Natural language processing; Bayesian probability; Support vector machine; Medicine; Pathology; Cause of death","score_opus":0.40473298567594607,"score_gpt":0.4866043839533529,"score_spread":0.08187139827740686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902761513","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.073968224,0.0010325646,0.8763973,0.0061970744,0.0012717656,0.004163859,0.000033912565,0.0008395074,0.036095783],"genre_scores_gemma":[0.46880123,0.00019853079,0.52776194,0.0002360237,0.00018553788,0.0001932155,0.000050583843,0.00006369043,0.0025092517],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99303305,0.0016099922,0.0006940964,0.002154203,0.0014338485,0.0010748304],"domain_scores_gemma":[0.99487907,0.0008371448,0.00025920197,0.0028859768,0.0008122865,0.000326314],"candidate_categories":["metaepi_narrow","scholarly_communication","open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.0064653805,0.0004123055,0.00071676844,0.0004986979,0.00043404978,0.003744357,0.005547997,0.0006459414,0.0000503066],"category_scores_gemma":[0.00032825547,0.00041375204,0.00010487389,0.0006035165,0.00016277039,0.00080046523,0.016331544,0.0019350415,0.00016614373],"study_design_candidate":"simulation_or_modeling","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":[0.00026596076,0.0009364458,0.0040725893,0.0030428958,0.0014526471,0.0003282973,0.014054933,0.08189851,0.12277409,0.3206405,0.019588975,0.43094414],"study_design_scores_gemma":[0.00042863816,0.000045429057,0.0016344257,0.00037777596,0.000014523661,0.000016487,0.0001044212,0.9790953,0.001324158,0.012430336,0.0040712245,0.00045729397],"about_ca_topic_score_codex":0.0009075271,"about_ca_topic_score_gemma":0.000034666642,"teacher_disagreement_score":0.89719677,"about_ca_system_score_codex":0.00048028078,"about_ca_system_score_gemma":0.001528727,"threshold_uncertainty_score":0.99983245},"labels":[],"label_agreement":null},{"id":"W2908733038","doi":"10.12688/gatesopenres.12894.1","title":"Visualizing data: Trends in smoking tobacco prices and taxes in India","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Public Health Ontario; University of Toronto; Centre for Global Health Research; St. Michael's Hospital; McMaster University; Impact","funders":"Ontario Ministry of Health and Long-Term Care; Cancer Research UK; International Development Research Centre; Bill and Melinda Gates Foundation","keywords":"Economics; Business","score_opus":0.32277123928665613,"score_gpt":0.5054573703554426,"score_spread":0.18268613106878645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2908733038","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":[0.8269537,0.0016023244,0.0000029941607,0.029352503,0.00065767934,0.0017638586,0.00009083661,0.000041100408,0.13953497],"genre_scores_gemma":[0.9917061,0.00086394564,0.00015753885,0.004562462,0.0008998111,0.00019234762,0.000987359,0.00005104928,0.0005794207],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9959274,0.00027335915,0.0007841113,0.0011603306,0.00046642928,0.0013883947],"domain_scores_gemma":[0.9978061,0.00056794635,0.0003065016,0.0011057314,0.0001671275,0.00004660837],"candidate_categories":["metaepi_narrow","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.014859615,0.00028324954,0.00079521,0.0020521206,0.00018447402,0.0020276967,0.0032030141,0.0004320155,0.00021197314],"category_scores_gemma":[0.0016926541,0.0002591575,0.000031856187,0.0015250976,0.00014867213,0.0017189678,0.02838174,0.0017998386,0.00010047271],"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":[0.00006383662,0.00010149791,0.73845065,0.0011296371,0.00003075064,0.0000384639,0.00017172129,0.00053016073,0.0000033608887,0.025634795,0.2113459,0.022499256],"study_design_scores_gemma":[0.0005457181,0.000011731158,0.5078368,0.000546222,0.0000050576646,9.393751e-7,0.00088986056,0.011651692,3.287673e-7,0.0043783146,0.47384733,0.00028602747],"about_ca_topic_score_codex":0.31959927,"about_ca_topic_score_gemma":0.011259563,"teacher_disagreement_score":0.3083397,"about_ca_system_score_codex":0.00016576672,"about_ca_system_score_gemma":0.00019027032,"threshold_uncertainty_score":0.99998605},"labels":[],"label_agreement":null},{"id":"W2920935249","doi":"10.12688/gatesopenres.12912.2","title":"Highly Efficient Clinical Trials Simulator (HECT): Software application for planning and simulating platform adaptive trials","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Bill and Melinda Gates Foundation","keywords":"Computer science; Simulation; Software; Clinical trial; Medicine; Operating system","score_opus":0.9393052779707239,"score_gpt":0.7455081536449564,"score_spread":0.19379712432576757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2920935249","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":"methods","model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.034686044,0.00063357234,0.90818,0.0005426233,0.0019984304,0.05054962,0.0024216115,0.00021692831,0.0007711703],"genre_scores_gemma":[0.20233104,0.0000714068,0.7906469,0.00008664739,0.0021502085,0.0039194264,0.00011350295,0.00023379044,0.00044706097],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.95401514,0.028331228,0.010564148,0.0031870943,0.0022888384,0.0016135405],"domain_scores_gemma":[0.19418655,0.79752547,0.003741298,0.002115417,0.0018087227,0.00062252366],"candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.37731305,0.0007534219,0.0073984917,0.0004135333,0.0005846099,0.0011539574,0.0024429923,0.0019247384,0.00014158292],"category_scores_gemma":[0.85672724,0.0005898844,0.0010227471,0.00040157893,0.0005864328,0.000123657,0.006949831,0.0035749436,0.00008456289],"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":[0.043019235,0.0032101516,0.004820884,0.010757247,0.0057812985,0.00005151975,0.002335797,0.098980024,0.00039244763,0.2578878,0.0206577,0.5521059],"study_design_scores_gemma":[0.0061566276,0.00081765704,0.00019208681,0.0016263709,0.00042076784,0.0000010203304,0.0003352303,0.2278309,0.00042937437,0.76059747,0.0009655058,0.00062700326],"about_ca_topic_score_codex":0.00010934306,"about_ca_topic_score_gemma":0.000004589316,"teacher_disagreement_score":0.76919425,"about_ca_system_score_codex":0.00030884118,"about_ca_system_score_gemma":0.001096248,"threshold_uncertainty_score":0.99988294},"labels":[],"label_agreement":null},{"id":"W2942740451","doi":"10.12688/gatesopenres.12958.2","title":"An open toolkit for tracking open science partnership implementation and impact","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Research Data Management Practices","field":"Computer Science","cited_by":23,"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; Montreal Neurological Institute and Hospital; McGill Genome Centre; Montreal Clinical Research Institute; McGill University Health Centre","funders":"UK Research and Innovation; Wellcome Trust; Wellcome; Bill and Melinda Gates Foundation","keywords":"General partnership; Government (linguistics); Open data; Public relations; Open science; Construct (python library); Open government; Intellectual property; Variety (cybernetics); Tracking (education); Business; Best practice; Knowledge management; Productivity; Order (exchange); Political science; Sociology; Computer science; Economic growth","score_opus":0.6079915768448759,"score_gpt":0.6414768105971932,"score_spread":0.03348523375231727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2942740451","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":[0.30577275,0.0011378669,0.2105014,0.060099274,0.0016808402,0.21928859,0.0016625553,0.00040074214,0.19945596],"genre_scores_gemma":[0.92788285,0.0006653098,0.06098221,0.00023492097,0.00013012024,0.0040605506,0.0006175903,0.00007038727,0.005356054],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9900006,0.0017164472,0.0006085882,0.0033604775,0.002449698,0.0018641677],"domain_scores_gemma":[0.9903807,0.0016057363,0.00040924008,0.0054091336,0.0015475728,0.00064758724],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science"],"consensus_categories":["scholarly_communication","open_science"],"category_scores_codex":[0.066140585,0.00037660153,0.000594252,0.00096745545,0.0016338312,0.30779967,0.09831093,0.00014220807,0.00013152244],"category_scores_gemma":[0.002250792,0.00033088378,0.000054030825,0.0016387108,0.00052933575,0.16154526,0.21115242,0.0012201931,0.00005721602],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000905588,0.00071860966,0.023366805,0.00094435096,0.0003532137,0.000060150138,0.0027774328,0.0007192491,0.004111173,0.64349526,0.02911652,0.29343164],"study_design_scores_gemma":[0.0145554,0.012112703,0.25873327,0.001940209,0.00012979179,0.00005324302,0.015091849,0.19610023,0.02102206,0.24896768,0.22592603,0.005367529],"about_ca_topic_score_codex":0.019326013,"about_ca_topic_score_gemma":0.0011324686,"teacher_disagreement_score":0.62211007,"about_ca_system_score_codex":0.0005911571,"about_ca_system_score_gemma":0.004932279,"threshold_uncertainty_score":0.99991435},"labels":[],"label_agreement":null},{"id":"W2944431562","doi":"10.12688/gatesopenres.12986.2","title":"Are evidence-based vasectomy surgical techniques performed in low-resource countries?","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Male Reproductive Health Studies","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"Université Laval; Bill and Melinda Gates Foundation","keywords":"Vasectomy; Vas deferens; Medicine; Vasectomy reversal; Guideline; Surgery; Family planning; General surgery; Population; Research methodology; Internal medicine; Pathology; Environmental health","score_opus":0.48319928063932804,"score_gpt":0.5970093584870756,"score_spread":0.11381007784774755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2944431562","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":[0.77916527,0.0159915,0.00001844309,0.06619093,0.0012059907,0.057066955,0.0004000843,0.00048481737,0.07947601],"genre_scores_gemma":[0.92450213,0.008813865,0.00081786804,0.0017337262,0.0021755088,0.030327678,0.00021886089,0.00030413462,0.0311062],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98104507,0.0095286835,0.0017365316,0.0024716894,0.0024036772,0.0028143644],"domain_scores_gemma":[0.979362,0.013254625,0.0009982229,0.0029975313,0.0029620647,0.0004255744],"candidate_categories":["metaresearch","metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity","insufficient_payload"],"category_scores_codex":[0.033265136,0.000649574,0.001905352,0.001223104,0.0017280506,0.00023545527,0.0033846416,0.0013538406,0.0033369276],"category_scores_gemma":[0.009173943,0.0005509523,0.00016982754,0.0011468112,0.0007490418,0.0003499651,0.013395985,0.011339773,0.0020860608],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024805872,0.00031147042,0.8817357,0.026628187,0.00007358063,0.0002858775,0.0016788386,0.00013502192,0.000013451957,0.00032772656,0.0854131,0.0009164492],"study_design_scores_gemma":[0.0031355068,0.00041971423,0.24002884,0.087085366,0.000030525403,0.000005328313,0.006532537,0.0009984649,0.0011201788,0.0012176858,0.6580832,0.0013426327],"about_ca_topic_score_codex":0.0074275555,"about_ca_topic_score_gemma":0.0015711916,"teacher_disagreement_score":0.6417069,"about_ca_system_score_codex":0.0029181275,"about_ca_system_score_gemma":0.007741158,"threshold_uncertainty_score":0.9999426},"labels":[],"label_agreement":null},{"id":"W2947571609","doi":"10.12688/gatesopenres.12999.1","title":"\"What is the best method of family planning for me?\": a text mining analysis of messages between users and agents of a digital health service in Kenya","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":14,"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 Sudbury","funders":"Bill and Melinda Gates Foundation","keywords":"Psychological intervention; Interactivity; Reproductive health; Coding (social sciences); Computer science; Psychology; Medicine; World Wide Web; Population; Psychiatry","score_opus":0.420317479769139,"score_gpt":0.6123373292378572,"score_spread":0.1920198494687182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2947571609","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":[0.9283821,0.007096872,0.001191119,0.023716649,0.00019438837,0.032889806,0.0044665355,0.000015321535,0.002047192],"genre_scores_gemma":[0.9656254,0.007712406,0.0100869145,0.0014499153,0.00008110702,0.012819415,0.0011843985,0.00009180714,0.00094860204],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9929707,0.0020350511,0.0022071083,0.00083968317,0.0008591623,0.0010883062],"domain_scores_gemma":[0.9837612,0.011716823,0.0016016801,0.0013137445,0.0012376624,0.000368875],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0155981,0.00026804343,0.0018877212,0.0011950609,0.00055267074,0.00009602098,0.0017542463,0.00045541304,0.000043156204],"category_scores_gemma":[0.00062132603,0.00021309493,0.00015684181,0.002170679,0.00018503309,0.00025266153,0.0032030013,0.0015308927,0.0000064972883],"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":[0.0004936553,0.0002094048,0.89958876,0.023827767,0.0009796958,4.5988594e-7,0.039110143,0.000795762,0.00003913539,0.0005030528,0.0041228086,0.030329373],"study_design_scores_gemma":[0.0037233701,0.0007285433,0.72285676,0.015076797,0.00067511894,3.8638035e-7,0.22148053,0.015366094,0.00008268449,0.0033024503,0.016213404,0.00049388595],"about_ca_topic_score_codex":0.020262953,"about_ca_topic_score_gemma":0.0011166508,"teacher_disagreement_score":0.18237038,"about_ca_system_score_codex":0.00020780785,"about_ca_system_score_gemma":0.003705157,"threshold_uncertainty_score":0.9862612},"labels":[],"label_agreement":null},{"id":"W2950975933","doi":"10.12688/gatesopenres.13051.2","title":"Impact of cigarette price increase on health and financing outcomes in Vietnam","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Global Health Care Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Global Health Research; St. Michael's Hospital","funders":"World Bank Group; Bill and Melinda Gates Foundation","keywords":"Excise; Economics; Price elasticity of demand; Poverty; Tax revenue; Demographic economics; Revenue; Public economics; Economic growth; Finance; Macroeconomics","score_opus":0.3074099736603164,"score_gpt":0.6124263820486567,"score_spread":0.3050164083883403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2950975933","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":[0.94584894,0.001679476,0.0000017330195,0.03318028,0.00033590596,0.009427876,0.0005060294,0.00004721644,0.008972539],"genre_scores_gemma":[0.99356097,0.001999663,0.00041233745,0.0021494958,0.00014555955,0.00080899324,0.00016982923,0.00007715915,0.0006759833],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9893946,0.0050347275,0.0014998942,0.0011156086,0.001207678,0.0017474605],"domain_scores_gemma":[0.99303126,0.0031831828,0.00062160223,0.0011648671,0.0009097491,0.0010893228],"candidate_categories":["metaresearch","metaepi_narrow","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009659211,0.00040710965,0.0017090996,0.00057477236,0.00063604914,0.00007813462,0.001599991,0.0008075432,0.00024602038],"category_scores_gemma":[0.008691057,0.00033469344,0.00012909298,0.0007696082,0.00017099544,0.0001321466,0.008418874,0.008425746,0.00022889521],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012751142,0.0002569519,0.88223076,0.0065980693,0.00008438315,0.000052618398,0.010160068,0.000041524487,0.000010677811,0.00093620375,0.09595939,0.0023942196],"study_design_scores_gemma":[0.001569596,0.0014247131,0.9788086,0.007962989,0.000004865129,7.644749e-7,0.0027425897,0.00021112185,0.000004968502,0.0038795515,0.0030945737,0.00029570647],"about_ca_topic_score_codex":0.14434646,"about_ca_topic_score_gemma":0.0046472517,"teacher_disagreement_score":0.1396992,"about_ca_system_score_codex":0.0022012426,"about_ca_system_score_gemma":0.009726182,"threshold_uncertainty_score":0.99991053},"labels":[],"label_agreement":null},{"id":"W2952222253","doi":"10.12688/gatesopenres.13035.4","title":"Intervening along the spectrum of tuberculosis: meeting report from the World TB Day nanosymposium in the Institute of Infectious Disease and Molecular Medicine at the University of Cape Town","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Tuberculosis Research and Epidemiology","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":"Institute of Infection and Immunity","funders":"Medical Research Council; European and Developing Countries Clinical Trials Partnership; Global Health Innovative Technology Fund; Robert Bosch Stiftung; National Science Foundation, United Arab Emirates; University of Cape Town; National Research Foundation; Bill and Melinda Gates Foundation; European Commission; Wellcome Trust; South African Medical Research Council; Wellcome; Carnegie Corporation of New York","keywords":"Tuberculosis; Infectious disease (medical specialty); Medicine; Disease; Mycobacterium tuberculosis; Virology; Immunology; Internal medicine; Pathology","score_opus":0.06745661126336984,"score_gpt":0.373732712927564,"score_spread":0.30627610166419417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2952222253","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":[0.7663088,0.006547636,0.000015370675,0.21782057,0.00009902586,0.0025377832,0.00006713073,0.00000784036,0.0065958323],"genre_scores_gemma":[0.99634534,0.0024401133,0.00004060533,0.00054097857,0.00012968796,0.000052883646,0.00015992326,0.00002281376,0.00026768088],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9930446,0.0037204407,0.00087037357,0.00069603365,0.0011464068,0.00052213296],"domain_scores_gemma":[0.99293417,0.0043153754,0.00044926908,0.0017224785,0.00036803624,0.00021069308],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0129495105,0.00026211006,0.00092862017,0.0002112082,0.00036893375,0.00004490729,0.0021658333,0.00014255958,0.0002339988],"category_scores_gemma":[0.007880112,0.000120639066,0.00022968446,0.000895652,0.0027025922,0.000082535895,0.006973413,0.002201364,0.0000036157148],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0033267275,0.00035990955,0.89970124,0.0015064143,0.002507945,0.0028297259,0.017410621,0.0011475291,0.029570377,0.0015812326,0.03823387,0.0018244057],"study_design_scores_gemma":[0.0032323708,0.00082856655,0.936622,0.008922017,0.0010025229,0.00014928046,0.010384614,0.002983154,0.007904539,0.007944264,0.019635074,0.00039155097],"about_ca_topic_score_codex":0.15030979,"about_ca_topic_score_gemma":0.038099617,"teacher_disagreement_score":0.2300365,"about_ca_system_score_codex":0.00017354486,"about_ca_system_score_gemma":0.0005914293,"threshold_uncertainty_score":0.99578136},"labels":[],"label_agreement":null},{"id":"W2954201594","doi":"10.12688/gatesopenres.13042.2","title":"Community Inclusion in PrEP Demonstration Projects: Lessons for Scaling Up","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":24,"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 Laval; Institut National de Santé Publique du Québec; Centre hospitalier de l'Université Laval; University of Manitoba","funders":"Styrelsen för Internationellt Utvecklingssamarbete; Bill and Melinda Gates Foundation","keywords":"Pre-exposure prophylaxis; Inclusion (mineral); Community engagement; Tenofovir; Human immunodeficiency virus (HIV); Public relations; Medical education; Medicine; Political science; Family medicine; Sociology; Social science; Men who have sex with men","score_opus":0.3849715559882465,"score_gpt":0.554087521250834,"score_spread":0.16911596526258754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2954201594","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":[0.7965338,0.0012363073,0.0024244392,0.030640565,0.00028045243,0.037475392,0.0006164008,0.0001039868,0.13068865],"genre_scores_gemma":[0.95314443,0.0003486787,0.0020505453,0.000042743744,0.000112347065,0.002771014,0.00171516,0.000059006466,0.03975608],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9943797,0.0022585343,0.00066413137,0.00062989607,0.0011751584,0.00089258235],"domain_scores_gemma":[0.9958483,0.0009919773,0.00012044824,0.0014224248,0.0013501835,0.0002666528],"candidate_categories":["open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.015226617,0.00023867303,0.0006328554,0.000948194,0.0011554853,0.00058171013,0.0019751133,0.00046050866,0.000285364],"category_scores_gemma":[0.004271974,0.00021312672,0.00023506054,0.00058532046,0.00025751372,0.00027249337,0.025385221,0.004779738,0.00013526919],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.011106831,0.009338694,0.05226065,0.03106119,0.00097433577,0.000108743785,0.032221664,0.0006644155,0.043243047,0.009679862,0.36385798,0.44548258],"study_design_scores_gemma":[0.031998485,0.024295442,0.0889143,0.0831172,0.000299354,0.000112712216,0.0430857,0.44529217,0.07960924,0.14383188,0.056520745,0.0029227596],"about_ca_topic_score_codex":0.017277526,"about_ca_topic_score_gemma":0.0036790443,"teacher_disagreement_score":0.44462776,"about_ca_system_score_codex":0.0006635973,"about_ca_system_score_gemma":0.0021416426,"threshold_uncertainty_score":0.9975163},"labels":[],"label_agreement":null},{"id":"W2961001477","doi":"10.12688/gatesopenres.13041.1","title":"AIDS-defining causes of death from autopsy findings for HIV-positive individuals in sub-Saharan Africa in the pre- and post-ART era: A systematic review and meta-analyses","year":2019,"lang":"en","type":"review","venue":"Gates Open Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Public Health Ontario; University of Manitoba; University of Toronto; Toronto General Hospital; Centre for Global Health Research; St. Michael's Hospital","funders":"Bill and Melinda Gates Foundation","keywords":"CINAHL; Meta-analysis; Medicine; Population; Verbal autopsy; Cause of death; Autopsy; Scopus; MEDLINE; Demography; Psychological intervention; Environmental health; Pathology; Disease; Psychiatry; Biology","score_opus":0.35730417640618123,"score_gpt":0.5235855839764741,"score_spread":0.16628140757029292,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2961001477","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":[0.00019501185,0.9704968,0.0000031349184,0.00070584775,0.0000045577603,0.024796147,0.002530643,0.000005346552,0.0012625162],"genre_scores_gemma":[0.00024292666,0.9845785,0.00031911934,0.00005943037,0.000010334616,0.008164257,0.0009144966,0.000050293424,0.0056606536],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9919089,0.0039471094,0.0016630909,0.00076137425,0.0010195213,0.00069997733],"domain_scores_gemma":[0.99004304,0.008022267,0.00035800997,0.00085358124,0.0005405432,0.00018254016],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011948577,0.00042937513,0.006097272,0.0011283999,0.00014050283,0.00036533843,0.0010742432,0.00021389253,0.0002625573],"category_scores_gemma":[0.008151986,0.00022946383,0.00071605947,0.0012274672,0.00021261835,0.0002875197,0.00080651365,0.001232564,0.00008826305],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000071631235,0.0003184429,0.00017679107,0.9709058,0.008817978,0.000046656143,0.0011030124,4.9883248e-8,0.000023363835,0.00036544722,0.013770288,0.004400541],"study_design_scores_gemma":[0.0019752334,0.0037299183,0.0010959519,0.8600988,0.07304641,0.00011580553,0.00080105074,0.000023770877,0.000030396584,0.00024453542,0.058280736,0.000557433],"about_ca_topic_score_codex":0.0012418336,"about_ca_topic_score_gemma":0.00021101508,"teacher_disagreement_score":0.11080704,"about_ca_system_score_codex":0.000127382,"about_ca_system_score_gemma":0.0006060931,"threshold_uncertainty_score":0.97592777},"labels":[],"label_agreement":null},{"id":"W2963837465","doi":"10.12688/gatesopenres.13039.2","title":"Safe and effective delivery of supplemental iron to healthy older adults: The double-blind, randomized, placebo-controlled trial protocol of the Safe Iron Study","year":2021,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Iron Metabolism and Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Bill and Melinda Gates Foundation","keywords":"Adverse effect; Iron deficiency; Anemia; Physiology; Biology; Medicine; Pharmacology; Internal medicine","score_opus":0.05265360591433504,"score_gpt":0.4332243397628242,"score_spread":0.38057073384848916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2963837465","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":[0.52077526,0.00024348283,0.0000034226964,0.0018167273,0.0001624575,0.47565314,0.000041833868,0.000004391453,0.0012993036],"genre_scores_gemma":[0.5355268,0.00007548249,0.0001307621,0.00010512091,0.00014535573,0.4633627,0.000057907397,0.00003854194,0.00055730867],"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","domain_scores_codex":[0.98836124,0.006625226,0.001421107,0.0009775012,0.0019447152,0.000670231],"domain_scores_gemma":[0.9943056,0.0027342415,0.00052090705,0.0014646337,0.0007348832,0.00023969894],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.014871591,0.00044521445,0.0026125384,0.0003280981,0.00036152135,0.00020711757,0.0013109165,0.00026027212,0.000770263],"category_scores_gemma":[0.0013851463,0.00023048991,0.00045915702,0.00048451213,0.0006301377,0.0000972072,0.005039954,0.0015667062,0.000008495992],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.9827915,0.0026673162,0.001041214,0.0018179081,0.00034586043,0.000008158282,0.0073579545,0.000034153556,0.00008183221,0.00004429269,0.0011394991,0.0026702986],"study_design_scores_gemma":[0.97434825,0.0025659704,0.0023984907,0.00078862347,0.00043116306,0.000002741273,0.01828526,0.000048539576,0.00070445257,0.000028046721,0.00020344103,0.00019505131],"about_ca_topic_score_codex":0.011343893,"about_ca_topic_score_gemma":0.0012486615,"teacher_disagreement_score":0.014751576,"about_ca_system_score_codex":0.00013767031,"about_ca_system_score_gemma":0.0014362303,"threshold_uncertainty_score":0.9952397},"labels":[],"label_agreement":null},{"id":"W2972807525","doi":"10.12688/gatesopenres.13055.2","title":"Visualizing participant experiences in maternal and child nutrition studies using timeline mapping","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":2,"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 Manitoba; Health Sciences Centre","funders":"Bill and Melinda Gates Foundation","keywords":"Timeline; Thematic analysis; Psychological intervention; Medicine; Focus group; Qualitative research; Nursing; Geography","score_opus":0.9554275249976965,"score_gpt":0.7611576841699155,"score_spread":0.19426984082778098,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2972807525","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":[0.9840095,0.0075229527,0.00005166451,0.00387561,0.00021031077,0.002698701,0.000011947417,0.00004370997,0.0015755827],"genre_scores_gemma":[0.9878735,0.0047299564,0.0050316774,0.000060411705,0.0004626038,0.0016893136,0.0000051117895,0.000032992888,0.00011445095],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9873805,0.0076316027,0.000693397,0.0010054857,0.0018299477,0.0014590407],"domain_scores_gemma":[0.99715614,0.0012985222,0.00015807901,0.00032794027,0.0005364774,0.00052283594],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.024089085,0.00025364864,0.0007589822,0.0005104761,0.0013892959,0.001631786,0.0015372888,0.00023876356,0.00017489167],"category_scores_gemma":[0.008854839,0.00024712214,0.00006016141,0.0010193269,0.0017591184,0.00052476366,0.0069797565,0.0015781343,0.000031025633],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00058407674,0.00058500445,0.042702105,0.0030115384,0.00040153263,0.000616909,0.92347777,0.00017647613,0.00926628,0.008371999,0.0007675295,0.010038795],"study_design_scores_gemma":[0.0015307426,0.00031360757,0.009552535,0.0113461055,0.000040567807,0.0000056646013,0.892273,0.027583601,0.011951526,0.030458344,0.013839228,0.0011050525],"about_ca_topic_score_codex":0.013780375,"about_ca_topic_score_gemma":0.0015191141,"teacher_disagreement_score":0.03314957,"about_ca_system_score_codex":0.00047798315,"about_ca_system_score_gemma":0.00084636855,"threshold_uncertainty_score":0.9999981},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"agree"},{"id":"W2973350100","doi":"10.12688/gatesopenres.13063.2","title":"How can we make better health decisions: a Best Buy for all?","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","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 Toronto; St. Michael's Hospital","funders":"Bill and Melinda Gates Foundation","keywords":"Health care; Business; Health technology; Health policy; Public relations; International health; Public health; Global health; Best practice; Economic growth; Political science; Medicine; Economics; Nursing; Management","score_opus":0.8412947860786216,"score_gpt":0.5976887949639429,"score_spread":0.24360599111467873,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973350100","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0059344233,0.0094164545,0.0024025957,0.9613755,0.00096768,0.011553309,0.0057425764,0.000056466975,0.0025510013],"genre_scores_gemma":[0.22126566,0.043574456,0.24627088,0.33669037,0.01204835,0.04900602,0.008382855,0.001613764,0.08114763],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98923415,0.0015496722,0.004721107,0.0023541658,0.00045697094,0.0016839423],"domain_scores_gemma":[0.9882913,0.0056593907,0.0024915058,0.0020628616,0.00047518295,0.0010197602],"candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05512717,0.0004916999,0.0026851047,0.00090675,0.0007717258,0.0030318885,0.0036791025,0.0005773004,0.00039181483],"category_scores_gemma":[0.018474758,0.00059535075,0.00035187157,0.00042046705,0.00020465677,0.00035691727,0.0039139427,0.0018463846,0.0026666455],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013212005,0.00030469504,0.005103917,0.0036736021,0.0004795456,0.000008754881,0.0051930766,0.00009534876,0.0000021562935,0.09657754,0.8773627,0.011066534],"study_design_scores_gemma":[0.00095041795,0.0002872527,0.00070023444,0.00075186056,0.000005764735,0.0000027861793,0.0021009531,0.0028422761,0.000003917705,0.28723255,0.7046011,0.00052089425],"about_ca_topic_score_codex":0.013691795,"about_ca_topic_score_gemma":0.0042820424,"teacher_disagreement_score":0.6246851,"about_ca_system_score_codex":0.0021075446,"about_ca_system_score_gemma":0.0025318025,"threshold_uncertainty_score":0.99964976},"labels":[],"label_agreement":null},{"id":"W2985033522","doi":"10.12688/gatesopenres.13081.2","title":"Interventions to improve birth outcomes of pregnant women living in low- and middle-income countries: a systematic review and network meta-analysis","year":2020,"lang":"en","type":"review","venue":"Gates Open Research","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; Impact; University of British Columbia","funders":"Bill and Melinda Gates Foundation","keywords":"Medicine; Micronutrient; Meta-analysis; Psychological intervention; Low birth weight; Obstetrics; Pregnancy; Environmental health; Relative risk; Confidence interval; Nursing; Biology","score_opus":0.20417520959639154,"score_gpt":0.4582493530200554,"score_spread":0.25407414342366386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2985033522","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":[0.000036786663,0.98598903,0.000003929819,0.0015134462,0.000043049644,0.012093935,0.00026101235,0.000016025144,0.00004278174],"genre_scores_gemma":[0.00035183606,0.9943573,0.00010416533,0.0002221363,0.000022817198,0.004183162,0.000025340563,0.00005402576,0.00067922176],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9928194,0.0028319734,0.0022071667,0.0008549722,0.0006073842,0.0006790557],"domain_scores_gemma":[0.99548316,0.0024930488,0.0005746971,0.0008350671,0.00028048744,0.0003335124],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0070987274,0.00044726767,0.0095725795,0.0009438786,0.0001716146,0.0007775425,0.0013050502,0.00014223445,0.00029112122],"category_scores_gemma":[0.0015935305,0.00029457852,0.0011720201,0.0030439985,0.00012615803,0.00026566925,0.002050701,0.0006156235,0.000031076495],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013012207,0.000074403244,0.00028997095,0.9834526,0.015201804,0.00001020333,0.0004956011,5.0272604e-7,5.4673563e-9,0.000032836728,0.000052183994,0.00037683127],"study_design_scores_gemma":[0.00024211488,0.00021374377,0.000116954725,0.90010893,0.09273474,0.000007275417,0.000116508294,0.000009357828,3.1449463e-7,0.00008507669,0.0060113515,0.00035361957],"about_ca_topic_score_codex":0.00031135048,"about_ca_topic_score_gemma":0.00027647876,"teacher_disagreement_score":0.0833437,"about_ca_system_score_codex":0.00023791174,"about_ca_system_score_gemma":0.00007377615,"threshold_uncertainty_score":0.99995065},"labels":[],"label_agreement":null},{"id":"W2989524282","doi":"10.12688/gatesopenres.13083.2","title":"Interventions to improve linear growth during complementary feeding period for children aged 6-24 months living in low- and middle-income countries: a systematic review and network meta-analysis","year":2020,"lang":"en","type":"review","venue":"Gates Open Research","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; Impact; HIV Legal Network; University of British Columbia","funders":"Bill and Melinda Gates Foundation","keywords":"Micronutrient; Meta-analysis; Psychological intervention; Medicine; Malnutrition; Micronutrient deficiency; Environmental health; Pediatrics; Internal medicine","score_opus":0.18004441717669858,"score_gpt":0.44135020813573206,"score_spread":0.2613057909590335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2989524282","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":[0.00019298022,0.97242993,0.000014082661,0.0027140575,0.00006605963,0.023821328,0.00071804586,0.000032332533,0.000011175297],"genre_scores_gemma":[0.0011947027,0.99104434,0.0006698349,0.00027957762,0.00018810238,0.0059921513,0.00036966728,0.0001075999,0.00015402077],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99348694,0.0018502934,0.0020931317,0.0011813454,0.00055138895,0.00083691353],"domain_scores_gemma":[0.9967777,0.0015324083,0.00047034034,0.0005871808,0.0002808979,0.0003514316],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0058302353,0.0005673248,0.006746787,0.0009182674,0.0007408359,0.0015252308,0.00131644,0.0001426409,0.0001721634],"category_scores_gemma":[0.0010607971,0.000449022,0.0014680752,0.0022456276,0.000097261036,0.0004075703,0.002191157,0.0008370353,0.00001590491],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040678242,0.000058807782,0.000367213,0.98452145,0.014276037,0.00001050248,0.0004076495,9.783531e-7,5.1604733e-8,0.000015791331,0.00021966702,0.000081175385],"study_design_scores_gemma":[0.00085531943,0.0002389333,0.00056769117,0.8273815,0.1691015,0.000032774034,0.00016532118,0.000046963105,0.0000016596805,0.000048857226,0.00087357854,0.00068588374],"about_ca_topic_score_codex":0.0006813495,"about_ca_topic_score_gemma":0.00066365703,"teacher_disagreement_score":0.15713994,"about_ca_system_score_codex":0.00029245001,"about_ca_system_score_gemma":0.000047996542,"threshold_uncertainty_score":0.99979615},"labels":[],"label_agreement":null},{"id":"W2992581968","doi":"10.12688/gatesopenres.13082.2","title":"Interventions to improve linear growth during exclusive breastfeeding life-stage for children aged 0-6 months living in low- and middle-income countries: a systematic review with network and pairwise meta-analyses","year":2020,"lang":"en","type":"review","venue":"Gates Open Research","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; Impact; University of British Columbia","funders":"Bill and Melinda Gates Foundation","keywords":"Breastfeeding; Medicine; Psychological intervention; Randomized controlled trial; Pediatrics; Breastfeeding promotion; Maternal sensitivity; Micronutrient; Psychology; Nursing; Internal medicine; Developmental psychology","score_opus":0.18243616155446005,"score_gpt":0.4468939137578222,"score_spread":0.2644577522033622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2992581968","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":[0.00033801264,0.97184724,0.000029827475,0.0019277319,0.00005334337,0.02535804,0.00037871444,0.00004723611,0.000019843279],"genre_scores_gemma":[0.0021054556,0.98962444,0.0005611774,0.00023999337,0.00027187314,0.0066512884,0.000117956515,0.00016268471,0.0002651322],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99329543,0.0020010876,0.0018769533,0.0012667527,0.0006510831,0.0009086683],"domain_scores_gemma":[0.99527466,0.0025528048,0.0006359448,0.0006217678,0.00037180693,0.0005429924],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0045906645,0.0006971954,0.00531101,0.0006715317,0.0006726162,0.0014419828,0.0012419029,0.0001886936,0.00005806028],"category_scores_gemma":[0.002759514,0.00048105486,0.00073127646,0.001592868,0.00014442259,0.00056636526,0.001898782,0.00096569705,0.000012585778],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015904885,0.00006896692,0.00023764963,0.9968323,0.0019552924,0.000030610532,0.0003508088,0.0000029370094,1.5381453e-7,0.00001714148,0.000104987645,0.00024006651],"study_design_scores_gemma":[0.001033856,0.00033946018,0.00043476175,0.9855843,0.01141474,0.00005435656,0.00011619573,0.000042413532,0.0000050028125,0.000026271504,0.0003462205,0.00060239556],"about_ca_topic_score_codex":0.00044334822,"about_ca_topic_score_gemma":0.00023956923,"teacher_disagreement_score":0.018706752,"about_ca_system_score_codex":0.00021415346,"about_ca_system_score_gemma":0.00011451754,"threshold_uncertainty_score":0.9997641},"labels":[],"label_agreement":null},{"id":"W3000544722","doi":"10.12688/gatesopenres.13058.1","title":"Integrating tuberculosis research with public health infrastructure: Lessons on community engagement from Orizaba, Mexico","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University Health Centre","funders":"National Institute of Allergy and Infectious Diseases; National Institutes of Health; Bill and Melinda Gates Foundation","keywords":"Stakeholder; Political science; Economic growth; Socioeconomics; Public relations; Sociology","score_opus":0.600724813312938,"score_gpt":0.5355995467618752,"score_spread":0.06512526655106288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3000544722","genre_codex":"commentary","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":[0.30076185,0.0013181334,0.00026001973,0.63169795,0.00024546083,0.010815801,0.0010381943,0.0002259917,0.05363661],"genre_scores_gemma":[0.974211,0.0034818687,0.008452553,0.0051080734,0.0006823983,0.002407272,0.0047548283,0.00023888363,0.00066311524],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9421588,0.044624783,0.0014629817,0.0024908532,0.0051108357,0.004151731],"domain_scores_gemma":[0.97713965,0.011977011,0.00034172315,0.004381203,0.0030594391,0.0031009703],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","open_science","insufficient_payload"],"category_scores_codex":[0.05342363,0.0008519698,0.0024614863,0.0016649207,0.0035639077,0.0017107637,0.0055479067,0.0009013586,0.00205275],"category_scores_gemma":[0.026279341,0.0006239922,0.0002878571,0.0026150038,0.001756469,0.0002869614,0.02101849,0.04170981,0.000850593],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0057361163,0.00346373,0.08073815,0.0031005407,0.0046797493,0.0006740764,0.018279403,0.00024287726,0.0030199657,0.02241935,0.7510453,0.10660076],"study_design_scores_gemma":[0.011219607,0.029518954,0.38850665,0.013656294,0.00018160965,0.00011339202,0.066317745,0.011115798,0.0047797863,0.08125824,0.39045152,0.0028804068],"about_ca_topic_score_codex":0.11865758,"about_ca_topic_score_gemma":0.0068088905,"teacher_disagreement_score":0.67344916,"about_ca_system_score_codex":0.0031453308,"about_ca_system_score_gemma":0.008594936,"threshold_uncertainty_score":0.99992734},"labels":[],"label_agreement":null},{"id":"W3006344095","doi":"10.12688/gatesopenres.13112.2","title":"Adoption and uptake of the lateral flow urine LAM test in countries with high tuberculosis and HIV/AIDS burden: current landscape and barriers","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Pneumocystis jirovecii pneumonia detection and treatment","field":"Medicine","cited_by":40,"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; McGill University Health Centre","funders":"Bill and Melinda Gates Foundation","keywords":"Tuberculosis; Medicine; Environmental health; Human immunodeficiency virus (HIV); Developing country; Economic growth; Immunology; Pathology","score_opus":0.033441359099633625,"score_gpt":0.3254470895213674,"score_spread":0.2920057304217338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3006344095","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":[0.9879782,0.0016337078,0.0000012065502,0.007931135,0.000066683206,0.0018712729,0.00021822334,0.00001654316,0.00028299476],"genre_scores_gemma":[0.99502504,0.0040157293,0.00024678928,0.000035789315,0.000065969565,0.00021667719,0.00006758522,0.00002880072,0.00029761458],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9980193,0.00016908077,0.0003222201,0.0006134503,0.00056349585,0.00031247584],"domain_scores_gemma":[0.9988523,0.00020426475,0.00008391809,0.00037897442,0.00019733686,0.00028319625],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058759697,0.00026164702,0.0005616697,0.00020276092,0.00016176616,0.00024490687,0.00020473725,0.00014026446,0.000071845476],"category_scores_gemma":[0.00024089587,0.00016456669,0.000033492106,0.00027482476,0.00037402924,0.000086341905,0.0014138059,0.0009211539,0.0000040503633],"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":[0.0015236494,0.00015907313,0.9833665,0.0018310264,0.0002589262,0.00012655396,0.0019313953,0.000075518125,0.0014340208,0.0002192024,0.00028115782,0.008792994],"study_design_scores_gemma":[0.005429871,0.0014161377,0.98102254,0.00220629,0.00018375892,0.0001640373,0.00082864566,0.003558762,0.0015307409,0.000441464,0.0029426198,0.0002751379],"about_ca_topic_score_codex":0.00042518092,"about_ca_topic_score_gemma":0.00024085221,"teacher_disagreement_score":0.008517856,"about_ca_system_score_codex":0.00009098475,"about_ca_system_score_gemma":0.0002689825,"threshold_uncertainty_score":0.67108345},"labels":[],"label_agreement":null},{"id":"W3011363363","doi":"10.12688/gatesopenres.13115.1","title":"Piloting a surveillance system to monitor the global patterns of drug efficacy and the emergence of anthelmintic resistance in soil-transmitted helminth control programs: a Starworms study protocol","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Parasites and Host Interactions","field":"Immunology and Microbiology","cited_by":22,"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; University of Calgary","funders":"World Health Organization; Bill and Melinda Gates Foundation","keywords":"Anthelmintic; Mass drug administration; Drug resistance; Drug control; Environmental health; Efficacy; Drug; Medicine; Public health; Biology; Pharmacology; Veterinary medicine; Population; Pathology; Genetics","score_opus":0.05746084133354732,"score_gpt":0.41580565665818736,"score_spread":0.35834481532464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011363363","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":[0.8192923,0.00047010672,0.000057405945,0.0021357434,0.00014956584,0.17716452,0.0003720127,0.000022184518,0.0003361374],"genre_scores_gemma":[0.9141178,0.000018202327,0.00003338004,0.000012692289,0.000022971612,0.08559312,0.000016583854,0.000018466986,0.00016675986],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99417114,0.0033797084,0.0009618827,0.00069150404,0.0002392009,0.000556575],"domain_scores_gemma":[0.99686265,0.0013414365,0.00037712493,0.0008387293,0.00053063635,0.00004944933],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004148193,0.00028228015,0.0009266634,0.0001039056,0.00030276837,0.00015452538,0.002065032,0.0001281663,0.00004380098],"category_scores_gemma":[0.0005295051,0.00016138222,0.000102084494,0.0005536327,0.00050952495,0.00005712531,0.0016895155,0.0012001836,0.00002132107],"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":[0.03525006,0.0025325941,0.91957486,0.0035046202,0.0018315311,0.00004301118,0.025718352,0.00021529756,0.0052094385,0.0020223197,0.0005223805,0.0035755225],"study_design_scores_gemma":[0.023796724,0.0020207448,0.907208,0.007111201,0.00014340968,0.000019650115,0.053775232,0.0004481962,0.0030903893,0.00061019545,0.0010731752,0.0007030751],"about_ca_topic_score_codex":0.01996125,"about_ca_topic_score_gemma":0.015565646,"teacher_disagreement_score":0.094825506,"about_ca_system_score_codex":0.0000809981,"about_ca_system_score_gemma":0.00019665156,"threshold_uncertainty_score":0.98656493},"labels":[],"label_agreement":null},{"id":"W3020899862","doi":"10.12688/gatesopenres.13105.2","title":"Tetanus vaccine coverage in recommended and more than recommended doses among mothers in a West Cameroon health district: a cross sectional study","year":2021,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Diphtheria, Corynebacterium, and Tetanus","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Bill and Melinda Gates Foundation","keywords":"Medicine; Vaccination; Immunization; Tetanus; Pregnancy; Environmental health; Pediatrics; Immunology; Immune system","score_opus":0.07281314089794522,"score_gpt":0.4159622655547012,"score_spread":0.343149124656756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3020899862","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":[0.9936558,0.00094533735,0.00000801648,0.00094820524,0.00023265526,0.0028723343,0.00022430453,0.000011589737,0.0011017288],"genre_scores_gemma":[0.9952623,0.0015541463,0.000084831765,0.000121918085,0.0001111667,0.00067716924,0.0012721432,0.00006885657,0.0008474695],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99508816,0.0014193867,0.00075183273,0.001471555,0.0004438007,0.0008252807],"domain_scores_gemma":[0.99824274,0.00012964802,0.00021876665,0.00093978085,0.00022681202,0.00024227085],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0031987687,0.0004170803,0.0007054824,0.00029425533,0.0002085699,0.0010384639,0.0010338646,0.00038899528,0.00017445858],"category_scores_gemma":[0.00031384095,0.00041612206,0.00009626344,0.00043211787,0.00008841341,0.000027679682,0.003799865,0.001315617,0.0000031798463],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009082908,0.0011869115,0.9888567,0.00019258627,0.00017024225,0.0001452671,0.0015583852,0.00005986648,0.0015241376,0.0000034334516,0.00025444804,0.0051397798],"study_design_scores_gemma":[0.0031497425,0.0007408701,0.99036354,0.00019280592,0.000005653123,0.000018687626,0.0030852146,0.00005328616,0.0010265294,0.000107951455,0.0008547137,0.0004010306],"about_ca_topic_score_codex":0.022528417,"about_ca_topic_score_gemma":0.04808155,"teacher_disagreement_score":0.025553133,"about_ca_system_score_codex":0.00029779485,"about_ca_system_score_gemma":0.0007064159,"threshold_uncertainty_score":0.99999857},"labels":[],"label_agreement":null},{"id":"W3023835449","doi":"10.12688/gatesopenres.13127.1","title":"Impact of cigarette tax increase on health and financing outcomes in four Indian states","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Global Health Research; St. Michael's Hospital","funders":"Cancer Research UK; International Development Research Centre; Bill and Melinda Gates Foundation","keywords":"Tax revenue; Excise; Adjusted gross income; Economics; Tax policy; Revenue; Demographic economics; Demography; Medicine; Gross income; Public economics; Finance; State income tax; Tax reform","score_opus":0.18559344856590737,"score_gpt":0.46578882439146035,"score_spread":0.280195375825553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3023835449","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":[0.8336498,0.00015430502,0.0000015744127,0.16149712,0.00009616544,0.001629615,0.00012903257,0.000019951003,0.002822408],"genre_scores_gemma":[0.9815002,0.0005948912,0.00006746416,0.017084274,0.00024443603,0.00013912849,0.00023504329,0.00003873134,0.000095817086],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.996381,0.0004019762,0.0008467104,0.000688435,0.00046212765,0.0012197366],"domain_scores_gemma":[0.9978026,0.00072465884,0.00048605178,0.0005275262,0.00028092082,0.00017823307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0068736207,0.00030490587,0.001172927,0.00079052575,0.0002209835,0.0005065716,0.0011598773,0.00031814585,0.0000879249],"category_scores_gemma":[0.00524741,0.00024211344,0.00011099759,0.0006767704,0.00016397586,0.00034734025,0.0055846265,0.0020853735,0.000048860955],"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":[0.00024916438,0.000104059945,0.6700638,0.0021728482,0.00007860606,0.00004149586,0.0003282541,0.0012475527,0.0000015273663,0.0035198536,0.31727177,0.004921099],"study_design_scores_gemma":[0.0010459748,0.00030584703,0.92140245,0.00093834585,0.0000053485846,0.0000015558013,0.0006904016,0.006365755,5.5918224e-7,0.028043374,0.040852204,0.00034817203],"about_ca_topic_score_codex":0.65373623,"about_ca_topic_score_gemma":0.006409965,"teacher_disagreement_score":0.6473263,"about_ca_system_score_codex":0.0002981006,"about_ca_system_score_gemma":0.0009880515,"threshold_uncertainty_score":0.98730993},"labels":[],"label_agreement":null},{"id":"W3046115495","doi":"10.12688/gatesopenres.13152.1","title":"HIV testing amid COVID-19: community efforts to reach men who have sex with men in three Kenyan counties","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":38,"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 Manitoba","funders":"Bill and Melinda Gates Foundation","keywords":"Outreach; Government (linguistics); Kenya; Pandemic; Economic growth; Medicine; Coronavirus disease 2019 (COVID-19); Human immunodeficiency virus (HIV); Political science; Gerontology; Environmental health; Family medicine; Economics; Disease","score_opus":0.2398613958052202,"score_gpt":0.46647009799113087,"score_spread":0.22660870218591067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3046115495","genre_codex":"other","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":[0.19030479,0.00040092098,0.000728199,0.050995804,0.000015733274,0.013988555,0.00063942873,0.00018601007,0.7427406],"genre_scores_gemma":[0.81860614,0.00018635267,0.003392897,0.00079450785,0.00030162442,0.0041586407,0.00189226,0.00024412356,0.17042345],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9919018,0.0022448073,0.0008422963,0.0011069995,0.0023759953,0.0015280868],"domain_scores_gemma":[0.99240184,0.0018806662,0.00015426161,0.0022765344,0.0013084557,0.0019782411],"candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.011318672,0.00049781863,0.001268957,0.0010481701,0.0009840328,0.00114255,0.0032021222,0.00034177722,0.00092898204],"category_scores_gemma":[0.01176305,0.00041451806,0.00013640628,0.0012963214,0.00072954095,0.00026279432,0.0120289745,0.007409069,0.00032692324],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020117485,0.00072724884,0.3820183,0.003738958,0.00045327566,0.0008430384,0.007246036,0.00022574213,0.0007582814,0.00026346676,0.59700495,0.00470897],"study_design_scores_gemma":[0.022298066,0.04445594,0.3405965,0.035460908,0.0003995929,0.00033707355,0.113031685,0.22305737,0.0061394777,0.03565376,0.17416103,0.004408608],"about_ca_topic_score_codex":0.16536604,"about_ca_topic_score_gemma":0.032469504,"teacher_disagreement_score":0.6283014,"about_ca_system_score_codex":0.0014796423,"about_ca_system_score_gemma":0.003528091,"threshold_uncertainty_score":0.9999843},"labels":[],"label_agreement":null},{"id":"W3047170733","doi":"10.12688/gatesopenres.13117.1","title":"Utilizing passive sensing data to provide personalized psychological care in low-resource settings","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Community Based Research","funders":"George Washington University; Bill and Melinda Gates Foundation","keywords":"Resource (disambiguation); Computer science; Human–computer interaction; Psychology; Computer network","score_opus":0.433097466360553,"score_gpt":0.5733180772647882,"score_spread":0.1402206109042352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3047170733","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":[0.51707906,0.0025764517,0.000103896695,0.12873767,0.0023359866,0.024134168,0.0050767865,0.0003722353,0.31958374],"genre_scores_gemma":[0.9858184,0.000007664571,0.003570537,0.0022954682,0.00027319606,0.00079255085,0.0024841612,0.00013311692,0.0046249162],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9913487,0.0021439148,0.0010327591,0.0029231005,0.0010176102,0.0015339482],"domain_scores_gemma":[0.9952908,0.00078336225,0.00022382944,0.002658198,0.00035556388,0.0006882024],"candidate_categories":["metaepi_narrow","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["open_science"],"category_scores_codex":[0.0028667105,0.00043711616,0.00080004416,0.00050246035,0.00030660006,0.0012024445,0.0058022216,0.0004985886,0.0008191698],"category_scores_gemma":[0.0017851443,0.00043933705,0.00014848694,0.0009166791,0.0003460879,0.00024670438,0.025437482,0.003662117,0.0022096317],"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":[0.0059428676,0.0020376218,0.0017123339,0.0040887687,0.00036423936,0.0039258357,0.03982137,0.00003816856,0.00031592546,0.007293196,0.3693171,0.5651426],"study_design_scores_gemma":[0.0076364046,0.0044920105,0.018981209,0.027608125,0.00007868885,0.00019438606,0.15340562,0.0015476607,0.0007605402,0.01270325,0.7696546,0.0029375127],"about_ca_topic_score_codex":0.0029345409,"about_ca_topic_score_gemma":0.0008342924,"teacher_disagreement_score":0.5622051,"about_ca_system_score_codex":0.0006880257,"about_ca_system_score_gemma":0.0003120696,"threshold_uncertainty_score":0.9998344},"labels":[],"label_agreement":null},{"id":"W3082407253","doi":"10.12688/gatesopenres.12958.1","title":"An open toolkit for tracking open science partnership implementation and impact","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Research Data Management Practices","field":"Computer Science","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":"Montreal Clinical Research Institute; Montreal Neurological Institute and Hospital; McGill University","funders":"UK Research and Innovation; Wellcome Trust; Wellcome; Bill and Melinda Gates Foundation","keywords":"General partnership; Government (linguistics); Open data; Public relations; Open science; Construct (python library); Intellectual property; Variety (cybernetics); Tracking (education); Best practice; Open government; Knowledge management; Business; Order (exchange); Productivity; Political science; Sociology; Computer science; Economic growth","score_opus":0.6079915768448759,"score_gpt":0.6414768105971932,"score_spread":0.03348523375231727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3082407253","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":[0.30577275,0.0011378669,0.2105014,0.060099274,0.0016808402,0.21928859,0.0016625553,0.00040074214,0.19945596],"genre_scores_gemma":[0.92788285,0.0006653098,0.06098221,0.00023492097,0.00013012024,0.0040605506,0.0006175903,0.00007038727,0.005356054],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9900006,0.0017164472,0.0006085882,0.0033604775,0.002449698,0.0018641677],"domain_scores_gemma":[0.9903807,0.0016057363,0.00040924008,0.0054091336,0.0015475728,0.00064758724],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science"],"consensus_categories":["scholarly_communication","open_science"],"category_scores_codex":[0.066140585,0.00037660153,0.000594252,0.00096745545,0.0016338312,0.30779967,0.09831093,0.00014220807,0.00013152244],"category_scores_gemma":[0.002250792,0.00033088378,0.000054030825,0.0016387108,0.00052933575,0.16154526,0.21115242,0.0012201931,0.00005721602],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000905588,0.00071860966,0.023366805,0.00094435096,0.0003532137,0.000060150138,0.0027774328,0.0007192491,0.004111173,0.64349526,0.02911652,0.29343164],"study_design_scores_gemma":[0.0145554,0.012112703,0.25873327,0.001940209,0.00012979179,0.00005324302,0.015091849,0.19610023,0.02102206,0.24896768,0.22592603,0.005367529],"about_ca_topic_score_codex":0.019326013,"about_ca_topic_score_gemma":0.0011324686,"teacher_disagreement_score":0.62211007,"about_ca_system_score_codex":0.0005911571,"about_ca_system_score_gemma":0.004932279,"threshold_uncertainty_score":0.99991435},"labels":[],"label_agreement":null},{"id":"W3084816459","doi":"10.12688/gatesopenres.13158.2","title":"Mapping virtual platforms to estimate the population size of men who have sex with men (MSM) who use internet to find sexual partners: implications to enhance HIV prevention among MSM in Kenya","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":15,"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 Manitoba","funders":"Bill and Melinda Gates Foundation","keywords":"Men who have sex with men; The Internet; Psychological intervention; Population; Demography; Human immunodeficiency virus (HIV); Geography; Psychology; Medicine; Computer science; Virology; Sociology; World Wide Web; Psychiatry","score_opus":0.1156975499073345,"score_gpt":0.4734349135538413,"score_spread":0.3577373636465068,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3084816459","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":[0.9532278,0.000023932094,0.007121976,0.01573533,0.000010214149,0.011289633,0.00026658137,0.00003712136,0.012287386],"genre_scores_gemma":[0.76909304,0.000015408476,0.0019353231,0.00008035951,0.00008840524,0.003052052,0.0006020425,0.00006831935,0.22506508],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99516356,0.00043583682,0.0009906426,0.0011831011,0.0013001611,0.00092670816],"domain_scores_gemma":[0.9963627,0.000618366,0.00019999844,0.0013213494,0.0007288845,0.0007687357],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0030558098,0.00036306615,0.00080686255,0.00085588987,0.00021727945,0.0007122555,0.0016239908,0.00021686906,0.00035060284],"category_scores_gemma":[0.0029105581,0.000270262,0.00011500966,0.0014006383,0.00017455115,0.0005218146,0.0044875857,0.0015487103,0.00017081431],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0046263644,0.0010863674,0.34100422,0.0014766178,0.0010902869,0.000068231595,0.040128715,0.007528977,0.015385964,0.0016137959,0.5385425,0.04744798],"study_design_scores_gemma":[0.001550771,0.0075448947,0.89995813,0.008022225,0.00005885232,0.000010437654,0.01158753,0.057596307,0.008208654,0.0013531448,0.0034558533,0.00065320637],"about_ca_topic_score_codex":0.011847473,"about_ca_topic_score_gemma":0.007082398,"teacher_disagreement_score":0.5589539,"about_ca_system_score_codex":0.0005532508,"about_ca_system_score_gemma":0.0004456313,"threshold_uncertainty_score":0.99997497},"labels":[],"label_agreement":null},{"id":"W3088302651","doi":"10.12688/gatesopenres.13172.2","title":"Whole blood genome-wide transcriptome profiling and metagenomics next-generation sequencing in young infants with suspected sepsis in a low-and middle-income country: A study protocol","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":8,"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; Simon Fraser University; Children's & Women's Health Centre of British Columbia; Université Laval; BC Children's Hospital","funders":"National Heart, Lung, and Blood Institute; University of British Columbia; Grand Challenges Canada; Michael Smith Health Research BC; BC Children's Hospital; Children's Hospital Foundation; Bill and Melinda Gates Foundation","keywords":"Sepsis; Metagenomics; Epidemiology; Omics; Neonatal sepsis; Biology; Transcriptome; Medicine; Bioinformatics; Immunology; Genetics; Internal medicine; Gene","score_opus":0.1789205564059617,"score_gpt":0.39106639308007596,"score_spread":0.21214583667411427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3088302651","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":[0.87236065,0.00011337262,0.0000098055825,0.00032905085,0.000025908674,0.12671189,0.00005872591,0.000030861298,0.00035974575],"genre_scores_gemma":[0.90838563,0.00006141139,0.00107527,0.000041786057,0.000078302495,0.089907385,0.00013061035,0.00006081205,0.0002588064],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9968207,0.00043058643,0.0006361471,0.0009709347,0.00059755787,0.00054405973],"domain_scores_gemma":[0.99884236,0.00010609639,0.00011620794,0.00039919288,0.00028980058,0.00024636483],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0019167563,0.0003403615,0.0007897762,0.0006474507,0.0001829119,0.0007946072,0.00033808575,0.00017905378,0.00003165492],"category_scores_gemma":[0.00018983868,0.00028140147,0.000032222128,0.00081394316,0.00013875427,0.00033718787,0.0010967741,0.0017263327,0.000005615809],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027255379,0.0008083024,0.780261,0.006460902,0.0005874424,0.0018448734,0.011679462,0.00044480778,0.19501585,0.000055390847,0.000002214149,0.00011420506],"study_design_scores_gemma":[0.035020232,0.0058596767,0.87708396,0.012324917,0.0005862031,0.0005123216,0.013633974,0.021143436,0.030324448,0.0015266449,0.00019671622,0.0017874757],"about_ca_topic_score_codex":0.01936628,"about_ca_topic_score_gemma":0.019452285,"teacher_disagreement_score":0.1646914,"about_ca_system_score_codex":0.0004844837,"about_ca_system_score_gemma":0.0009125601,"threshold_uncertainty_score":0.9999638},"labels":[],"label_agreement":null},{"id":"W3090701129","doi":"10.12688/gatesopenres.13155.2","title":"Metabolic gestational age assessment in low resource settings: a validation protocol","year":2021,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Birth, Development, and Health","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Bruyère; University of Ottawa; Newborn Screening Ontario; Children's Hospital of Eastern Ontario","funders":"Bill and Melinda Gates Foundation","keywords":"Gestational age; Medicine; Population; Birth weight; Low birth weight; Pediatrics; Newborn screening; Estimation; Obstetrics; Pregnancy; Environmental health","score_opus":0.15988254539545277,"score_gpt":0.5069134566042636,"score_spread":0.3470309112088108,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3090701129","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20062412,0.0002535866,0.00018246136,0.03944358,0.00021483675,0.5605824,0.000109815184,0.00013653851,0.19845264],"genre_scores_gemma":[0.094950646,0.0037776064,0.07311936,0.0022002761,0.0006555014,0.813725,0.006502038,0.00020431928,0.004865249],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9942685,0.0013026489,0.00080348214,0.00101158,0.0018205955,0.00079321273],"domain_scores_gemma":[0.99758565,0.00030010994,0.00021099222,0.00076811237,0.00081748894,0.0003176361],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008781189,0.00026971244,0.000731974,0.0006409294,0.00024488827,0.0007943785,0.0007317194,0.00035906368,0.0010028895],"category_scores_gemma":[0.0006303074,0.0002514333,0.00008155134,0.00073082076,0.00012249583,0.00015552991,0.0025675122,0.0032627853,0.00006533192],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005228014,0.012342882,0.4292673,0.062144738,0.0018051566,0.007965004,0.0427383,0.0013392181,0.0118024815,0.18736792,0.12036438,0.1176346],"study_design_scores_gemma":[0.008067772,0.0003656378,0.8546782,0.010527917,0.000043903485,0.000052534895,0.004225316,0.001643888,0.0074884607,0.027919218,0.08417798,0.0008091674],"about_ca_topic_score_codex":0.0013721295,"about_ca_topic_score_gemma":0.00032579014,"teacher_disagreement_score":0.4254109,"about_ca_system_score_codex":0.0006632949,"about_ca_system_score_gemma":0.008677558,"threshold_uncertainty_score":0.9999938},"labels":[],"label_agreement":null},{"id":"W3092141437","doi":"10.12688/gatesopenres.13183.2","title":"Seroepidemiology of maternally-derived antibody against Group B Streptococcus (GBS) in Mulago/Kawempe Hospitals Uganda - PROGRESS GBS","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Infection and Immunity","funders":"London School of Hygiene and Tropical Medicine; Johns Hopkins University; St. George's, University of London; Medical Research Council; Bill and Melinda Gates Foundation","keywords":"Streptococcus agalactiae; Group B; Antibody; Streptococcus; Medicine; Group A; Virology; Immunology; Biology; Internal medicine; Genetics; Bacteria","score_opus":0.13747054186824031,"score_gpt":0.4775218486967937,"score_spread":0.3400513068285534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3092141437","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":[0.983902,0.00098515,0.00003385632,0.005405236,0.00037051868,0.005911164,0.00028775065,0.00007798168,0.0030263378],"genre_scores_gemma":[0.99356157,0.0018157861,0.001004,0.00024138077,0.00022853454,0.0010491253,0.0010142771,0.00009119653,0.0009941594],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9949482,0.00091024087,0.0011763662,0.001203856,0.00078395044,0.0009773732],"domain_scores_gemma":[0.9971308,0.00039992738,0.00036576236,0.0010079272,0.0006457207,0.0004498296],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002670983,0.00046353435,0.0016302973,0.00055912515,0.00012784006,0.00020870953,0.001484048,0.00053020724,0.00047232708],"category_scores_gemma":[0.0007157036,0.00038667995,0.0002450265,0.00053403596,0.0006665642,0.00018441035,0.006386867,0.0024166515,0.00019202215],"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":[0.001477914,0.00087625155,0.8299191,0.004227619,0.00056443975,0.0018221511,0.000663764,0.00006811287,0.15004905,0.0010419174,0.0015759541,0.0077137514],"study_design_scores_gemma":[0.004217798,0.0019772754,0.91039044,0.005708748,0.00008010301,0.00006042911,0.00045063678,0.0007344859,0.06173123,0.008225971,0.0056848642,0.00073799276],"about_ca_topic_score_codex":0.0068972404,"about_ca_topic_score_gemma":0.00028633449,"teacher_disagreement_score":0.08831782,"about_ca_system_score_codex":0.00021212998,"about_ca_system_score_gemma":0.00049441034,"threshold_uncertainty_score":0.9998848},"labels":[],"label_agreement":null},{"id":"W3093022449","doi":"10.12688/gatesopenres.13184.1","title":"Using developmental evaluation to implement an oral pre-exposure prophylaxis (PrEP) project in Kenya","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Institute of Circulatory and Respiratory Health; Gilead Sciences; Bill and Melinda Gates Foundation","keywords":"Operationalization; Best practice; Christian ministry; Service (business); Resource (disambiguation); Medicine; Medical education; Knowledge management; Computer science; Public relations; Business; Engineering; Political science; Marketing","score_opus":0.5115093207785275,"score_gpt":0.5898293447383612,"score_spread":0.07832002395983373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093022449","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":[0.9606739,0.00019648805,0.00020391634,0.0022024594,0.00006446464,0.025293747,0.00022276284,0.00004295907,0.011099261],"genre_scores_gemma":[0.96743906,0.00004618886,0.022537747,0.00006495812,0.00018753945,0.004367223,0.0013911721,0.00008341418,0.003882717],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99118966,0.0022197769,0.0009047974,0.0014028786,0.0030085659,0.0012743257],"domain_scores_gemma":[0.9966427,0.00009331856,0.000096985525,0.00084130414,0.0016569898,0.0006687004],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.011350398,0.00034355448,0.0006793314,0.0012452414,0.00032192102,0.00080804934,0.0014702986,0.00027022083,0.0029038652],"category_scores_gemma":[0.0027007472,0.00030868617,0.00015468174,0.0014277598,0.00010271296,0.00042227388,0.0073506497,0.0023077514,0.00023322865],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.009227334,0.005224276,0.20024632,0.0050952956,0.001137491,0.00069353136,0.025243714,0.000489871,0.07838512,0.00038727326,0.088400416,0.58546937],"study_design_scores_gemma":[0.024974905,0.10213286,0.4799187,0.018705683,0.00037112786,0.00024398012,0.03625377,0.22521375,0.048364867,0.007015072,0.052874282,0.0039310227],"about_ca_topic_score_codex":0.022019915,"about_ca_topic_score_gemma":0.006146216,"teacher_disagreement_score":0.5815383,"about_ca_system_score_codex":0.00246689,"about_ca_system_score_gemma":0.007963906,"threshold_uncertainty_score":0.999994},"labels":[],"label_agreement":null},{"id":"W3095886334","doi":"10.12688/gatesopenres.13131.1","title":"External validation of ELASTIC NET regression models including newborn metabolomic markers for postnatal gestational age estimation in East and South-East Asian infants","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Birth, Development, and Health","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Newborn Screening Ontario; Children's Hospital of Eastern Ontario; Ontario Stroke Network; Ottawa Hospital; University of Ottawa","funders":"Bill and Melinda Gates Foundation","keywords":"Gestational age; Medicine; Birth weight; Population; Cohort; Obstetrics; Low birth weight; Pregnancy; Biology; Internal medicine; Environmental health; Genetics","score_opus":0.212059130928545,"score_gpt":0.43919641003767906,"score_spread":0.22713727910913406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3095886334","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":[0.9709923,0.00039276504,0.01588563,0.0042345435,0.00016356619,0.0056651593,0.0004371666,0.00002579593,0.0022030524],"genre_scores_gemma":[0.9320704,0.0010389388,0.06486368,0.000047897105,0.00007142453,0.00029295904,0.0015337447,0.000043234784,0.000037773043],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99693954,0.00033334852,0.00072206964,0.00067853095,0.00086813845,0.0004583738],"domain_scores_gemma":[0.99848545,0.00020302754,0.0003218361,0.00027423844,0.00043044766,0.00028497796],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002761386,0.00024358052,0.0006305859,0.0006048906,0.00019338491,0.0001932137,0.0003912911,0.00026731554,0.000047573707],"category_scores_gemma":[0.0008026335,0.00022225844,0.000054559034,0.00028941326,0.00014149239,0.00031532592,0.0013357878,0.0009938203,0.000007749644],"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":[0.084355414,0.0019602908,0.26681864,0.048186988,0.0018186938,0.0010671902,0.1669083,0.044667542,0.05022227,0.096991375,0.0060948036,0.2309085],"study_design_scores_gemma":[0.006226892,0.00045101426,0.4993629,0.0073492336,0.000091133006,0.00004955634,0.0033016643,0.34723482,0.0011056563,0.1343603,0.000025568348,0.00044127926],"about_ca_topic_score_codex":0.0005026525,"about_ca_topic_score_gemma":0.00007271846,"teacher_disagreement_score":0.30256727,"about_ca_system_score_codex":0.00023555545,"about_ca_system_score_gemma":0.0015427943,"threshold_uncertainty_score":0.90634364},"labels":[],"label_agreement":null},{"id":"W3110560300","doi":"","title":"Interventions to improve birth outcomes of pregnant women living in low- and middle-income countries: a systematic review and network meta-analysis [version 2; peer review: 1 approved, 2 approved with reservations]","year":2019,"lang":"en","type":"review","venue":"Gates Open Research","topic":"Global Maternal and Child Health","field":"Medicine","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":"McMaster University; Impact; University of British Columbia","funders":"","keywords":"Psychological intervention; Meta-analysis; Systematic review; Peer review; Medicine; Low and middle income countries; Developing country; MEDLINE; Political science; Economic growth; Economics; Nursing; Law","score_opus":0.20386810442090889,"score_gpt":0.451934131266644,"score_spread":0.24806602684573512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3110560300","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":[0.00008952174,0.97242033,0.0000037964362,0.0042737704,0.00001931746,0.022750821,0.0002472151,0.000011144016,0.00018405826],"genre_scores_gemma":[0.00003498879,0.9729781,0.0002765083,0.00071661023,0.000014181002,0.0038312802,0.00008347106,0.00004683356,0.02201804],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99275815,0.0017367563,0.0022693544,0.00091649895,0.0015337655,0.0007854446],"domain_scores_gemma":[0.9944422,0.0011245391,0.00092410634,0.0014343183,0.0016640843,0.0004107093],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01579717,0.0005079088,0.010717226,0.00064352044,0.00014860212,0.00018076788,0.00088565354,0.00016574768,0.00025211723],"category_scores_gemma":[0.0029595408,0.00027452383,0.0008070298,0.002646368,0.00012445915,0.00021365071,0.0015510673,0.00075279013,0.00005113133],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031949898,0.00010283805,0.001173727,0.98385197,0.013964706,0.000009678564,0.000114504335,6.869335e-7,9.814625e-9,0.00006021463,0.0005626404,0.00012704778],"study_design_scores_gemma":[0.00033398718,0.00050183025,0.00045811178,0.8917438,0.08745823,0.000018532557,0.00013429906,0.000007182463,3.281166e-8,0.000013607605,0.01908507,0.00024532474],"about_ca_topic_score_codex":0.0010787365,"about_ca_topic_score_gemma":0.00033665312,"teacher_disagreement_score":0.092108205,"about_ca_system_score_codex":0.00034894646,"about_ca_system_score_gemma":0.00045185856,"threshold_uncertainty_score":0.9999707},"labels":[],"label_agreement":null},{"id":"W3127360888","doi":"10.12688/gatesopenres.13221.2","title":"Proceedings of an expert workshop on community agreement for gene drive research in Africa - Co-organised by KEMRI, PAMCA and Target Malaria","year":2021,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"Open Philanthropy Project; World Health Organization; Silicon Valley Community Foundation; Bill and Melinda Gates Foundation","keywords":"Malaria; Gene drive; Medical research; Political science; Biotechnology; Biology; Gene; Immunology; Genetics","score_opus":0.12697424514933703,"score_gpt":0.4605490228737494,"score_spread":0.33357477772441235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3127360888","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":[0.9911454,0.0024631324,0.00012551459,0.00061215844,0.000048839975,0.0027247348,0.0002135525,0.0000053842805,0.0026613134],"genre_scores_gemma":[0.9892125,0.0019902275,0.0055442727,0.00002489502,0.00010109978,0.00094534486,0.0013645827,0.000060872448,0.00075620506],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99711907,0.00041347006,0.0003675885,0.0007769323,0.0005845079,0.0007384346],"domain_scores_gemma":[0.99798423,0.00021036925,0.00006237726,0.0007092357,0.00082179025,0.00021199539],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0054254285,0.0002516405,0.000406656,0.000229154,0.00027735048,0.0003781906,0.0014156606,0.00046743065,0.000050169583],"category_scores_gemma":[0.0004482956,0.0002586518,0.000059626,0.00026783062,0.00024563176,0.000009613431,0.003827569,0.0014566595,0.0000013156958],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004950385,0.0005587003,0.00047002392,0.00040267268,0.00010229618,0.0000047549483,0.0028978854,0.00012580762,0.98142403,0.000044913795,0.012209786,0.0012640898],"study_design_scores_gemma":[0.0010450577,0.0009269061,0.0012729041,0.00035478637,0.000004939305,0.0000023445323,0.009587266,0.00051558076,0.9789719,0.00040278336,0.006608056,0.00030745752],"about_ca_topic_score_codex":0.0007902197,"about_ca_topic_score_gemma":0.00013476291,"teacher_disagreement_score":0.00668938,"about_ca_system_score_codex":0.0000843989,"about_ca_system_score_gemma":0.00026295905,"threshold_uncertainty_score":0.9999866},"labels":[],"label_agreement":null},{"id":"W3160956157","doi":"10.12688/gatesopenres.13246.1","title":"Interventions to improve neurodevelopmental outcomes of children born moderate to late preterm: a systematic review protocol","year":2021,"lang":"en","type":"review","venue":"Gates Open Research","topic":"Infant Development and Preterm Care","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Bill and Melinda Gates Foundation","keywords":"CINAHL; Psychological intervention; Premature birth; Pediatrics; Medicine; Obstetrics; Pregnancy; Gestation; Biology; Nursing","score_opus":0.14833485523923065,"score_gpt":0.49546487039506826,"score_spread":0.34713001515583763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3160956157","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":[0.000021882597,0.50620794,0.0000022174524,0.00030734195,0.000077495664,0.4908343,0.0004964281,0.000028602963,0.0020237789],"genre_scores_gemma":[0.0000035730736,0.49989545,0.0018402692,0.0003679387,0.000027255834,0.49087387,0.0011590222,0.00011240281,0.0057202056],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9933119,0.0013478249,0.002361808,0.0010160852,0.0011855213,0.000776861],"domain_scores_gemma":[0.99633604,0.00028741074,0.00045023768,0.0014367499,0.0010231992,0.00046634043],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0038251558,0.00060468045,0.005360504,0.00065421005,0.00018381113,0.00035278616,0.0016733307,0.00021225409,0.00042744976],"category_scores_gemma":[0.0017301356,0.00042173956,0.0009179074,0.0013655003,0.000054542295,0.00016344721,0.0031602199,0.0008985255,0.00020042394],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045678873,0.000056158802,0.00009119963,0.9781576,0.0006170647,0.00006788556,0.00022521132,5.9106064e-8,0.0000014828074,0.00001623015,0.0030611982,0.017660268],"study_design_scores_gemma":[0.0006653189,0.00037589215,0.00011015266,0.95521766,0.0009789298,0.000093414266,0.000011889074,0.0000010016018,0.000031763357,0.000006256858,0.04199128,0.0005164496],"about_ca_topic_score_codex":0.00005515407,"about_ca_topic_score_gemma":0.000012036466,"teacher_disagreement_score":0.03893008,"about_ca_system_score_codex":0.00028578655,"about_ca_system_score_gemma":0.0015678116,"threshold_uncertainty_score":0.99982345},"labels":[],"label_agreement":null},{"id":"W3163534500","doi":"10.12688/gatesopenres.13224.1","title":"Assessing fitness-for-purpose and comparing the suitability of COVID-19 multi-country models for local contexts and users","year":2021,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"Department for International Development; Imperial College London; Department for International Development, UK Government; London School of Hygiene and Tropical Medicine; Institute for Health Metrics and Evaluation; Thailand Research Fund; Rockefeller Foundation; Bill and Melinda Gates Foundation","keywords":"Coronavirus disease 2019 (COVID-19); Computer science; Data science; Pandemic; Medicine","score_opus":0.7720490725981636,"score_gpt":0.6074915696932709,"score_spread":0.16455750290489268,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3163534500","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":[0.68061155,0.0054623736,0.2969866,0.005405889,0.00010578183,0.010903021,0.0002862004,0.00004976815,0.00018877983],"genre_scores_gemma":[0.9785638,0.00036915817,0.018908873,0.00021534094,0.00003774961,0.0017257675,0.0000537143,0.000037497393,0.00008809165],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9953983,0.0014201754,0.00085370167,0.0011132681,0.0004954902,0.000719064],"domain_scores_gemma":[0.95305145,0.044519983,0.0003148549,0.00089235796,0.0009725761,0.000248808],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.019303085,0.00033998062,0.0014620724,0.00008502254,0.0009165903,0.0008852948,0.0011995075,0.0003544888,0.0000148830395],"category_scores_gemma":[0.04264458,0.00023134111,0.00014609302,0.00018035405,0.0017750262,0.00027119563,0.007827261,0.0009955448,2.424391e-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":[0.0036851906,0.0023430726,0.5980988,0.09974085,0.0027834221,0.000048359336,0.030203871,0.055744614,0.0005781765,0.17425261,0.008959793,0.023561204],"study_design_scores_gemma":[0.0027125722,0.0001244481,0.013335523,0.0008558353,0.00012299708,0.0000042372217,0.014063447,0.46441686,0.00014579462,0.5029842,0.00074774533,0.0004863155],"about_ca_topic_score_codex":0.006438537,"about_ca_topic_score_gemma":0.00408675,"teacher_disagreement_score":0.5847633,"about_ca_system_score_codex":0.0003746313,"about_ca_system_score_gemma":0.00076595676,"threshold_uncertainty_score":0.9756121},"labels":[],"label_agreement":null},{"id":"W3168737555","doi":"10.12688/gatesopenres.13237.1","title":"Identification of thresholds for accuracy comparisons of heart rate and respiratory rate in neonates","year":2021,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","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 British Columbia","funders":"Bill and Melinda Gates Foundation","keywords":"Repeatability; Respiratory rate; Interquartile range; Heart rate; Medicine; Internal medicine; Statistics; Mathematics; Blood pressure","score_opus":0.15963254764790644,"score_gpt":0.420058965472308,"score_spread":0.26042641782440157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3168737555","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":[0.99256057,0.003961698,0.00043620841,0.00013641565,0.0002646205,0.0022545643,0.000103225444,0.000023907502,0.00025882028],"genre_scores_gemma":[0.9977267,0.0004716537,0.0009796324,0.000004438996,0.000056998473,0.00059804495,0.00005390146,0.000057663587,0.00005096615],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99758834,0.00041152127,0.00078452914,0.0004837273,0.00031557083,0.00041633027],"domain_scores_gemma":[0.99668777,0.0017528738,0.0001353506,0.0006737058,0.0006607461,0.00008955697],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004898136,0.00020809537,0.0006196532,0.00045188062,0.00007188438,0.00033665771,0.00085641915,0.00022237824,0.000017595761],"category_scores_gemma":[0.0011634163,0.00023261113,0.00007443696,0.0004712312,0.00018188827,0.00030327667,0.0017124199,0.00077017245,0.000003756623],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007050424,0.000053926666,0.040810544,0.0021380573,0.00007545781,0.0000051359025,0.0004346449,0.008013772,0.94669014,0.00017942007,0.0008678453,0.00066055905],"study_design_scores_gemma":[0.0005941592,0.00005667623,0.06268579,0.00101358,0.000011464141,5.8298104e-7,0.0007368393,0.00303841,0.9294107,0.0017313908,0.00047915048,0.00024124721],"about_ca_topic_score_codex":0.00056102837,"about_ca_topic_score_gemma":0.00022515317,"teacher_disagreement_score":0.021875242,"about_ca_system_score_codex":0.00012167958,"about_ca_system_score_gemma":0.0002357076,"threshold_uncertainty_score":0.94856066},"labels":[],"label_agreement":null},{"id":"W3182188484","doi":"10.12688/gatesopenres.13304.2","title":"A multi-center, adaptive, randomized, platform trial to evaluate the effect of repurposed medicines in outpatients with early coronavirus disease 2019 (COVID-19) and high-risk for complications: the TOGETHER master trial protocol","year":2021,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; McMaster University","funders":"Rainwater Charitable Foundation; Fast Grants; Bill and Melinda Gates Foundation","keywords":"Medicine; Randomized controlled trial; Interim analysis; Clinical endpoint; Clinical trial; Placebo; Surrogate endpoint; Adverse effect; Internal medicine; Intensive care medicine; Alternative medicine; Pathology","score_opus":0.3580817163623536,"score_gpt":0.5610205126817674,"score_spread":0.20293879631941386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3182188484","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3399494,0.00020742415,0.0006983435,0.01583694,0.00013837339,0.64268965,0.00042424028,0.000018587849,0.0000370623],"genre_scores_gemma":[0.24294534,0.00022810575,0.0009455756,0.0006828954,0.00022420312,0.7541515,0.00014024776,0.00007758894,0.0006045365],"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","domain_scores_codex":[0.98720914,0.0064276317,0.0015647662,0.001438729,0.002533669,0.0008260478],"domain_scores_gemma":[0.9308605,0.063998386,0.00053327525,0.0021995637,0.0016187738,0.0007894628],"candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03221597,0.0005161643,0.0022945676,0.00037307388,0.0004828256,0.0003348014,0.0016556438,0.000220613,0.00007703904],"category_scores_gemma":[0.15558615,0.00022764214,0.0003848494,0.0005712178,0.0017663748,0.00012302713,0.0051426725,0.001898507,0.00000993121],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.97451735,0.0011903113,0.011954995,0.0016997078,0.00084285054,0.00002357459,0.0012073601,0.00014195428,0.000010619066,0.000017954053,0.0003408297,0.008052493],"study_design_scores_gemma":[0.9629165,0.014614631,0.013184735,0.002121929,0.000409999,5.4443706e-7,0.00020707888,0.0040025506,0.000032063777,0.00058024103,0.0016923837,0.00023737641],"about_ca_topic_score_codex":0.014128806,"about_ca_topic_score_gemma":0.0011526461,"teacher_disagreement_score":0.12337018,"about_ca_system_score_codex":0.000422469,"about_ca_system_score_gemma":0.0026558682,"threshold_uncertainty_score":0.9965373},"labels":[],"label_agreement":null},{"id":"W4200268628","doi":"10.12688/gatesopenres.13472.1","title":"Investigating neutrophil cell death in TB pathogenesis","year":2021,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Neutrophil, Myeloperoxidase and Oxidative Mechanisms","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Infection and Immunity","funders":"Division of Research Capacity Development; Medical Research Council; Wellcome; South African Medical Research Council; Wellcome Trust; Bill and Melinda Gates Foundation","keywords":"Neutrophil extracellular traps; Pathogenesis; Immunology; Programmed cell death; Mycobacterium tuberculosis; Tuberculosis; Disease; Biology; Pathological; Medicine; Inflammation; Pathology; Genetics; Apoptosis","score_opus":0.14817362635284267,"score_gpt":0.37358602787486683,"score_spread":0.22541240152202416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200268628","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":[0.9820321,0.005721943,0.000016764068,0.0010820383,0.000572737,0.0019483408,0.00012439532,0.000049848277,0.008451831],"genre_scores_gemma":[0.98749894,0.0013212953,0.0020400735,0.00032513324,0.00009472985,0.00090469007,0.001204812,0.000107339874,0.006502962],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9925329,0.0034331116,0.0007418572,0.0016681607,0.00022863976,0.001395329],"domain_scores_gemma":[0.9971453,0.0005600151,0.00020053209,0.0013911065,0.0005847445,0.00011827925],"candidate_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0032506492,0.00053151435,0.0010020287,0.00061390776,0.0005103571,0.00060263503,0.002825587,0.0009807546,0.0016203029],"category_scores_gemma":[0.00037916497,0.00050484814,0.00017927439,0.0007198415,0.00035823166,0.0002156255,0.01134989,0.0038697848,0.0009946962],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006286996,0.00032397136,0.007542978,0.00025689474,0.000103413586,0.00033729582,0.00075028837,0.00008320646,0.98616266,0.001551631,0.00106505,0.0017597409],"study_design_scores_gemma":[0.0016917615,0.00024855326,0.016346127,0.00092038384,0.000032790937,0.000030890453,0.0017428421,0.000026617638,0.9680959,0.005901215,0.0041981256,0.00076481514],"about_ca_topic_score_codex":0.004769208,"about_ca_topic_score_gemma":0.00045833437,"teacher_disagreement_score":0.018066783,"about_ca_system_score_codex":0.00026698786,"about_ca_system_score_gemma":0.0011827445,"threshold_uncertainty_score":0.99978316},"labels":[],"label_agreement":null},{"id":"W4214810969","doi":"10.12688/gatesopenres.13557.1","title":"Protocol for the Birth Asphyxia in African Newborns (Baby BRAiN) Study: a Neonatal Encephalopathy Feasibility Cohort Study","year":2022,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Neonatal and fetal brain pathology","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; Philips (Canada)","funders":"Medical Research Council; University College Cork; McGill University Health Centre; McGill University","keywords":"Medicine; Pediatrics; Perinatal asphyxia; Cohort; Encephalopathy; Bayley Scales of Infant Development; Asphyxia; Psychiatry; Internal medicine; Psychomotor learning","score_opus":0.20030917484547345,"score_gpt":0.4880128811115154,"score_spread":0.28770370626604197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214810969","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2979402,0.00005765256,0.000018292587,0.004531369,0.00015562709,0.69280756,0.00030204322,0.000058640955,0.0041286605],"genre_scores_gemma":[0.44321847,0.0000021927606,0.00014815979,0.00013390323,0.0001245431,0.5514712,0.000083976265,0.00006319624,0.0047543836],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98998606,0.0030115538,0.0010529307,0.0024531523,0.0021941867,0.0013021267],"domain_scores_gemma":[0.99290454,0.0029867385,0.00024204192,0.002878759,0.0006569641,0.00033094382],"candidate_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.019818053,0.0005672599,0.0013773608,0.0005353663,0.00080004445,0.00039826392,0.0037927467,0.0002391509,0.0015868498],"category_scores_gemma":[0.0032203782,0.00038858867,0.0002547664,0.0013766759,0.00064456364,0.00015221936,0.015780274,0.004433931,0.000047095637],"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":[0.0100135505,0.007481754,0.94837844,0.0006879345,0.0003412087,0.0014410478,0.010245235,0.000035086825,0.000054469154,0.00013807582,0.0020517912,0.019131415],"study_design_scores_gemma":[0.01016765,0.008639592,0.89595854,0.00012002872,0.000060167866,0.000047969457,0.036300696,0.00027152617,0.000022766251,0.0031404204,0.044843096,0.00042755425],"about_ca_topic_score_codex":0.008959773,"about_ca_topic_score_gemma":0.004645818,"teacher_disagreement_score":0.14527829,"about_ca_system_score_codex":0.0007502566,"about_ca_system_score_gemma":0.0020242652,"threshold_uncertainty_score":0.9998566},"labels":[],"label_agreement":null},{"id":"W4225746995","doi":"10.12688/gatesopenres.13214.2","title":"Development and application of a hybrid implementation research framework to understand success in reducing under-5 mortality in Rwanda","year":2021,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Universidade Federal de Pelotas; Institute for Health Metrics and Evaluation; University of Washington; Bill and Melinda Gates Foundation","keywords":"Scope (computer science); Identification (biology); Sustainability; Implementation research; Process management; Business; Risk analysis (engineering); Psychological intervention; Computer science; Medicine; Nursing; Biology","score_opus":0.2436465016026638,"score_gpt":0.5473961897783673,"score_spread":0.3037496881757036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4225746995","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":[0.9901175,0.0003512198,0.00031302718,0.004344915,0.000036233912,0.003875699,0.00002478518,0.000005806672,0.0009308056],"genre_scores_gemma":[0.99455446,0.00040653322,0.0043281396,0.00009276214,0.000037732458,0.00034140973,0.00017477835,0.00001890888,0.00004524584],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99598914,0.0006059224,0.0007080608,0.00078729785,0.0012643853,0.0006451667],"domain_scores_gemma":[0.99827677,0.00027133673,0.000084863,0.0005351723,0.0005799982,0.00025186245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008075149,0.00015203268,0.00051236944,0.000617694,0.00014546173,0.00023251976,0.00047409072,0.00013973632,0.00007970625],"category_scores_gemma":[0.0002217944,0.00014715837,0.00002223441,0.0008967573,0.00012604713,0.00008537446,0.0027625903,0.00164806,0.0000060521916],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010809292,0.0007644674,0.9333749,0.006045819,0.00012998436,0.00021568386,0.018013345,0.00045391786,0.002305267,0.00895228,0.0003106897,0.028352708],"study_design_scores_gemma":[0.0010424195,0.00014501205,0.9362525,0.003988495,0.000006909796,0.000009602374,0.026750334,0.00016045367,0.01248407,0.01876707,0.00022998962,0.00016316344],"about_ca_topic_score_codex":0.06256614,"about_ca_topic_score_gemma":0.019426202,"teacher_disagreement_score":0.043139935,"about_ca_system_score_codex":0.0011535523,"about_ca_system_score_gemma":0.0018759059,"threshold_uncertainty_score":0.99846673},"labels":[],"label_agreement":null},{"id":"W4229833578","doi":"10.12688/gatesopenres.13237.2","title":"Identification of thresholds for accuracy comparisons of heart rate and respiratory rate in neonates","year":2021,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Bill and Melinda Gates Foundation","keywords":"Repeatability; Respiratory rate; Heart rate; Interquartile range; Medicine; Statistics; Internal medicine; Mathematics; Blood pressure","score_opus":0.15963254764790644,"score_gpt":0.420058965472308,"score_spread":0.26042641782440157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229833578","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":[0.99256057,0.003961698,0.00043620841,0.00013641565,0.0002646205,0.0022545643,0.000103225444,0.000023907502,0.00025882028],"genre_scores_gemma":[0.9977267,0.0004716537,0.0009796324,0.000004438996,0.000056998473,0.00059804495,0.00005390146,0.000057663587,0.00005096615],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99758834,0.00041152127,0.00078452914,0.0004837273,0.00031557083,0.00041633027],"domain_scores_gemma":[0.99668777,0.0017528738,0.0001353506,0.0006737058,0.0006607461,0.00008955697],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004898136,0.00020809537,0.0006196532,0.00045188062,0.00007188438,0.00033665771,0.00085641915,0.00022237824,0.000017595761],"category_scores_gemma":[0.0011634163,0.00023261113,0.00007443696,0.0004712312,0.00018188827,0.00030327667,0.0017124199,0.00077017245,0.000003756623],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007050424,0.000053926666,0.040810544,0.0021380573,0.00007545781,0.0000051359025,0.0004346449,0.008013772,0.94669014,0.00017942007,0.0008678453,0.00066055905],"study_design_scores_gemma":[0.0005941592,0.00005667623,0.06268579,0.00101358,0.000011464141,5.8298104e-7,0.0007368393,0.00303841,0.9294107,0.0017313908,0.00047915048,0.00024124721],"about_ca_topic_score_codex":0.00056102837,"about_ca_topic_score_gemma":0.00022515317,"teacher_disagreement_score":0.021875242,"about_ca_system_score_codex":0.00012167958,"about_ca_system_score_gemma":0.0002357076,"threshold_uncertainty_score":0.94856066},"labels":[],"label_agreement":null},{"id":"W4230582118","doi":"10.12688/gatesopenres.13158.1","title":"Mapping virtual platforms to estimate the population size of men who have sex with men (MSM) who use internet to find sexual partners: implications to enhance HIV prevention among MSM in Kenya","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":7,"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 Manitoba","funders":"Bill and Melinda Gates Foundation","keywords":"Men who have sex with men; The Internet; Psychological intervention; Demography; Population; Human immunodeficiency virus (HIV); Geography; Medicine; Psychology; Computer science; Family medicine; Sociology; World Wide Web; Nursing","score_opus":0.1156975499073345,"score_gpt":0.4734349135538413,"score_spread":0.3577373636465068,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230582118","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":[0.9532278,0.000023932094,0.007121976,0.01573533,0.000010214149,0.011289633,0.00026658137,0.00003712136,0.012287386],"genre_scores_gemma":[0.76909304,0.000015408476,0.0019353231,0.00008035951,0.00008840524,0.003052052,0.0006020425,0.00006831935,0.22506508],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99516356,0.00043583682,0.0009906426,0.0011831011,0.0013001611,0.00092670816],"domain_scores_gemma":[0.9963627,0.000618366,0.00019999844,0.0013213494,0.0007288845,0.0007687357],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0030558098,0.00036306615,0.00080686255,0.00085588987,0.00021727945,0.0007122555,0.0016239908,0.00021686906,0.00035060284],"category_scores_gemma":[0.0029105581,0.000270262,0.00011500966,0.0014006383,0.00017455115,0.0005218146,0.0044875857,0.0015487103,0.00017081431],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0046263644,0.0010863674,0.34100422,0.0014766178,0.0010902869,0.000068231595,0.040128715,0.007528977,0.015385964,0.0016137959,0.5385425,0.04744798],"study_design_scores_gemma":[0.001550771,0.0075448947,0.89995813,0.008022225,0.00005885232,0.000010437654,0.01158753,0.057596307,0.008208654,0.0013531448,0.0034558533,0.00065320637],"about_ca_topic_score_codex":0.011847473,"about_ca_topic_score_gemma":0.007082398,"teacher_disagreement_score":0.5589539,"about_ca_system_score_codex":0.0005532508,"about_ca_system_score_gemma":0.0004456313,"threshold_uncertainty_score":0.99997497},"labels":[],"label_agreement":null},{"id":"W4231106947","doi":"10.12688/gatesopenres.12779.2","title":"Prevalence and factors associated with burnout among frontline primary health care providers in low- and middle-income countries: A systematic review","year":2018,"lang":"en","type":"review","venue":"Gates Open Research","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":8,"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 Toronto","funders":"Bill and Melinda Gates Foundation","keywords":"Burnout; Emotional exhaustion; Depersonalization; Medicine; Nursing; Workload; Health care; Spouse; Family medicine; Psychology; Environmental health; Clinical psychology; Political science","score_opus":0.18275085612989714,"score_gpt":0.5071944333757819,"score_spread":0.3244435772458847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231106947","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":[0.00084484706,0.95458883,4.523551e-7,0.0011320241,0.00014004638,0.042236023,0.0006943542,0.0000533001,0.00031010105],"genre_scores_gemma":[0.00020622545,0.9887521,0.00004278116,0.00062966294,0.00009528327,0.0072263116,0.0005222883,0.00014858985,0.002376719],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.97644436,0.015110627,0.0032291636,0.0014773678,0.0016572662,0.002081193],"domain_scores_gemma":[0.9874568,0.0069454443,0.0020078619,0.0011631093,0.0015583036,0.0008684994],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.016031476,0.00083931437,0.006120338,0.0005906207,0.0019381492,0.00024870897,0.0014919251,0.0008925922,0.00015711354],"category_scores_gemma":[0.00443959,0.00050355925,0.00013505529,0.0010988986,0.000691985,0.0005597246,0.0021070777,0.003941049,0.00005602329],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002881354,0.000047652164,0.024105731,0.9707837,0.00013629583,0.000024407815,0.0032051208,8.753024e-9,1.3515822e-9,0.0000168922,0.000624554,0.0010267902],"study_design_scores_gemma":[0.00067962985,0.00037262004,0.0035749155,0.9827011,0.00024393608,0.0000031551358,0.002301203,0.0000033781394,1.41362175e-8,0.0000117154505,0.009625616,0.00048268097],"about_ca_topic_score_codex":0.0044672964,"about_ca_topic_score_gemma":0.0062408224,"teacher_disagreement_score":0.03500971,"about_ca_system_score_codex":0.0025327855,"about_ca_system_score_gemma":0.010327582,"threshold_uncertainty_score":0.9997416},"labels":[],"label_agreement":null},{"id":"W4231734744","doi":"10.12688/gatesopenres.13055.1","title":"Visualizing participant experiences in maternal and child nutrition studies using timeline mapping","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":2,"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 Manitoba; Health Sciences Centre","funders":"Bill and Melinda Gates Foundation","keywords":"Timeline; Computer science; Psychology; Geography","score_opus":0.9373407170366975,"score_gpt":0.7543870584400039,"score_spread":0.18295365859669366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231734744","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":[0.98425597,0.008765052,0.00003877679,0.0011125506,0.00032054746,0.003213612,0.000010471641,0.00003119867,0.0022518367],"genre_scores_gemma":[0.98935914,0.005201883,0.0031222363,0.000033391512,0.0003407804,0.0014955634,0.0000048606285,0.00003322138,0.0004089435],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98730433,0.0075630713,0.0006826503,0.0009728238,0.001866147,0.0016109527],"domain_scores_gemma":[0.996812,0.0015734739,0.00017198359,0.0004464567,0.0006360838,0.0003600049],"candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.033391748,0.0002570728,0.0007731586,0.0006993056,0.0011996806,0.0016066022,0.0015478345,0.00028264837,0.00020362707],"category_scores_gemma":[0.006035336,0.00024502585,0.000060788618,0.00083130033,0.0016093131,0.0006005001,0.006416725,0.0014779135,0.000051340816],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000627591,0.0008805212,0.13836618,0.0040669455,0.00047616826,0.00034059864,0.82904315,0.00075532164,0.0062946635,0.0073263873,0.00075821683,0.011064282],"study_design_scores_gemma":[0.0018923288,0.000319786,0.016458532,0.01667836,0.000039756815,0.0000067963906,0.89106435,0.032645065,0.00964076,0.015737088,0.014256369,0.0012608356],"about_ca_topic_score_codex":0.016372938,"about_ca_topic_score_gemma":0.0016218193,"teacher_disagreement_score":0.121907644,"about_ca_system_score_codex":0.00057850423,"about_ca_system_score_gemma":0.0009176008,"threshold_uncertainty_score":0.9994298},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"},{"id":"W4232623787","doi":"10.12688/gatesopenres.13112.1","title":"Adoption and uptake of the lateral flow urine LAM test in countries with high tuberculosis and HIV/AIDS burden: current landscape and barriers","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Pneumocystis jirovecii pneumonia detection and treatment","field":"Medicine","cited_by":47,"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":"Bill and Melinda Gates Foundation","keywords":"Tuberculosis; Environmental health; Medicine; Human immunodeficiency virus (HIV); Developing country; Economic growth; Immunology; Pathology","score_opus":0.033441359099633625,"score_gpt":0.3254470895213674,"score_spread":0.2920057304217338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232623787","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":[0.9879782,0.0016337078,0.0000012065502,0.007931135,0.000066683206,0.0018712729,0.00021822334,0.00001654316,0.00028299476],"genre_scores_gemma":[0.99502504,0.0040157293,0.00024678928,0.000035789315,0.000065969565,0.00021667719,0.00006758522,0.00002880072,0.00029761458],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9980193,0.00016908077,0.0003222201,0.0006134503,0.00056349585,0.00031247584],"domain_scores_gemma":[0.9988523,0.00020426475,0.00008391809,0.00037897442,0.00019733686,0.00028319625],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058759697,0.00026164702,0.0005616697,0.00020276092,0.00016176616,0.00024490687,0.00020473725,0.00014026446,0.000071845476],"category_scores_gemma":[0.00024089587,0.00016456669,0.000033492106,0.00027482476,0.00037402924,0.000086341905,0.0014138059,0.0009211539,0.0000040503633],"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":[0.0015236494,0.00015907313,0.9833665,0.0018310264,0.0002589262,0.00012655396,0.0019313953,0.000075518125,0.0014340208,0.0002192024,0.00028115782,0.008792994],"study_design_scores_gemma":[0.005429871,0.0014161377,0.98102254,0.00220629,0.00018375892,0.0001640373,0.00082864566,0.003558762,0.0015307409,0.000441464,0.0029426198,0.0002751379],"about_ca_topic_score_codex":0.00042518092,"about_ca_topic_score_gemma":0.00024085221,"teacher_disagreement_score":0.008517856,"about_ca_system_score_codex":0.00009098475,"about_ca_system_score_gemma":0.0002689825,"threshold_uncertainty_score":0.67108345},"labels":[],"label_agreement":null},{"id":"W4232860390","doi":"10.12688/gatesopenres.12986.1","title":"Are evidence-based vasectomy surgical techniques performed in low-resource countries?","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Male Reproductive Health Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"Université Laval; Bill and Melinda Gates Foundation","keywords":"Vasectomy; Vas deferens; Medicine; Vasectomy reversal; Sterilization (economics); Family planning; Surgery; Guideline; General surgery; Population; Research methodology; Environmental health; Internal medicine; Business","score_opus":0.48319928063932804,"score_gpt":0.5970093584870756,"score_spread":0.11381007784774755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232860390","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":[0.77916527,0.0159915,0.00001844309,0.06619093,0.0012059907,0.057066955,0.0004000843,0.00048481737,0.07947601],"genre_scores_gemma":[0.92450213,0.008813865,0.00081786804,0.0017337262,0.0021755088,0.030327678,0.00021886089,0.00030413462,0.0311062],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98104507,0.0095286835,0.0017365316,0.0024716894,0.0024036772,0.0028143644],"domain_scores_gemma":[0.979362,0.013254625,0.0009982229,0.0029975313,0.0029620647,0.0004255744],"candidate_categories":["metaresearch","metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity","insufficient_payload"],"category_scores_codex":[0.033265136,0.000649574,0.001905352,0.001223104,0.0017280506,0.00023545527,0.0033846416,0.0013538406,0.0033369276],"category_scores_gemma":[0.009173943,0.0005509523,0.00016982754,0.0011468112,0.0007490418,0.0003499651,0.013395985,0.011339773,0.0020860608],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024805872,0.00031147042,0.8817357,0.026628187,0.00007358063,0.0002858775,0.0016788386,0.00013502192,0.000013451957,0.00032772656,0.0854131,0.0009164492],"study_design_scores_gemma":[0.0031355068,0.00041971423,0.24002884,0.087085366,0.000030525403,0.000005328313,0.006532537,0.0009984649,0.0011201788,0.0012176858,0.6580832,0.0013426327],"about_ca_topic_score_codex":0.0074275555,"about_ca_topic_score_gemma":0.0015711916,"teacher_disagreement_score":0.6417069,"about_ca_system_score_codex":0.0029181275,"about_ca_system_score_gemma":0.007741158,"threshold_uncertainty_score":0.9999426},"labels":[],"label_agreement":null},{"id":"W4233355779","doi":"10.12688/gatesopenres.13246.2","title":"Interventions to improve neurodevelopmental outcomes of children born moderate to late preterm: a systematic review protocol","year":2021,"lang":"en","type":"review","venue":"Gates Open Research","topic":"Infant Development and Preterm Care","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Bill and Melinda Gates Foundation","keywords":"CINAHL; Psychological intervention; Premature birth; Pediatrics; Obstetrics; Medicine; Pregnancy; Gestation; Biology; Nursing","score_opus":0.14833485523923065,"score_gpt":0.49546487039506826,"score_spread":0.34713001515583763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233355779","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":[0.000021882597,0.50620794,0.0000022174524,0.00030734195,0.000077495664,0.4908343,0.0004964281,0.000028602963,0.0020237789],"genre_scores_gemma":[0.0000035730736,0.49989545,0.0018402692,0.0003679387,0.000027255834,0.49087387,0.0011590222,0.00011240281,0.0057202056],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9933119,0.0013478249,0.002361808,0.0010160852,0.0011855213,0.000776861],"domain_scores_gemma":[0.99633604,0.00028741074,0.00045023768,0.0014367499,0.0010231992,0.00046634043],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0038251558,0.00060468045,0.005360504,0.00065421005,0.00018381113,0.00035278616,0.0016733307,0.00021225409,0.00042744976],"category_scores_gemma":[0.0017301356,0.00042173956,0.0009179074,0.0013655003,0.000054542295,0.00016344721,0.0031602199,0.0008985255,0.00020042394],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045678873,0.000056158802,0.00009119963,0.9781576,0.0006170647,0.00006788556,0.00022521132,5.9106064e-8,0.0000014828074,0.00001623015,0.0030611982,0.017660268],"study_design_scores_gemma":[0.0006653189,0.00037589215,0.00011015266,0.95521766,0.0009789298,0.000093414266,0.000011889074,0.0000010016018,0.000031763357,0.000006256858,0.04199128,0.0005164496],"about_ca_topic_score_codex":0.00005515407,"about_ca_topic_score_gemma":0.000012036466,"teacher_disagreement_score":0.03893008,"about_ca_system_score_codex":0.00028578655,"about_ca_system_score_gemma":0.0015678116,"threshold_uncertainty_score":0.99982345},"labels":[],"label_agreement":null},{"id":"W4233744159","doi":"10.12688/gatesopenres.13039.1","title":"Safe and effective delivery of supplemental iron to healthy older adults: The double-blind, randomized, placebo-controlled trial protocol of the Safe Iron Study","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Iron Metabolism and Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"DSM Nutritional Products; Canadian Institutes of Health Research; Medical Research Council; Bill and Melinda Gates Foundation","keywords":"Adverse effect; Medicine; Pharmacology; Chemistry","score_opus":0.051111023675741656,"score_gpt":0.43184816753719735,"score_spread":0.3807371438614557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233744159","genre_codex":"protocol","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":[0.49242878,0.00015560162,0.0000033390734,0.0015968829,0.00019387096,0.50351465,0.000058079884,0.0000046181935,0.002044151],"genre_scores_gemma":[0.5609286,0.00005442961,0.00008054213,0.000100593665,0.0001448965,0.43762678,0.000042195737,0.000041722935,0.000980243],"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","domain_scores_codex":[0.98946035,0.0055593057,0.0013977414,0.0009492255,0.0019375986,0.00069579255],"domain_scores_gemma":[0.9940107,0.002989129,0.00059390126,0.0015912553,0.0005975487,0.00021750497],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.016057374,0.00046047292,0.002642854,0.0003765854,0.00030034233,0.00014705134,0.001511901,0.00027710467,0.00057583017],"category_scores_gemma":[0.0010590563,0.00022990203,0.00042821618,0.00038290714,0.0006070414,0.00009372341,0.0046172775,0.0015552333,0.00002866023],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.9842879,0.0021996761,0.0017387405,0.0019873301,0.00030120922,0.0000028084883,0.0051532835,0.00006190211,0.00005139914,0.000066511435,0.002081548,0.002067692],"study_design_scores_gemma":[0.983302,0.0036287715,0.0027687517,0.0006867117,0.00039640206,0.0000017600288,0.0081336405,0.00007741995,0.00039258986,0.000046260968,0.00036156914,0.00020409618],"about_ca_topic_score_codex":0.009937349,"about_ca_topic_score_gemma":0.0005931221,"teacher_disagreement_score":0.06849982,"about_ca_system_score_codex":0.00013983132,"about_ca_system_score_gemma":0.0011999507,"threshold_uncertainty_score":0.9966556},"labels":[],"label_agreement":null},{"id":"W4233779689","doi":"10.12688/gatesopenres.12842.1","title":"Market penetration of Xpert MTB/RIF in high tuberculosis burden countries: A trend analysis from 2014 - 2016","year":2018,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":67,"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":"Bill and Melinda Gates Foundation","keywords":"GeneXpert MTB/RIF; Medicine; Tuberculosis; Sputum; Disease control; Environmental health; Pathology","score_opus":0.07389692557224141,"score_gpt":0.4245793350323691,"score_spread":0.3506824094601277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233779689","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":[0.93679214,0.004487893,0.000035351375,0.02648024,0.00020287403,0.0036819906,0.0016322894,0.000038598762,0.02664863],"genre_scores_gemma":[0.9629727,0.02031954,0.0017789338,0.0003203729,0.00089984754,0.0010218361,0.0047751325,0.000087618566,0.0078240065],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9900794,0.0033225843,0.0015338121,0.0017360426,0.0018878598,0.0014403274],"domain_scores_gemma":[0.9922647,0.0032200755,0.0003256458,0.0023329887,0.0012632961,0.0005932914],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01168473,0.00049204635,0.002455228,0.002682106,0.00017452498,0.00028949708,0.0020366367,0.001067271,0.023004357],"category_scores_gemma":[0.0036551424,0.0004009196,0.000453443,0.0017697483,0.0009379013,0.00023396022,0.0037212602,0.0022132292,0.00054571463],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004916372,0.0005141805,0.38549432,0.000631525,0.005706905,0.00013916123,0.000987513,0.00019383238,0.001901288,0.00013471606,0.59681594,0.0025642617],"study_design_scores_gemma":[0.0040028645,0.0013081058,0.9306062,0.0017658788,0.0010817911,0.000007615725,0.0007698942,0.015592257,0.0024811612,0.005812576,0.035799194,0.0007724618],"about_ca_topic_score_codex":0.29158777,"about_ca_topic_score_gemma":0.022595137,"teacher_disagreement_score":0.56101674,"about_ca_system_score_codex":0.0006614722,"about_ca_system_score_gemma":0.0014413943,"threshold_uncertainty_score":0.99984425},"labels":[],"label_agreement":null},{"id":"W4236833632","doi":"10.12688/gatesopenres.13035.1","title":"Intervening along the spectrum of tuberculosis: meeting report from the World TB Day nanosymposium in the Institute of Infectious Disease and Molecular Medicine at the University of Cape Town","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Tuberculosis Research and Epidemiology","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":"Institute of Infection and Immunity","funders":"Medical Research Council; European and Developing Countries Clinical Trials Partnership; Global Health Innovative Technology Fund; Robert Bosch Stiftung; National Science Foundation, United Arab Emirates; University of Cape Town; National Research Foundation; Bill and Melinda Gates Foundation; European Commission; Wellcome Trust; South African Medical Research Council; Wellcome; Carnegie Corporation of New York","keywords":"Tuberculosis; Infectious disease (medical specialty); Context (archaeology); Medicine; Mycobacterium tuberculosis; Disease; Virology; Family medicine; History; Internal medicine; Pathology","score_opus":0.05414912721843018,"score_gpt":0.3688019880642966,"score_spread":0.3146528608458664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236833632","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":[0.87337613,0.0076079634,0.000013320167,0.10669377,0.00014195703,0.003063119,0.00006458148,0.0000064697297,0.009032673],"genre_scores_gemma":[0.99604255,0.002579356,0.000029163939,0.00034902338,0.000105433144,0.000047864076,0.00015190862,0.000023050277,0.0006716277],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9930533,0.0036876209,0.00085901207,0.00067728484,0.0011595808,0.0005632135],"domain_scores_gemma":[0.99186754,0.0049058814,0.00048220504,0.002162,0.00042044802,0.0001618961],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.016596407,0.00026483627,0.00094077643,0.0002641719,0.00033167822,0.000044182005,0.0021872325,0.00016232843,0.0002554622],"category_scores_gemma":[0.0059703356,0.000119616794,0.00022996352,0.00075041084,0.0025671623,0.000092201844,0.0064907833,0.0020847954,0.000005326095],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019070469,0.00026254865,0.9494742,0.0009893052,0.0015171883,0.00094762095,0.008413393,0.0016212853,0.012591586,0.0007946588,0.020408599,0.0010725372],"study_design_scores_gemma":[0.0027975093,0.00062182546,0.95391184,0.008609018,0.0007243858,0.00012533096,0.0073128007,0.0023724611,0.0050072474,0.003749983,0.014449356,0.00031825536],"about_ca_topic_score_codex":0.16945092,"about_ca_topic_score_gemma":0.03944215,"teacher_disagreement_score":0.13000877,"about_ca_system_score_codex":0.00019671171,"about_ca_system_score_gemma":0.00061988406,"threshold_uncertainty_score":0.9780855},"labels":[],"label_agreement":null},{"id":"W4238025275","doi":"10.12688/gatesopenres.12855.2","title":"Optimization of extraction of genomic DNA from archived dried blood spot (DBS): potential application in epidemiological research &amp; bio banking","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":2,"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. Michael's Hospital","funders":"Tata Memorial Centre; Bill and Melinda Gates Foundation","keywords":"genomic DNA; Genotyping; Biology; Computational biology; DNA; Genetics; Genotype; Gene","score_opus":0.2037761519590353,"score_gpt":0.4620180368664788,"score_spread":0.2582418849074435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238025275","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":[0.9731428,0.0021155977,0.015690414,0.0012821278,0.000340638,0.0040287576,0.00038474178,0.000021601283,0.0029933248],"genre_scores_gemma":[0.97139883,0.0016595555,0.024376052,0.000018995186,0.000077933706,0.00021646956,0.0013823053,0.0000341488,0.00083571393],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9888596,0.007511654,0.0012646512,0.0012276712,0.0003037003,0.0008327239],"domain_scores_gemma":[0.9933815,0.0041627144,0.00047679446,0.001191963,0.00072683225,0.000060199047],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.014973074,0.0002831428,0.0011424447,0.000838104,0.00018122728,0.00007633556,0.0020187397,0.0014649502,0.0017377037],"category_scores_gemma":[0.0018870124,0.00024267989,0.00020107455,0.00044951146,0.0011971003,0.000088531895,0.004087403,0.0034870878,0.00011188272],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017880332,0.00077252724,0.011262057,0.00020030454,0.00031884963,0.000003998316,0.00024869794,0.007058115,0.9727738,0.000827771,0.00044137103,0.004304513],"study_design_scores_gemma":[0.0064126034,0.0012814272,0.26829693,0.0017303515,0.00033371826,0.00002605674,0.00097002764,0.018989136,0.6036211,0.09288064,0.004204055,0.0012539452],"about_ca_topic_score_codex":0.0067240037,"about_ca_topic_score_gemma":0.0003058922,"teacher_disagreement_score":0.36915267,"about_ca_system_score_codex":0.00013703146,"about_ca_system_score_gemma":0.00041325868,"threshold_uncertainty_score":0.9998903},"labels":[],"label_agreement":null},{"id":"W4241378444","doi":"10.12688/gatesopenres.12838.1","title":"Heterogeneous exposure and hotspots for malaria vectors at three study sites in Uganda","year":2018,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Malaria Research and Control","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Institutes of Health; International Development Research Centre; Bill and Melinda Gates Foundation","keywords":"Malaria; Geography; Environmental health; Biology; Medicine","score_opus":0.14021849872983932,"score_gpt":0.42994737905017566,"score_spread":0.28972888032033633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241378444","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":[0.97409225,0.0018825855,0.000007801768,0.0039032085,0.00010275946,0.018508589,0.00014252886,0.000031537184,0.0013287581],"genre_scores_gemma":[0.9909854,0.00019375658,0.00033717242,0.000056876193,0.0003835962,0.004027101,0.00017046758,0.0000912279,0.0037544],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.994748,0.00065483456,0.0005561023,0.0014084395,0.001303813,0.0013288235],"domain_scores_gemma":[0.9961221,0.00086548144,0.00009607664,0.0013762487,0.0009623071,0.0005777893],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0057658437,0.0004066793,0.0010361809,0.00066608103,0.0003732043,0.0006701618,0.0012875091,0.00045761582,0.0010764676],"category_scores_gemma":[0.0017149405,0.0003327276,0.00013442089,0.0003624835,0.00034689525,0.00009817201,0.0069522844,0.0015754999,0.000098128156],"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":[0.015281511,0.00141697,0.9668098,0.001255376,0.0007628833,0.0009286039,0.0013870319,0.000013415763,0.0039165355,0.00015990765,0.0038746623,0.0041933134],"study_design_scores_gemma":[0.014103217,0.008670513,0.9659517,0.00075682276,0.00010071295,0.00006440921,0.0006379889,0.0020642977,0.0016911008,0.0041273036,0.0012772828,0.0005546987],"about_ca_topic_score_codex":0.0031378525,"about_ca_topic_score_gemma":0.012529081,"teacher_disagreement_score":0.016893169,"about_ca_system_score_codex":0.00035417735,"about_ca_system_score_gemma":0.00072101946,"threshold_uncertainty_score":0.9999125},"labels":[],"label_agreement":null},{"id":"W4241904148","doi":"10.12688/gatesopenres.13152.2","title":"HIV testing amid COVID-19: community efforts to reach men who have sex with men in three Kenyan counties","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":40,"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 Manitoba","funders":"Bill and Melinda Gates Foundation","keywords":"Outreach; Pandemic; Government (linguistics); Kenya; Coronavirus disease 2019 (COVID-19); Human immunodeficiency virus (HIV); Economic growth; Medicine; Political science; Gerontology; Environmental health; Family medicine; Disease","score_opus":0.2398613958052202,"score_gpt":0.46647009799113087,"score_spread":0.22660870218591067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241904148","genre_codex":"other","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":[0.19030479,0.00040092098,0.000728199,0.050995804,0.000015733274,0.013988555,0.00063942873,0.00018601007,0.7427406],"genre_scores_gemma":[0.81860614,0.00018635267,0.003392897,0.00079450785,0.00030162442,0.0041586407,0.00189226,0.00024412356,0.17042345],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9919018,0.0022448073,0.0008422963,0.0011069995,0.0023759953,0.0015280868],"domain_scores_gemma":[0.99240184,0.0018806662,0.00015426161,0.0022765344,0.0013084557,0.0019782411],"candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.011318672,0.00049781863,0.001268957,0.0010481701,0.0009840328,0.00114255,0.0032021222,0.00034177722,0.00092898204],"category_scores_gemma":[0.01176305,0.00041451806,0.00013640628,0.0012963214,0.00072954095,0.00026279432,0.0120289745,0.007409069,0.00032692324],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020117485,0.00072724884,0.3820183,0.003738958,0.00045327566,0.0008430384,0.007246036,0.00022574213,0.0007582814,0.00026346676,0.59700495,0.00470897],"study_design_scores_gemma":[0.022298066,0.04445594,0.3405965,0.035460908,0.0003995929,0.00033707355,0.113031685,0.22305737,0.0061394777,0.03565376,0.17416103,0.004408608],"about_ca_topic_score_codex":0.16536604,"about_ca_topic_score_gemma":0.032469504,"teacher_disagreement_score":0.6283014,"about_ca_system_score_codex":0.0014796423,"about_ca_system_score_gemma":0.003528091,"threshold_uncertainty_score":0.9999843},"labels":[],"label_agreement":null},{"id":"W4242039872","doi":"10.12688/gatesopenres.13105.1","title":"Tetanus vaccine coverage in recommended and more than recommended doses among mothers in a West Cameroon health district: a cross sectional study","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Diphtheria, Corynebacterium, and Tetanus","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Bill and Melinda Gates Foundation","keywords":"Cross-sectional study; Medicine; Tetanus; Environmental health; Vaccination; Pediatrics; Virology","score_opus":0.09331044402066727,"score_gpt":0.42159336017412796,"score_spread":0.3282829161534607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242039872","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":[0.9918154,0.00053122814,0.000009658585,0.0023500614,0.00019219167,0.0034731824,0.00034379712,0.000015747939,0.0012687687],"genre_scores_gemma":[0.9963085,0.0010491677,0.00007563088,0.00019173385,0.00014032469,0.0006577054,0.0009773899,0.00007353503,0.0005260188],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99535,0.0012032972,0.0007502806,0.0014749184,0.00043637236,0.00078514597],"domain_scores_gemma":[0.99840903,0.00012266768,0.0002292952,0.00078529783,0.0001575359,0.00029614542],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0025965346,0.00042638034,0.0007034434,0.00026213366,0.00019543509,0.00074699125,0.001178863,0.0003564585,0.0001191052],"category_scores_gemma":[0.00033089833,0.00041928416,0.000089698464,0.00041967115,0.00009016987,0.000023349332,0.0037873127,0.0013917633,0.0000069980397],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015941126,0.0008847517,0.98852885,0.00021618129,0.00016688694,0.000110767265,0.001567647,0.00004657492,0.0016059111,0.000007342668,0.0006064265,0.004664544],"study_design_scores_gemma":[0.0034280969,0.0011247325,0.99047107,0.00013532474,0.000005820702,0.000011257207,0.0015574942,0.00008588063,0.00074106955,0.0003358784,0.001692597,0.0004107914],"about_ca_topic_score_codex":0.016716577,"about_ca_topic_score_gemma":0.02227998,"teacher_disagreement_score":0.005563402,"about_ca_system_score_codex":0.00026248736,"about_ca_system_score_gemma":0.00055968045,"threshold_uncertainty_score":0.9998259},"labels":[],"label_agreement":null},{"id":"W4245001780","doi":"10.12688/gatesopenres.13051.1","title":"Impact of cigarette price increase on health and financing outcomes in Vietnam","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Global Health Care Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Global Health Research; St. Michael's Hospital","funders":"World Bank Group; Bill and Melinda Gates Foundation","keywords":"Excise; Poverty; Economics; Price elasticity of demand; Revenue; Tax revenue; Demographic economics; Development economics; Socioeconomics; Environmental health; Economic growth; Medicine; Public economics; Finance","score_opus":0.23920539282476921,"score_gpt":0.6041717369675869,"score_spread":0.36496634414281764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245001780","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":[0.9642144,0.0019118813,0.0000012717053,0.009061854,0.00050973706,0.011116037,0.0004336856,0.000032610566,0.012718553],"genre_scores_gemma":[0.99301356,0.0021311007,0.00024744347,0.0011278647,0.00010438549,0.0006895065,0.00015549328,0.00007600557,0.0024546413],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9892829,0.004987474,0.0014762221,0.0010772462,0.0012319481,0.0019441806],"domain_scores_gemma":[0.9920179,0.0038550077,0.00068291626,0.0016075623,0.0010925577,0.00074406085],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.013701504,0.00041297855,0.0017416545,0.0007938061,0.00054632575,0.00007662251,0.0016167432,0.0009665889,0.00028359925],"category_scores_gemma":[0.0058448343,0.00033122534,0.00012992606,0.00061080087,0.00015731654,0.00015330847,0.0076610697,0.007839094,0.0003914697],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007977931,0.00022739203,0.931378,0.0051241238,0.000057767716,0.000015907292,0.005014111,0.000101554884,0.000004247656,0.00047910083,0.05525492,0.0015450562],"study_design_scores_gemma":[0.0016069246,0.0011926559,0.9807288,0.009631488,0.000003884031,7.5435577e-7,0.0021487242,0.00019933254,0.0000032614414,0.0016367963,0.0025696,0.00027775578],"about_ca_topic_score_codex":0.16971968,"about_ca_topic_score_gemma":0.0049332976,"teacher_disagreement_score":0.16478638,"about_ca_system_score_codex":0.0026574836,"about_ca_system_score_gemma":0.010484321,"threshold_uncertainty_score":0.999914},"labels":[],"label_agreement":null},{"id":"W4245887995","doi":"10.12688/gatesopenres.13063.1","title":"How can we make better health decisions a Best Buy for all?","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":2,"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 Toronto","funders":"Norwegian Institute of Public Health; Universitetet i Bergen; Imperial College London; London School of Hygiene and Tropical Medicine; World Health Organization; Department for International Development; Bill and Melinda Gates Foundation","keywords":"Health care; Economic growth; Business; International health; Health technology; Public health; Best practice; Health policy; Political science; Medicine; Economics; Nursing","score_opus":0.8016460908133434,"score_gpt":0.5922668857259564,"score_spread":0.20937920508738694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245887995","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019911533,0.008561755,0.002498435,0.9387372,0.0017655636,0.015637202,0.007430845,0.000048757418,0.005408716],"genre_scores_gemma":[0.35386333,0.029835878,0.13098724,0.15540941,0.0079160165,0.03495569,0.00759241,0.0014489478,0.2779911],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9896925,0.0014234656,0.0043947366,0.002193275,0.00044076523,0.0018552679],"domain_scores_gemma":[0.9870836,0.0063865734,0.0025133118,0.00273335,0.000540146,0.0007429834],"candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.067210175,0.00048126993,0.002635151,0.0011942097,0.0007183894,0.0028313948,0.0036061127,0.0006570479,0.0004690422],"category_scores_gemma":[0.010772593,0.00057253125,0.0003586552,0.00033827874,0.00018888169,0.00037420273,0.0035638432,0.0017332989,0.0042570126],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000105743915,0.00041736336,0.015256307,0.003737617,0.0005043088,0.0000040350606,0.004281128,0.00040074807,0.0000016067736,0.08609521,0.8805435,0.008652484],"study_design_scores_gemma":[0.0011879018,0.0002981447,0.0015987133,0.00096095615,0.0000064443375,0.000003434988,0.0020520773,0.0036728978,0.0000033431243,0.16805808,0.8215325,0.00062553],"about_ca_topic_score_codex":0.017207459,"about_ca_topic_score_gemma":0.0057953433,"teacher_disagreement_score":0.78332776,"about_ca_system_score_codex":0.0023996767,"about_ca_system_score_gemma":0.0027487208,"threshold_uncertainty_score":0.9996726},"labels":[],"label_agreement":null},{"id":"W4246436992","doi":"10.12688/gatesopenres.13082.1","title":"Interventions to improve linear growth during exclusive breastfeeding life-stage for children aged 0-6 months living in low- and middle-income countries: a systematic review and network and pairwise meta-analyses","year":2019,"lang":"en","type":"review","venue":"Gates Open Research","topic":"Child Nutrition and Water Access","field":"Nursing","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":"McMaster University; Impact; University of British Columbia","funders":"","keywords":"Breastfeeding; Psychological intervention; Meta-analysis; Randomized controlled trial; Medicine; Pediatrics; Nursing","score_opus":0.2148838725069388,"score_gpt":0.46358722972823685,"score_spread":0.24870335722129805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246436992","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":[0.00096919684,0.972263,0.000010676506,0.000964807,0.0000814893,0.025247307,0.00041251964,0.000030983396,0.00002002666],"genre_scores_gemma":[0.0025023217,0.99199057,0.00026198174,0.00017738636,0.00018780289,0.004002862,0.000094585645,0.00012706743,0.0006554094],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9936932,0.0018792102,0.0018490138,0.0012053921,0.00048127756,0.0008919121],"domain_scores_gemma":[0.99494994,0.0030638666,0.00058118295,0.0006631657,0.00032531208,0.0004165163],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0061438037,0.00063919177,0.0052863318,0.00081428146,0.00060893054,0.0014965691,0.0009852845,0.00023607981,0.000056482226],"category_scores_gemma":[0.002754807,0.0004749861,0.000661127,0.0009791722,0.00013975996,0.0006144246,0.002297485,0.00082478765,0.000013026506],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006388828,0.000058422556,0.00039081284,0.99744344,0.0014333859,0.0000070265833,0.0002693024,0.0000014286217,2.2578315e-7,0.000019786887,0.00009839568,0.00021385998],"study_design_scores_gemma":[0.0010610723,0.00021385255,0.001150644,0.98225296,0.01425014,0.000047002224,0.000101891164,0.00003965697,0.000003849411,0.000049639228,0.00021125693,0.00061801035],"about_ca_topic_score_codex":0.0004883564,"about_ca_topic_score_gemma":0.00015596653,"teacher_disagreement_score":0.021244446,"about_ca_system_score_codex":0.00017114688,"about_ca_system_score_gemma":0.0000733702,"threshold_uncertainty_score":0.99977016},"labels":[],"label_agreement":null},{"id":"W4247840990","doi":"10.12688/gatesopenres.13183.1","title":"Seroepidemiology of maternally-derived antibody against Group B Streptococcus (GBS) in Mulago/Kawempe Hospitals Uganda - PROGRESS GBS","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Infection and Immunity","funders":"London School of Hygiene and Tropical Medicine; Johns Hopkins University; St. George's, University of London; Medical Research Council; Bill and Melinda Gates Foundation","keywords":"Medicine; Group B; Neonatal sepsis; Obstetrics; Pediatrics; Sepsis; Immunology; Internal medicine","score_opus":0.13747054186824031,"score_gpt":0.4775218486967937,"score_spread":0.3400513068285534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247840990","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":[0.983902,0.00098515,0.00003385632,0.005405236,0.00037051868,0.005911164,0.00028775065,0.00007798168,0.0030263378],"genre_scores_gemma":[0.99356157,0.0018157861,0.001004,0.00024138077,0.00022853454,0.0010491253,0.0010142771,0.00009119653,0.0009941594],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9949482,0.00091024087,0.0011763662,0.001203856,0.00078395044,0.0009773732],"domain_scores_gemma":[0.9971308,0.00039992738,0.00036576236,0.0010079272,0.0006457207,0.0004498296],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002670983,0.00046353435,0.0016302973,0.00055912515,0.00012784006,0.00020870953,0.001484048,0.00053020724,0.00047232708],"category_scores_gemma":[0.0007157036,0.00038667995,0.0002450265,0.00053403596,0.0006665642,0.00018441035,0.006386867,0.0024166515,0.00019202215],"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":[0.001477914,0.00087625155,0.8299191,0.004227619,0.00056443975,0.0018221511,0.000663764,0.00006811287,0.15004905,0.0010419174,0.0015759541,0.0077137514],"study_design_scores_gemma":[0.004217798,0.0019772754,0.91039044,0.005708748,0.00008010301,0.00006042911,0.00045063678,0.0007344859,0.06173123,0.008225971,0.0056848642,0.00073799276],"about_ca_topic_score_codex":0.0068972404,"about_ca_topic_score_gemma":0.00028633449,"teacher_disagreement_score":0.08831782,"about_ca_system_score_codex":0.00021212998,"about_ca_system_score_gemma":0.00049441034,"threshold_uncertainty_score":0.9998848},"labels":[],"label_agreement":null},{"id":"W4247917985","doi":"10.12688/gatesopenres.12891.1","title":"Automated verbal autopsy classification: using one-against-all ensemble method and Naïve Bayes classifier","year":2018,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Data-Driven Disease Surveillance","field":"Medicine","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 Toronto; Centre for Global Health Research; St. Michael's Hospital; Toronto Metropolitan University","funders":"Bill and Melinda Gates Foundation","keywords":"Verbal autopsy; Concordance; Classifier (UML); Bayes' theorem; Medical diagnosis; Population; Artificial intelligence; Statistics; Naive Bayes classifier; Cause of death; Medicine; Machine learning; Computer science; Mathematics; Internal medicine; Bayesian probability; Pathology; Environmental health","score_opus":0.3803490711206243,"score_gpt":0.524560363374478,"score_spread":0.14421129225385365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247917985","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":[0.81763303,0.003582836,0.003578608,0.009106772,0.0013327216,0.014289987,0.0024562879,0.0020114863,0.14600827],"genre_scores_gemma":[0.8486974,0.0011676867,0.1357161,0.00078822824,0.0011001988,0.000808201,0.004638524,0.00033466963,0.0067489548],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99240774,0.0018794003,0.00083677005,0.0019863362,0.0017015209,0.0011882621],"domain_scores_gemma":[0.9937441,0.00076306565,0.00031234862,0.0025626477,0.0018055578,0.0008122865],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.006253469,0.0005362972,0.0012283665,0.0005595465,0.00044377177,0.001083433,0.0016235069,0.0007278355,0.0007137367],"category_scores_gemma":[0.0015600685,0.00051462505,0.00016078351,0.0006920325,0.0007753069,0.00031880056,0.0068300753,0.0018890122,0.00045760305],"study_design_candidate":"simulation_or_modeling","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":[0.008223244,0.0038693447,0.05786675,0.010955359,0.0071282843,0.0019815369,0.0043417634,0.00039993506,0.2705829,0.0060718767,0.487621,0.14095797],"study_design_scores_gemma":[0.0053581954,0.0006334988,0.21645825,0.0044806944,0.00049770565,0.00016246359,0.0006972824,0.6378664,0.006665463,0.0059392666,0.11943942,0.0018013632],"about_ca_topic_score_codex":0.00076029974,"about_ca_topic_score_gemma":0.00009331857,"teacher_disagreement_score":0.63746643,"about_ca_system_score_codex":0.0006872377,"about_ca_system_score_gemma":0.002302435,"threshold_uncertainty_score":0.9999535},"labels":[],"label_agreement":null},{"id":"W4248384364","doi":"10.12688/gatesopenres.13081.1","title":"Interventions to improve birth outcomes of pregnant women living in low- and middle-income countries: a systematic review and network meta-analysis","year":2019,"lang":"en","type":"review","venue":"Gates Open Research","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; Impact; University of British Columbia","funders":"Bill and Melinda Gates Foundation","keywords":"Micronutrient; Medicine; Psychological intervention; Meta-analysis; Pregnancy; Low birth weight; Obstetrics; Environmental health; Relative risk; Confidence interval; Nursing; Biology; Internal medicine","score_opus":0.22943117701600793,"score_gpt":0.4669727567749436,"score_spread":0.23754157975893567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248384364","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":[0.00008841648,0.9844663,0.0000027131514,0.00057931076,0.000063590596,0.014486081,0.00024146106,0.000012382733,0.000059721777],"genre_scores_gemma":[0.00039594123,0.9934103,0.00007538076,0.00014830651,0.000017778251,0.0037727735,0.000027661075,0.00005525485,0.002096605],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99284375,0.0027584652,0.002188692,0.0008446694,0.0006183968,0.00074604986],"domain_scores_gemma":[0.9947793,0.002903396,0.0006278231,0.0011167777,0.0003297486,0.00024297336],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00948447,0.00044952997,0.009668956,0.0012278716,0.00015099267,0.0007609097,0.0013290124,0.0001654801,0.00033140113],"category_scores_gemma":[0.0011533636,0.00028994604,0.0012019943,0.0024777849,0.000118472475,0.00030315126,0.001897435,0.00057333615,0.00004991316],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011365224,0.00008646159,0.0005243612,0.98447555,0.014233175,0.0000037554298,0.0003407236,8.753857e-7,5.002971e-9,0.000033111603,0.000044512057,0.0002460865],"study_design_scores_gemma":[0.0002538134,0.00018918022,0.00018262365,0.9024901,0.09355452,0.000006076774,0.00009097623,0.0000070692518,2.4241808e-7,0.000065545464,0.002817407,0.0003424516],"about_ca_topic_score_codex":0.0003875536,"about_ca_topic_score_gemma":0.00029118272,"teacher_disagreement_score":0.08198547,"about_ca_system_score_codex":0.00025304625,"about_ca_system_score_gemma":0.00007326563,"threshold_uncertainty_score":0.9999553},"labels":[],"label_agreement":null},{"id":"W4249805727","doi":"10.12688/gatesopenres.12869.1","title":"Deep clinical and biological phenotyping of the preterm birth and small for gestational age syndromes: The INTERBIO-21st Newborn Case-Control Study protocol","year":2018,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Birth, Development, and Health","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"University of Oxford; Universidade Federal de Pelotas; Bill and Melinda Gates Foundation","keywords":"Population; Biology; Obstetrics; Medicine; Environmental health","score_opus":0.3396938108265142,"score_gpt":0.5059987968268242,"score_spread":0.16630498600031007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249805727","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":[0.58550656,0.000126149,0.00038401148,0.003382586,0.00013550039,0.40829355,0.00014386591,0.000023003468,0.0020047922],"genre_scores_gemma":[0.87100405,0.0007079687,0.004297729,0.00034554026,0.0002805521,0.12315504,0.000019832047,0.000041645875,0.00014764791],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9959356,0.0015068921,0.00085782446,0.00079256087,0.00040282775,0.0005042505],"domain_scores_gemma":[0.9960371,0.0021692743,0.00027072532,0.0006872765,0.0006176453,0.00021798257],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010058836,0.0002477147,0.00073825935,0.000111286376,0.00054418674,0.0002493634,0.0008074461,0.00031334843,0.000078291974],"category_scores_gemma":[0.0017238501,0.00012123791,0.000096036674,0.00014239809,0.0013438989,0.000040939703,0.0027743657,0.0014220079,0.0000035998821],"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":[0.0062598987,0.0010620174,0.91707766,0.0034890478,0.0008315994,0.0002337533,0.0062221587,0.000001426356,0.000036396304,0.003240986,0.0007531442,0.060791887],"study_design_scores_gemma":[0.008387642,0.002876944,0.96016824,0.0010029697,0.000075745316,0.00035192736,0.0035105427,0.0024146931,0.000015170646,0.019915497,0.0010653941,0.000215249],"about_ca_topic_score_codex":0.00048526854,"about_ca_topic_score_gemma":0.0009010081,"teacher_disagreement_score":0.2854975,"about_ca_system_score_codex":0.00006210362,"about_ca_system_score_gemma":0.00095935015,"threshold_uncertainty_score":0.6177996},"labels":[],"label_agreement":null},{"id":"W4250083193","doi":"10.12688/gatesopenres.13304.1","title":"A multi-center, adaptive, randomized, platform trial to evaluate the effect of repurposed medicines in outpatients with early coronavirus disease 2019 (COVID-19) and high-risk for complications: the TOGETHER master trial protocol","year":2021,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; McMaster University","funders":"Rainwater Charitable Foundation; Fast Grants; Bill and Melinda Gates Foundation","keywords":"Medicine; Interim analysis; Randomized controlled trial; Clinical endpoint; Clinical trial; Surrogate endpoint; Data monitoring committee; Placebo; Intensive care medicine; Emergency medicine; Internal medicine; Alternative medicine; Pathology","score_opus":0.28661318058621527,"score_gpt":0.5075914495481564,"score_spread":0.22097826896194112,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250083193","genre_codex":"empirical","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5610115,0.00021080977,0.00033069513,0.0023487823,0.00010699495,0.43569475,0.0002086053,0.000014635266,0.00007324106],"genre_scores_gemma":[0.21002406,0.0000246788,0.0007307457,0.0027569723,0.0002460408,0.7858338,0.000103613755,0.000103240185,0.00017685619],"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","domain_scores_codex":[0.98955566,0.0048862398,0.00120942,0.0012977164,0.002254093,0.00079686847],"domain_scores_gemma":[0.9866224,0.00956939,0.0003913752,0.0019502016,0.0011648855,0.0003017489],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.020542528,0.00051038055,0.0017932015,0.00047884157,0.00040281645,0.00045323904,0.0016942126,0.00025105732,0.000029562745],"category_scores_gemma":[0.013395455,0.00023682739,0.00032204427,0.00062255294,0.0011098742,0.00014721593,0.0027563644,0.001611113,0.0000134758875],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.97338134,0.0010368831,0.015569373,0.0009811013,0.0005600098,0.000031638046,0.0014398617,0.000015778578,0.0001166079,0.000020438938,0.0002304812,0.00661647],"study_design_scores_gemma":[0.9752853,0.010585413,0.00441268,0.0015001358,0.0003108149,0.0000037279212,0.00030785668,0.0032685774,0.00063179637,0.00040186182,0.0030271863,0.00026467253],"about_ca_topic_score_codex":0.015628656,"about_ca_topic_score_gemma":0.001247515,"teacher_disagreement_score":0.3509874,"about_ca_system_score_codex":0.00035888638,"about_ca_system_score_gemma":0.0025931944,"threshold_uncertainty_score":0.9949151},"labels":[],"label_agreement":null},{"id":"W4250406245","doi":"10.12688/gatesopenres.13083.1","title":"Interventions to improve linear growth during complementary feeding period for children aged 6-24 months living in low- and middle-income countries: a systematic review and network meta-analysis","year":2019,"lang":"en","type":"review","venue":"Gates Open Research","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; Impact; HIV Legal Network; University of British Columbia","funders":"Bill and Melinda Gates Foundation","keywords":"Micronutrient; Meta-analysis; Medicine; Psychological intervention; Malnutrition; Micronutrient deficiency; Environmental health; Pediatrics; Internal medicine","score_opus":0.20056632405783006,"score_gpt":0.4491692349569767,"score_spread":0.24860291089914663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250406245","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":[0.00043182183,0.96958655,0.0000100219195,0.0011235684,0.00009446366,0.028044688,0.00066820084,0.000025500707,0.000015173652],"genre_scores_gemma":[0.0013618792,0.9912452,0.00050891045,0.00019709594,0.00015294153,0.0055690114,0.00040919063,0.000112278074,0.00044349398],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9934754,0.0018061859,0.0020770757,0.0011682205,0.00056056114,0.00091257464],"domain_scores_gemma":[0.9963703,0.0017630056,0.0005104457,0.00076723,0.00032609704,0.00026290267],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0076120733,0.000569975,0.006809301,0.001169008,0.0006587192,0.0014950813,0.0013387719,0.00016394355,0.00019379942],"category_scores_gemma":[0.00078825036,0.00044251277,0.0015021986,0.0018572937,0.00009183786,0.00046022434,0.0020397399,0.0007839701,0.000024588086],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003531016,0.00006634342,0.00062195247,0.98552924,0.013201289,0.0000041187463,0.0002839802,0.0000015970745,4.6760032e-8,0.000015639442,0.0001865031,0.00005398568],"study_design_scores_gemma":[0.00085945986,0.00020552243,0.00082258636,0.83333933,0.16348729,0.00002673503,0.0001266522,0.00003489671,0.0000012573219,0.000037002686,0.00041850787,0.00064076576],"about_ca_topic_score_codex":0.0008332589,"about_ca_topic_score_gemma":0.00069576595,"teacher_disagreement_score":0.1521899,"about_ca_system_score_codex":0.00030942835,"about_ca_system_score_gemma":0.000047682217,"threshold_uncertainty_score":0.99980265},"labels":[],"label_agreement":null},{"id":"W4250484916","doi":"10.12688/gatesopenres.13035.2","title":"Intervening along the spectrum of tuberculosis: meeting report from the World TB Day nanosymposium in the Institute of Infectious Disease and Molecular Medicine at the University of Cape Town","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Tuberculosis Research and Epidemiology","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":"Institute of Infection and Immunity","funders":"European and Developing Countries Clinical Trials Partnership; Wellcome; South African Medical Research Council; National Science Foundation, United Arab Emirates; University of Cape Town; National Research Foundation; Robert Bosch Stiftung; Bill and Melinda Gates Foundation","keywords":"Tuberculosis; Infectious disease (medical specialty); Context (archaeology); Medicine; Mycobacterium tuberculosis; Disease; Virology; Family medicine; History; Pathology","score_opus":0.05414912721843018,"score_gpt":0.3688019880642966,"score_spread":0.3146528608458664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250484916","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":[0.87337613,0.0076079634,0.000013320167,0.10669377,0.00014195703,0.003063119,0.00006458148,0.0000064697297,0.009032673],"genre_scores_gemma":[0.99604255,0.002579356,0.000029163939,0.00034902338,0.000105433144,0.000047864076,0.00015190862,0.000023050277,0.0006716277],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9930533,0.0036876209,0.00085901207,0.00067728484,0.0011595808,0.0005632135],"domain_scores_gemma":[0.99186754,0.0049058814,0.00048220504,0.002162,0.00042044802,0.0001618961],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.016596407,0.00026483627,0.00094077643,0.0002641719,0.00033167822,0.000044182005,0.0021872325,0.00016232843,0.0002554622],"category_scores_gemma":[0.0059703356,0.000119616794,0.00022996352,0.00075041084,0.0025671623,0.000092201844,0.0064907833,0.0020847954,0.000005326095],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019070469,0.00026254865,0.9494742,0.0009893052,0.0015171883,0.00094762095,0.008413393,0.0016212853,0.012591586,0.0007946588,0.020408599,0.0010725372],"study_design_scores_gemma":[0.0027975093,0.00062182546,0.95391184,0.008609018,0.0007243858,0.00012533096,0.0073128007,0.0023724611,0.0050072474,0.003749983,0.014449356,0.00031825536],"about_ca_topic_score_codex":0.16945092,"about_ca_topic_score_gemma":0.03944215,"teacher_disagreement_score":0.13000877,"about_ca_system_score_codex":0.00019671171,"about_ca_system_score_gemma":0.00061988406,"threshold_uncertainty_score":0.9780855},"labels":[],"label_agreement":null},{"id":"W4251353649","doi":"10.12688/gatesopenres.12779.1","title":"Prevalence and factors associated with burnout among frontline primary health care providers in low- and middle-income countries: A systematic review","year":2018,"lang":"en","type":"review","venue":"Gates Open Research","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":160,"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 Toronto","funders":"Bill and Melinda Gates Foundation","keywords":"Burnout; Emotional exhaustion; Depersonalization; Workload; Medicine; Nursing; Health care; Psychology; Environmental health; Family medicine; Clinical psychology; Political science","score_opus":0.18275085612989714,"score_gpt":0.5071944333757819,"score_spread":0.3244435772458847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251353649","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":[0.00084484706,0.95458883,4.523551e-7,0.0011320241,0.00014004638,0.042236023,0.0006943542,0.0000533001,0.00031010105],"genre_scores_gemma":[0.00020622545,0.9887521,0.00004278116,0.00062966294,0.00009528327,0.0072263116,0.0005222883,0.00014858985,0.002376719],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.97644436,0.015110627,0.0032291636,0.0014773678,0.0016572662,0.002081193],"domain_scores_gemma":[0.9874568,0.0069454443,0.0020078619,0.0011631093,0.0015583036,0.0008684994],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.016031476,0.00083931437,0.006120338,0.0005906207,0.0019381492,0.00024870897,0.0014919251,0.0008925922,0.00015711354],"category_scores_gemma":[0.00443959,0.00050355925,0.00013505529,0.0010988986,0.000691985,0.0005597246,0.0021070777,0.003941049,0.00005602329],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002881354,0.000047652164,0.024105731,0.9707837,0.00013629583,0.000024407815,0.0032051208,8.753024e-9,1.3515822e-9,0.0000168922,0.000624554,0.0010267902],"study_design_scores_gemma":[0.00067962985,0.00037262004,0.0035749155,0.9827011,0.00024393608,0.0000031551358,0.002301203,0.0000033781394,1.41362175e-8,0.0000117154505,0.009625616,0.00048268097],"about_ca_topic_score_codex":0.0044672964,"about_ca_topic_score_gemma":0.0062408224,"teacher_disagreement_score":0.03500971,"about_ca_system_score_codex":0.0025327855,"about_ca_system_score_gemma":0.010327582,"threshold_uncertainty_score":0.9997416},"labels":[],"label_agreement":null},{"id":"W4253446019","doi":"10.12688/gatesopenres.13221.1","title":"Proceedings of an expert workshop on community agreement for gene drive research in Africa - Co-organised by KEMRI, PAMCA and Target Malaria","year":2021,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"Open Philanthropy Project; Silicon Valley Community Foundation; Bill and Melinda Gates Foundation","keywords":"Malaria; Gene drive; Medical research; Control (management); Political science; Medicine; Biology; Biotechnology; Computer science; Gene; Immunology; Genetics; Artificial intelligence","score_opus":0.12697424514933703,"score_gpt":0.4605490228737494,"score_spread":0.33357477772441235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253446019","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":[0.9911454,0.0024631324,0.00012551459,0.00061215844,0.000048839975,0.0027247348,0.0002135525,0.0000053842805,0.0026613134],"genre_scores_gemma":[0.9892125,0.0019902275,0.0055442727,0.00002489502,0.00010109978,0.00094534486,0.0013645827,0.000060872448,0.00075620506],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99711907,0.00041347006,0.0003675885,0.0007769323,0.0005845079,0.0007384346],"domain_scores_gemma":[0.99798423,0.00021036925,0.00006237726,0.0007092357,0.00082179025,0.00021199539],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0054254285,0.0002516405,0.000406656,0.000229154,0.00027735048,0.0003781906,0.0014156606,0.00046743065,0.000050169583],"category_scores_gemma":[0.0004482956,0.0002586518,0.000059626,0.00026783062,0.00024563176,0.000009613431,0.003827569,0.0014566595,0.0000013156958],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004950385,0.0005587003,0.00047002392,0.00040267268,0.00010229618,0.0000047549483,0.0028978854,0.00012580762,0.98142403,0.000044913795,0.012209786,0.0012640898],"study_design_scores_gemma":[0.0010450577,0.0009269061,0.0012729041,0.00035478637,0.000004939305,0.0000023445323,0.009587266,0.00051558076,0.9789719,0.00040278336,0.006608056,0.00030745752],"about_ca_topic_score_codex":0.0007902197,"about_ca_topic_score_gemma":0.00013476291,"teacher_disagreement_score":0.00668938,"about_ca_system_score_codex":0.0000843989,"about_ca_system_score_gemma":0.00026295905,"threshold_uncertainty_score":0.9999866},"labels":[],"label_agreement":null},{"id":"W4253906904","doi":"10.12688/gatesopenres.13035.3","title":"Intervening along the spectrum of tuberculosis: meeting report from the World TB Day nanosymposium in the Institute of Infectious Disease and Molecular Medicine at the University of Cape Town","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Tuberculosis Research and Epidemiology","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":"Institute of Infection and Immunity","funders":"Medical Research Council; European and Developing Countries Clinical Trials Partnership; Global Health Innovative Technology Fund; Robert Bosch Stiftung; National Science Foundation, United Arab Emirates; University of Cape Town; National Research Foundation; Bill and Melinda Gates Foundation; European Commission; Wellcome Trust; South African Medical Research Council; Wellcome; Carnegie Corporation of New York","keywords":"Tuberculosis; Infectious disease (medical specialty); Medicine; Disease; Mycobacterium tuberculosis; Virology; Immunology; Internal medicine; Pathology","score_opus":0.05414912721843018,"score_gpt":0.3688019880642966,"score_spread":0.3146528608458664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253906904","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":[0.87337613,0.0076079634,0.000013320167,0.10669377,0.00014195703,0.003063119,0.00006458148,0.0000064697297,0.009032673],"genre_scores_gemma":[0.99604255,0.002579356,0.000029163939,0.00034902338,0.000105433144,0.000047864076,0.00015190862,0.000023050277,0.0006716277],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9930533,0.0036876209,0.00085901207,0.00067728484,0.0011595808,0.0005632135],"domain_scores_gemma":[0.99186754,0.0049058814,0.00048220504,0.002162,0.00042044802,0.0001618961],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.016596407,0.00026483627,0.00094077643,0.0002641719,0.00033167822,0.000044182005,0.0021872325,0.00016232843,0.0002554622],"category_scores_gemma":[0.0059703356,0.000119616794,0.00022996352,0.00075041084,0.0025671623,0.000092201844,0.0064907833,0.0020847954,0.000005326095],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019070469,0.00026254865,0.9494742,0.0009893052,0.0015171883,0.00094762095,0.008413393,0.0016212853,0.012591586,0.0007946588,0.020408599,0.0010725372],"study_design_scores_gemma":[0.0027975093,0.00062182546,0.95391184,0.008609018,0.0007243858,0.00012533096,0.0073128007,0.0023724611,0.0050072474,0.003749983,0.014449356,0.00031825536],"about_ca_topic_score_codex":0.16945092,"about_ca_topic_score_gemma":0.03944215,"teacher_disagreement_score":0.13000877,"about_ca_system_score_codex":0.00019671171,"about_ca_system_score_gemma":0.00061988406,"threshold_uncertainty_score":0.9780855},"labels":[],"label_agreement":null},{"id":"W4254253391","doi":"10.12688/gatesopenres.13042.1","title":"Community Inclusion in PrEP Demonstration Projects: Lessons for Scaling Up","year":2019,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":23,"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 Laval; Centre hospitalier de l'Université Laval; University of Manitoba","funders":"Bill and Melinda Gates Foundation","keywords":"Pre-exposure prophylaxis; Inclusion (mineral); Community engagement; Tenofovir; Human immunodeficiency virus (HIV); Public relations; Foundation (evidence); Medical education; Medicine; Political science; Sociology; Family medicine; Social science; Men who have sex with men","score_opus":0.3849715559882465,"score_gpt":0.554087521250834,"score_spread":0.16911596526258754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254253391","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":[0.7965338,0.0012363073,0.0024244392,0.030640565,0.00028045243,0.037475392,0.0006164008,0.0001039868,0.13068865],"genre_scores_gemma":[0.95314443,0.0003486787,0.0020505453,0.000042743744,0.000112347065,0.002771014,0.00171516,0.000059006466,0.03975608],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9943797,0.0022585343,0.00066413137,0.00062989607,0.0011751584,0.00089258235],"domain_scores_gemma":[0.9958483,0.0009919773,0.00012044824,0.0014224248,0.0013501835,0.0002666528],"candidate_categories":["open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.015226617,0.00023867303,0.0006328554,0.000948194,0.0011554853,0.00058171013,0.0019751133,0.00046050866,0.000285364],"category_scores_gemma":[0.004271974,0.00021312672,0.00023506054,0.00058532046,0.00025751372,0.00027249337,0.025385221,0.004779738,0.00013526919],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.011106831,0.009338694,0.05226065,0.03106119,0.00097433577,0.000108743785,0.032221664,0.0006644155,0.043243047,0.009679862,0.36385798,0.44548258],"study_design_scores_gemma":[0.031998485,0.024295442,0.0889143,0.0831172,0.000299354,0.000112712216,0.0430857,0.44529217,0.07960924,0.14383188,0.056520745,0.0029227596],"about_ca_topic_score_codex":0.017277526,"about_ca_topic_score_gemma":0.0036790443,"teacher_disagreement_score":0.44462776,"about_ca_system_score_codex":0.0006635973,"about_ca_system_score_gemma":0.0021416426,"threshold_uncertainty_score":0.9975163},"labels":[],"label_agreement":null},{"id":"W4285726743","doi":"10.12688/gatesopenres.13635.1","title":"The Childhood Acute Illness and Nutrition (CHAIN) network nested case-cohort study protocol: a multi-omics approach to understanding mortality among children in sub-Saharan Africa and South Asia","year":2022,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Cohort; Psychological intervention; Biology; Omics; Environmental health; Medicine; Bioinformatics; Pathology; Psychiatry","score_opus":0.13337678725624635,"score_gpt":0.3987617249499867,"score_spread":0.26538493769374033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285726743","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":[0.67193633,0.00016753226,0.000058880167,0.00062657974,0.00012493774,0.3264662,0.00020678392,0.00006625226,0.00034647624],"genre_scores_gemma":[0.7480649,0.0000716269,0.00020195068,0.000028466127,0.00016487362,0.25103194,0.00030966345,0.00009292545,0.000033672466],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9923175,0.0028912025,0.00082538486,0.0017826671,0.0010176545,0.0011655985],"domain_scores_gemma":[0.9978028,0.00035451556,0.00022862441,0.0011066772,0.00014986416,0.00035751905],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007424712,0.0005390997,0.00083369925,0.0005293272,0.0030031418,0.0035125455,0.0014763497,0.00029632947,0.000011344302],"category_scores_gemma":[0.00014123939,0.00045932634,0.000094793955,0.0012816616,0.00037174663,0.000339011,0.0063129454,0.0027802396,0.0000017264259],"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":[0.0020189062,0.0027403357,0.9802418,0.00034613354,0.00044870542,0.00022191604,0.011646844,0.00037906025,0.0000031144493,0.00007292984,0.0015545831,0.00032566994],"study_design_scores_gemma":[0.006660846,0.00040578915,0.97895813,0.00043169162,0.00012209502,0.00015159661,0.0074483817,0.0025888472,0.00003291349,0.0022682557,0.00019569368,0.00073576474],"about_ca_topic_score_codex":0.0042295316,"about_ca_topic_score_gemma":0.0026913187,"teacher_disagreement_score":0.07612855,"about_ca_system_score_codex":0.00065220345,"about_ca_system_score_gemma":0.00009302501,"threshold_uncertainty_score":0.99978584},"labels":[],"label_agreement":null},{"id":"W4292582837","doi":"10.12688/gatesopenres.13623.1","title":"Programmatic mapping and estimating the population size of female sex workers, men who have sex with men, people who inject drugs and transgender populations in Kenya","year":2022,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Sex work and related issues","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Centers for Disease Control and Prevention; U.S. President’s Emergency Plan for AIDS Relief; Bill and Melinda Gates Foundation","keywords":"Transgender; Men who have sex with men; Demography; Human immunodeficiency virus (HIV); Female sex; Transgender women; Population; Geography; Anal sex; Transgender people; Medicine; Environmental health; Gerontology; Sociology; Gender studies; Family medicine; Syphilis","score_opus":0.10531602132848326,"score_gpt":0.41951566213250535,"score_spread":0.3141996408040221,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4292582837","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":[0.9642424,0.0010848296,0.000036359073,0.0028665718,0.000026704325,0.0043117106,0.0000069800367,0.000029140383,0.027395286],"genre_scores_gemma":[0.98664176,0.00024223413,0.0031377212,0.0000064973624,0.000053261258,0.00048370083,0.000055306828,0.000031785195,0.00934771],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.995614,0.0017634593,0.0004634001,0.0005751253,0.001034326,0.0005497256],"domain_scores_gemma":[0.99820375,0.0009786634,0.00019783438,0.00036961623,0.00014038432,0.00010976605],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006620547,0.00020309261,0.0005087452,0.00023786917,0.0015839997,0.00082735356,0.0007255711,0.00021560125,0.00015999292],"category_scores_gemma":[0.00035723866,0.00015063862,0.000035585555,0.0009413255,0.0004242692,0.00021451643,0.0010961936,0.0011960269,7.5478584e-7],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033185195,0.000037354905,0.58658224,0.00022790644,0.00006963997,0.0000028679715,0.40177953,0.004251156,0.0000018055442,0.00020595347,0.00017735995,0.006631031],"study_design_scores_gemma":[0.00048224945,0.00007341251,0.3029984,0.00087029865,0.000030206507,0.0000016111143,0.651184,0.037262414,0.0000057199923,0.006633611,0.00019347988,0.00026456686],"about_ca_topic_score_codex":0.11600685,"about_ca_topic_score_gemma":0.008003381,"teacher_disagreement_score":0.28358382,"about_ca_system_score_codex":0.00016436524,"about_ca_system_score_gemma":0.0002991927,"threshold_uncertainty_score":0.9997158},"labels":[],"label_agreement":null},{"id":"W4296025051","doi":"10.12688/gatesopenres.13131.2","title":"External validation of machine learning models including newborn metabolomic markers for postnatal gestational age estimation in East and South-East Asian infants","year":2021,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Birth, Development, and Health","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Bruyère; Newborn Screening Ontario; Children's Hospital of Eastern Ontario; Ontario Stroke Network; Ottawa Hospital; University of Ottawa","funders":"Bill and Melinda Gates Foundation","keywords":"Gestational age; Birth weight; Medicine; Population; Cohort; Low birth weight; Obstetrics; Demography; Pregnancy; Biology; Internal medicine; Environmental health","score_opus":0.20312401697963106,"score_gpt":0.427449674996679,"score_spread":0.22432565801704796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296025051","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":[0.9840157,0.0006512988,0.008578208,0.0012705704,0.00008524285,0.0030154535,0.00017962059,0.000016264734,0.002187649],"genre_scores_gemma":[0.9209359,0.0017761013,0.07441794,0.000028356591,0.00004367888,0.00024210293,0.0024190587,0.000041678093,0.00009517064],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9970448,0.00044201923,0.0006624486,0.0006166427,0.0007764059,0.00045768215],"domain_scores_gemma":[0.99855304,0.00017402247,0.00027252568,0.00024672333,0.0005562443,0.00019744306],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004412063,0.00021565719,0.0006009056,0.00066265557,0.00023405816,0.00027908417,0.00030886295,0.00023440497,0.000083776584],"category_scores_gemma":[0.00077206007,0.00021847384,0.00005918927,0.00028077283,0.00011592488,0.00033922435,0.0013121947,0.0012775544,0.0000031228633],"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":[0.019002026,0.001196943,0.5192832,0.020612704,0.001357221,0.0006679828,0.13223132,0.07086096,0.021055296,0.02565803,0.00029122888,0.18778309],"study_design_scores_gemma":[0.005681899,0.0002886101,0.46736965,0.0043013985,0.00007618709,0.000080390826,0.0074415244,0.48548484,0.0012280642,0.027593603,0.00002346704,0.0004303604],"about_ca_topic_score_codex":0.0015947117,"about_ca_topic_score_gemma":0.00029065512,"teacher_disagreement_score":0.4146239,"about_ca_system_score_codex":0.00023956585,"about_ca_system_score_gemma":0.0015163169,"threshold_uncertainty_score":0.89091045},"labels":[],"label_agreement":null},{"id":"W4309092509","doi":"10.12688/gatesopenres.13635.2","title":"The Childhood Acute Illness and Nutrition (CHAIN) network nested case-cohort study protocol: a multi-omics approach to understanding mortality among children in sub-Saharan Africa and South Asia","year":2022,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; SickKids Foundation; Hospital for Sick Children","funders":"Biotechnology and Biological Sciences Research Council; Wellcome Trust","keywords":"Cohort; Psychological intervention; Biology; Omics; Environmental health; Medicine; Bioinformatics; Pathology; Psychiatry","score_opus":0.13337678725624635,"score_gpt":0.3987617249499867,"score_spread":0.26538493769374033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309092509","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":[0.67193633,0.00016753226,0.000058880167,0.00062657974,0.00012493774,0.3264662,0.00020678392,0.00006625226,0.00034647624],"genre_scores_gemma":[0.7480649,0.0000716269,0.00020195068,0.000028466127,0.00016487362,0.25103194,0.00030966345,0.00009292545,0.000033672466],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9923175,0.0028912025,0.00082538486,0.0017826671,0.0010176545,0.0011655985],"domain_scores_gemma":[0.9978028,0.00035451556,0.00022862441,0.0011066772,0.00014986416,0.00035751905],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007424712,0.0005390997,0.00083369925,0.0005293272,0.0030031418,0.0035125455,0.0014763497,0.00029632947,0.000011344302],"category_scores_gemma":[0.00014123939,0.00045932634,0.000094793955,0.0012816616,0.00037174663,0.000339011,0.0063129454,0.0027802396,0.0000017264259],"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":[0.0020189062,0.0027403357,0.9802418,0.00034613354,0.00044870542,0.00022191604,0.011646844,0.00037906025,0.0000031144493,0.00007292984,0.0015545831,0.00032566994],"study_design_scores_gemma":[0.006660846,0.00040578915,0.97895813,0.00043169162,0.00012209502,0.00015159661,0.0074483817,0.0025888472,0.00003291349,0.0022682557,0.00019569368,0.00073576474],"about_ca_topic_score_codex":0.0042295316,"about_ca_topic_score_gemma":0.0026913187,"teacher_disagreement_score":0.07612855,"about_ca_system_score_codex":0.00065220345,"about_ca_system_score_gemma":0.00009302501,"threshold_uncertainty_score":0.99978584},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"agree"},{"id":"W4318478045","doi":"10.12688/gatesopenres.13777.1","title":"A case for vaccinating adolescent girls for protection against COVID-19 during pregnancy and childbirth in resource-limited settings","year":2023,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"COVID-19 Impact on Reproduction","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":"Institute of Infection and Immunity","funders":"Bill and Melinda Gates Foundation","keywords":"Vaccination; Pregnancy; Medicine; Coronavirus disease 2019 (COVID-19); Childbirth; Adverse effect; Pandemic; Public health; Environmental health; Disease; Pediatrics; Immunology; Infectious disease (medical specialty); Nursing; Internal medicine","score_opus":0.2921811320487386,"score_gpt":0.4771598223585407,"score_spread":0.18497869030980213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318478045","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":[0.891034,0.000671811,0.0006459031,0.051610064,0.00017452624,0.055184547,0.00027168056,0.00030733153,0.00010012531],"genre_scores_gemma":[0.9739679,0.00034701003,0.0021665434,0.00057094236,0.00060631044,0.018703507,0.0005134867,0.0002822239,0.0028420715],"study_design_codex":"systematic_review","study_design_gemma":"observational","domain_scores_codex":[0.9948332,0.0005159557,0.0008387249,0.0020052479,0.00068416365,0.0011227503],"domain_scores_gemma":[0.9962809,0.000989996,0.0003463364,0.001186834,0.0006638776,0.0005320442],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0064139394,0.00041972508,0.0007871581,0.0015407976,0.0008220237,0.0006232287,0.00048066137,0.00044637758,0.000012167032],"category_scores_gemma":[0.026060468,0.0004213947,0.00015937645,0.00096066337,0.000105664956,0.00018593633,0.002640579,0.001984666,0.0000062056147],"study_design_candidate":"systematic_review","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":[0.039196555,0.0037768255,0.14570183,0.39988288,0.0014245977,0.011850768,0.029272119,0.01210065,0.053405225,0.00023486363,0.02021975,0.28293392],"study_design_scores_gemma":[0.14137205,0.010101441,0.27910393,0.18497524,0.0010510945,0.014844938,0.028839603,0.161875,0.073444046,0.0150915105,0.08100249,0.0082986485],"about_ca_topic_score_codex":0.0019401084,"about_ca_topic_score_gemma":0.0005097402,"teacher_disagreement_score":0.2746353,"about_ca_system_score_codex":0.0019115391,"about_ca_system_score_gemma":0.0012671629,"threshold_uncertainty_score":0.9998238},"labels":[],"label_agreement":null},{"id":"W4324329022","doi":"10.12688/gatesopenres.14396.1","title":"Adult malaria mortality during 2019 at Bo Government Hospital, Sierra Leone","year":2023,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Malaria Research and Control","field":"Medicine","cited_by":2,"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 Toronto; McMaster University; Centre for Global Health Research","funders":"Bill and Melinda Gates Foundation","keywords":"Malaria; Sierra leone; Cause of death; Medicine; Demography; Immunology; Internal medicine; Disease; Ethnology; History","score_opus":0.09837890756210017,"score_gpt":0.40907321189168766,"score_spread":0.3106943043295875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4324329022","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":[0.8677401,0.0010816001,0.000013834812,0.07773661,0.00081199285,0.013992008,0.001105329,0.00023160111,0.037286926],"genre_scores_gemma":[0.81717795,0.0023968923,0.00022827376,0.000103636616,0.0007823679,0.0026405784,0.00060242484,0.00017148326,0.17589639],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.98851836,0.00079614884,0.0008481619,0.0019300871,0.005664027,0.0022431938],"domain_scores_gemma":[0.99381095,0.00043867342,0.00020856812,0.0030919476,0.0012600558,0.0011898025],"candidate_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0054883608,0.0005632619,0.001226957,0.00027433698,0.00063349074,0.0009832217,0.0026597143,0.00068072986,0.0041166004],"category_scores_gemma":[0.0031536648,0.0004988533,0.00037221558,0.0005535254,0.0004156581,0.00020320476,0.020202091,0.004164947,0.004015396],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0128726335,0.003417164,0.33668274,0.009131128,0.0063276035,0.00977641,0.001202596,0.00014934885,0.030355752,0.010587696,0.57664514,0.002851787],"study_design_scores_gemma":[0.0066562663,0.0010057052,0.9738587,0.0016498106,0.00016042223,0.000023507038,0.00065711763,0.0013645568,0.0065476154,0.0026616596,0.0046004127,0.00081419945],"about_ca_topic_score_codex":0.0137287,"about_ca_topic_score_gemma":0.0012734584,"teacher_disagreement_score":0.637176,"about_ca_system_score_codex":0.0021121835,"about_ca_system_score_gemma":0.0012257858,"threshold_uncertainty_score":0.9997463},"labels":[],"label_agreement":null},{"id":"W4360610715","doi":"10.12688/gatesopenres.14265.1","title":"Using the HIV Prevention Self-Assessment Tools (PSAT) to assess and monitor sex workers HIV programmes in selected countries in Africa","year":2023,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Sex work and related issues","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Bill and Melinda Gates Foundation","keywords":"Developing country; Human immunodeficiency virus (HIV); Medicine; Scale (ratio); Geography; Economic growth; Family medicine; Cartography","score_opus":0.27571477835118635,"score_gpt":0.5069402718716421,"score_spread":0.2312254935204558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4360610715","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":[0.9725833,0.0010349145,0.000037721802,0.011736898,0.00026781732,0.008413066,0.00001359459,0.00014679485,0.0057658795],"genre_scores_gemma":[0.98015314,0.002511004,0.0052946345,0.000013555438,0.00023844875,0.0018290359,0.0000657725,0.00006220087,0.009832187],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9931705,0.003068784,0.0004846215,0.0007998842,0.0013170441,0.0011591604],"domain_scores_gemma":[0.99737763,0.0014144256,0.00011995125,0.00041643067,0.00048945384,0.0001821041],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01095887,0.00024705386,0.0004552795,0.0005312633,0.00094929343,0.003772243,0.0015866872,0.00048911717,0.00005655605],"category_scores_gemma":[0.0005663805,0.0001936873,0.000047536912,0.0028809004,0.00032880978,0.00030526225,0.0026078746,0.0018204422,0.000047567362],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017841312,0.00043006756,0.8031864,0.00025550165,0.0002554854,0.00009910477,0.17566717,0.0021522513,0.000054174674,0.0008763444,0.009082398,0.0077626677],"study_design_scores_gemma":[0.0018977274,0.00027865003,0.35283768,0.006355225,0.000095428295,0.0000025255729,0.5385,0.0073385197,0.00026431668,0.017642325,0.07335496,0.0014326198],"about_ca_topic_score_codex":0.014957762,"about_ca_topic_score_gemma":0.005625915,"teacher_disagreement_score":0.45034873,"about_ca_system_score_codex":0.0011107327,"about_ca_system_score_gemma":0.0023411552,"threshold_uncertainty_score":0.99726194},"labels":[],"label_agreement":null},{"id":"W4366773074","doi":"10.12688/gatesopenres.14033.1","title":"Community health worker-led household screening and management of neonatal hyperbilirubinemia in rural Bangladesh: a cluster randomized control trial protocol","year":2023,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Neonatal Health and Biochemistry","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Grand Challenges Canada; Bill and Melinda Gates Foundation","keywords":"Medicine; Randomized controlled trial; Pediatrics; Internal medicine","score_opus":0.17479221703536352,"score_gpt":0.4669719509236148,"score_spread":0.2921797338882513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366773074","genre_codex":"protocol","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39544702,0.00065357925,0.00007746862,0.010221152,0.0001409147,0.59201,0.00027826137,0.000092937895,0.0010786284],"genre_scores_gemma":[0.5462008,0.0006080113,0.0053619854,0.0004934064,0.00030183376,0.44251508,0.0007630981,0.00014825046,0.0036075232],"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","domain_scores_codex":[0.99266624,0.0031587188,0.001444454,0.0006172521,0.0011219159,0.0009913977],"domain_scores_gemma":[0.9959942,0.0017337279,0.00036710862,0.001149961,0.00025130156,0.000503665],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.020857826,0.0003750018,0.0020795215,0.00039184562,0.00028008138,0.00016623395,0.0010455563,0.00041509653,0.000056561323],"category_scores_gemma":[0.0006780409,0.00029703512,0.00021191318,0.00049768086,0.0005872966,0.00007186861,0.0048610037,0.0039787428,0.0000068732165],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.95506006,0.00042404496,0.0011792156,0.017129716,0.00026587732,0.00014575975,0.00027493923,0.000019204701,0.000024656154,0.000023766868,0.002304727,0.023148047],"study_design_scores_gemma":[0.9794069,0.00081811025,0.0024459767,0.012434788,0.000049191185,0.00002013072,0.0016941892,0.001529666,0.00021711501,0.00053998036,0.000591871,0.00025207203],"about_ca_topic_score_codex":0.01965424,"about_ca_topic_score_gemma":0.0006859364,"teacher_disagreement_score":0.15075381,"about_ca_system_score_codex":0.0002496614,"about_ca_system_score_gemma":0.0009071494,"threshold_uncertainty_score":0.9999482},"labels":[],"label_agreement":null},{"id":"W4383070354","doi":"10.12688/gatesopenres.14724.1","title":"Balancing evidence-informed and user-responsive design: Experience with human-centered design to generate layered economic empowerment and SRH programming in Tanzania, Ethiopia, and Nigeria","year":2023,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"ICT in Developing Communities","field":"Computer Science","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":"Global Relay (Canada)","funders":"Children's Investment Fund Foundation; Bill and Melinda Gates Foundation","keywords":"Empowerment; Empathy; Psychological intervention; Process (computing); Tanzania; Public relations; Psychology; Knowledge management; Computer science; Political science; Social psychology; Sociology; Economic growth; Economics; Socioeconomics","score_opus":0.358601008642971,"score_gpt":0.46174362666321045,"score_spread":0.10314261802023944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383070354","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":[0.9516594,0.00062736793,0.03818173,0.0027051854,0.00023532615,0.006417515,0.000007313411,0.00012300139,0.000043167976],"genre_scores_gemma":[0.79113406,0.0010884636,0.2044163,0.00013734197,0.00003411385,0.00250207,0.000007786111,0.000058784008,0.0006210679],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9946524,0.0017959909,0.00064567546,0.0012302409,0.000607454,0.0010682632],"domain_scores_gemma":[0.9952359,0.0026190984,0.0001837368,0.0013020149,0.00034478903,0.00031443182],"candidate_categories":["metaepi_narrow","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.00663261,0.0004524066,0.0006680694,0.0008257485,0.00077668735,0.005368632,0.0033438536,0.0002280741,0.0000083844425],"category_scores_gemma":[0.00082796783,0.0004282779,0.000021621601,0.0004883111,0.00042032692,0.0010536324,0.01694879,0.0010827769,0.00001815189],"study_design_candidate":"qualitative","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":[0.004749089,0.00031892981,0.12771021,0.0030034247,0.0007070774,0.0018742702,0.7726623,0.018459419,0.014995919,0.0065274374,0.0056320555,0.04335989],"study_design_scores_gemma":[0.014057855,0.012397758,0.485316,0.07476317,0.00006376655,0.0006951308,0.094038226,0.17728256,0.10020065,0.022751039,0.00628992,0.012143901],"about_ca_topic_score_codex":0.0042251167,"about_ca_topic_score_gemma":0.0023262294,"teacher_disagreement_score":0.67862403,"about_ca_system_score_codex":0.00071939867,"about_ca_system_score_gemma":0.0015647402,"threshold_uncertainty_score":0.9998169},"labels":[],"label_agreement":null},{"id":"W4385812434","doi":"10.12688/gatesopenres.14396.2","title":"Adult malaria mortality during 2019 at Bo Government Hospital, Sierra Leone","year":2023,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Malaria Research and Control","field":"Medicine","cited_by":2,"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 Toronto; McMaster University; Centre for Global Health Research","funders":"Bill and Melinda Gates Foundation","keywords":"Sierra leone; Malaria; Government (linguistics); Medicine; Ethnology; History; Immunology","score_opus":0.09837890756210017,"score_gpt":0.40907321189168766,"score_spread":0.3106943043295875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385812434","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":[0.8677401,0.0010816001,0.000013834812,0.07773661,0.00081199285,0.013992008,0.001105329,0.00023160111,0.037286926],"genre_scores_gemma":[0.81717795,0.0023968923,0.00022827376,0.000103636616,0.0007823679,0.0026405784,0.00060242484,0.00017148326,0.17589639],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.98851836,0.00079614884,0.0008481619,0.0019300871,0.005664027,0.0022431938],"domain_scores_gemma":[0.99381095,0.00043867342,0.00020856812,0.0030919476,0.0012600558,0.0011898025],"candidate_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0054883608,0.0005632619,0.001226957,0.00027433698,0.00063349074,0.0009832217,0.0026597143,0.00068072986,0.0041166004],"category_scores_gemma":[0.0031536648,0.0004988533,0.00037221558,0.0005535254,0.0004156581,0.00020320476,0.020202091,0.004164947,0.004015396],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0128726335,0.003417164,0.33668274,0.009131128,0.0063276035,0.00977641,0.001202596,0.00014934885,0.030355752,0.010587696,0.57664514,0.002851787],"study_design_scores_gemma":[0.0066562663,0.0010057052,0.9738587,0.0016498106,0.00016042223,0.000023507038,0.00065711763,0.0013645568,0.0065476154,0.0026616596,0.0046004127,0.00081419945],"about_ca_topic_score_codex":0.0137287,"about_ca_topic_score_gemma":0.0012734584,"teacher_disagreement_score":0.637176,"about_ca_system_score_codex":0.0021121835,"about_ca_system_score_gemma":0.0012257858,"threshold_uncertainty_score":0.9997463},"labels":[],"label_agreement":null},{"id":"W4385987542","doi":"10.12688/gatesopenres.13623.2","title":"Programmatic mapping and estimating the population size of female sex workers, men who have sex with men, people who inject drugs and transgender populations in Kenya","year":2023,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Sex work and related issues","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Centers for Disease Control and Prevention; U.S. President’s Emergency Plan for AIDS Relief; Bill and Melinda Gates Foundation","keywords":"Transgender; Men who have sex with men; Transgender women; Female sex; Demography; Human immunodeficiency virus (HIV); Population; Typology; Anal sex; Geography; Medicine; Estimation; Gerontology; Environmental health; Family medicine; Sociology; Gender studies; Syphilis","score_opus":0.14001751902108928,"score_gpt":0.42924337353692493,"score_spread":0.28922585451583566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385987542","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":[0.97772104,0.00067116873,0.00006154549,0.0040174425,0.000031283485,0.0043689157,0.0000063176212,0.00004964653,0.013072642],"genre_scores_gemma":[0.98342955,0.00028407725,0.0030827424,0.0000045616353,0.00006897035,0.00035204986,0.00004667898,0.000039230104,0.012692112],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99615365,0.0012886638,0.0004756235,0.0005803588,0.00091804186,0.0005836368],"domain_scores_gemma":[0.99798346,0.0011783972,0.00018230094,0.00035993045,0.00017928821,0.00011663678],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006495835,0.00020722378,0.0005204244,0.00025878238,0.0011277176,0.00093935605,0.00064897945,0.00029061013,0.000035540364],"category_scores_gemma":[0.0004985804,0.00014889415,0.000034669985,0.0010234336,0.000461528,0.00021331632,0.00082014716,0.00097446627,0.0000023817113],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026563663,0.000026873036,0.61067104,0.00029683812,0.00007844993,0.0000032042315,0.37912115,0.0031666805,0.0000021822518,0.00016606894,0.00026158054,0.006179367],"study_design_scores_gemma":[0.00044441628,0.00005395115,0.42864695,0.0018142839,0.000029476432,0.0000011451934,0.5086927,0.049608294,0.000008425142,0.010382286,0.00006091979,0.00025714294],"about_ca_topic_score_codex":0.13408539,"about_ca_topic_score_gemma":0.015433911,"teacher_disagreement_score":0.18202409,"about_ca_system_score_codex":0.000115202536,"about_ca_system_score_gemma":0.00025872642,"threshold_uncertainty_score":0.9058232},"labels":[],"label_agreement":null},{"id":"W4387687734","doi":"10.12688/gatesopenres.13623.3","title":"Programmatic mapping and estimating the population size of female sex workers, men who have sex with men, people who inject drugs and transgender populations in Kenya","year":2023,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Sex work and related issues","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Centers for Disease Control and Prevention; U.S. President’s Emergency Plan for AIDS Relief; Bill and Melinda Gates Foundation","keywords":"Transgender; Men who have sex with men; Transgender women; Human immunodeficiency virus (HIV); Female sex; Demography; Population; Typology; Geography; Transgender people; Anal sex; Estimation; Medicine; Gerontology; Environmental health; Sociology; Family medicine; Gender studies; Engineering","score_opus":0.14001751902108928,"score_gpt":0.42924337353692493,"score_spread":0.28922585451583566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387687734","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":[0.97772104,0.00067116873,0.00006154549,0.0040174425,0.000031283485,0.0043689157,0.0000063176212,0.00004964653,0.013072642],"genre_scores_gemma":[0.98342955,0.00028407725,0.0030827424,0.0000045616353,0.00006897035,0.00035204986,0.00004667898,0.000039230104,0.012692112],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99615365,0.0012886638,0.0004756235,0.0005803588,0.00091804186,0.0005836368],"domain_scores_gemma":[0.99798346,0.0011783972,0.00018230094,0.00035993045,0.00017928821,0.00011663678],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006495835,0.00020722378,0.0005204244,0.00025878238,0.0011277176,0.00093935605,0.00064897945,0.00029061013,0.000035540364],"category_scores_gemma":[0.0004985804,0.00014889415,0.000034669985,0.0010234336,0.000461528,0.00021331632,0.00082014716,0.00097446627,0.0000023817113],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026563663,0.000026873036,0.61067104,0.00029683812,0.00007844993,0.0000032042315,0.37912115,0.0031666805,0.0000021822518,0.00016606894,0.00026158054,0.006179367],"study_design_scores_gemma":[0.00044441628,0.00005395115,0.42864695,0.0018142839,0.000029476432,0.0000011451934,0.5086927,0.049608294,0.000008425142,0.010382286,0.00006091979,0.00025714294],"about_ca_topic_score_codex":0.13408539,"about_ca_topic_score_gemma":0.015433911,"teacher_disagreement_score":0.18202409,"about_ca_system_score_codex":0.000115202536,"about_ca_system_score_gemma":0.00025872642,"threshold_uncertainty_score":0.9058232},"labels":[],"label_agreement":null},{"id":"W4387808185","doi":"10.12688/gatesopenres.14819.1","title":"Expanding options for HIV testing: A process evaluation of a community-led HIV self-testing intervention among men who have sex with men in Kenya","year":2023,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Bill and Melinda Gates Foundation","keywords":"Medicine; Kenya; Men who have sex with men; Intervention (counseling); Human immunodeficiency virus (HIV); Family medicine; Test (biology); General partnership; Environmental health; Nursing; Business; Finance","score_opus":0.3100177326435702,"score_gpt":0.5134232173268777,"score_spread":0.2034054846833075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387808185","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":[0.89542776,0.00016483167,0.0011252562,0.0013905562,0.000014637937,0.019204913,0.00027075416,0.00016301627,0.08223827],"genre_scores_gemma":[0.9391294,0.00003220845,0.004100232,0.0000034647928,0.000097650176,0.013300602,0.0015991348,0.00014485155,0.041592456],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9914901,0.0034194852,0.0011549433,0.00072656834,0.002210208,0.0009986401],"domain_scores_gemma":[0.9890729,0.002802486,0.00045012537,0.0011435023,0.006200826,0.0003301261],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.030394388,0.00036021264,0.0009306704,0.0017834557,0.000700407,0.00054841535,0.0014973652,0.00029276122,0.00014913763],"category_scores_gemma":[0.01683464,0.0003233513,0.00019451886,0.0016633731,0.00034496147,0.00044266268,0.0028603,0.003063488,0.000028145485],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0022024699,0.005529691,0.8610152,0.020130161,0.002012951,0.00006688571,0.026606314,0.005995392,0.0029787428,0.00017666022,0.040473405,0.0328121],"study_design_scores_gemma":[0.00782844,0.0041384306,0.10549283,0.022706352,0.00030332312,0.000017585038,0.04137718,0.81086785,0.0020679133,0.004787684,0.000033213324,0.0003792037],"about_ca_topic_score_codex":0.011322212,"about_ca_topic_score_gemma":0.0028225046,"teacher_disagreement_score":0.80487245,"about_ca_system_score_codex":0.00096252974,"about_ca_system_score_gemma":0.0015490882,"threshold_uncertainty_score":0.99992186},"labels":[],"label_agreement":null},{"id":"W4389879180","doi":"10.12688/gatesopenres.14710.2","title":"Protocol and statistical analysis plan for a randomized controlled trial of the effect of intravenous iron on anemia in Malawian pregnant women in their third trimester (REVAMP – TT)","year":2023,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Iron Metabolism and Disorders","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nutrition International","funders":"Bill and Melinda Gates Foundation","keywords":"Medicine; Anemia; Randomized controlled trial; Pregnancy; Pediatrics; Obstetrics; Low birth weight; Malaria; Iron deficiency; Surgery; Internal medicine; Immunology","score_opus":0.0546045698973733,"score_gpt":0.41205119532794887,"score_spread":0.3574466254305756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389879180","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":[0.57853884,0.00005727536,0.0000119401175,0.00030350586,0.000046445173,0.42012355,0.00014200374,0.0000057773823,0.0007706715],"genre_scores_gemma":[0.53723824,0.00007766422,0.00007495043,0.000012122826,0.00003660552,0.46145663,0.00008115201,0.00003427577,0.0009883611],"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","domain_scores_codex":[0.99145013,0.0052190544,0.0012768841,0.00063173723,0.00075676857,0.00066542806],"domain_scores_gemma":[0.98929286,0.009311234,0.00035468538,0.0007631235,0.00013775633,0.00014032949],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.023103427,0.0003157682,0.0044517424,0.0009736505,0.00005024197,0.000074117415,0.0006458111,0.00031469387,0.00006521208],"category_scores_gemma":[0.0069800373,0.00015688418,0.00039199652,0.0006380824,0.00048144523,0.000028262475,0.0008271459,0.000981415,0.0000017920545],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.9878506,0.0005161185,0.0030568712,0.0038181231,0.00040111426,0.0000138762525,0.0019963735,0.00012698713,0.00010932349,0.0001621514,0.000099988305,0.0018484606],"study_design_scores_gemma":[0.9824116,0.0033949567,0.008522284,0.0011804296,0.00046428794,5.7350354e-7,0.00039524448,0.0009976631,0.00065278733,0.0018110956,0.000024144629,0.00014489301],"about_ca_topic_score_codex":0.0016044494,"about_ca_topic_score_gemma":0.00028557508,"teacher_disagreement_score":0.041333072,"about_ca_system_score_codex":0.0001223192,"about_ca_system_score_gemma":0.0007444152,"threshold_uncertainty_score":0.83562607},"labels":[],"label_agreement":null},{"id":"W4390869559","doi":"10.12688/gatesopenres.14033.2","title":"Community health worker-led household screening and management of neonatal hyperbilirubinemia in rural Bangladesh: a cluster randomized control trial protocol","year":2024,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Neonatal Health and Biochemistry","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Grand Challenges Canada; Bill and Melinda Gates Foundation","keywords":"Medicine; Cluster randomised controlled trial; Randomized controlled trial; Cluster (spacecraft); Protocol (science); Community health workers; Community health; Environmental health; Pediatrics; Nursing; Public health; Alternative medicine; Internal medicine; Health services; Computer science; Population; Pathology","score_opus":0.11455097549104562,"score_gpt":0.4552844489898531,"score_spread":0.34073347349880745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390869559","genre_codex":"protocol","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":[0.4371894,0.0024234331,0.000032312775,0.010385952,0.00015351774,0.5465388,0.00027003812,0.00007020558,0.0029364047],"genre_scores_gemma":[0.6893757,0.00041198227,0.003911036,0.00042889602,0.0002677213,0.30280435,0.0003837745,0.00010244844,0.0023140796],"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","domain_scores_codex":[0.993358,0.0026689898,0.0013890448,0.00063511817,0.0010468713,0.0009019897],"domain_scores_gemma":[0.9967936,0.0011834417,0.00026796228,0.001050321,0.00021666502,0.00048797962],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.017804086,0.00039039014,0.001994403,0.00038673618,0.00021571932,0.00022945885,0.00092289585,0.0004130345,0.00007835788],"category_scores_gemma":[0.00039628442,0.00029669135,0.00023026657,0.00045148088,0.0005856652,0.000054806085,0.006214851,0.005149837,0.0000067821793],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.92606944,0.00042399133,0.0003254674,0.030565256,0.0003202961,0.00018508761,0.0003286914,0.000009698922,0.00003239526,0.000058864298,0.002320687,0.03936015],"study_design_scores_gemma":[0.97197556,0.0008953318,0.0005147536,0.020043183,0.000082689374,0.000040203482,0.0015094309,0.0019334324,0.0003266525,0.001360501,0.0010456576,0.00027257006],"about_ca_topic_score_codex":0.012581879,"about_ca_topic_score_gemma":0.00039744735,"teacher_disagreement_score":0.25218633,"about_ca_system_score_codex":0.00028010603,"about_ca_system_score_gemma":0.001085102,"threshold_uncertainty_score":0.9999485},"labels":[],"label_agreement":null},{"id":"W4392058892","doi":"10.12688/gatesopenres.15323.1","title":"Taking stock: Is gene drive research delivering on its principles?","year":2024,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Research Manitoba; McMaster University","funders":"McMaster University; World Health Organization; Bill and Melinda Gates Foundation","keywords":"Accountability; Transparency (behavior); Gene drive; Political science; Engineering ethics; Public relations; Biotechnology; Engineering; Gene; Biology; Law; Genetics","score_opus":0.2693152094924604,"score_gpt":0.520938433301307,"score_spread":0.25162322380884655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392058892","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":[0.93924373,0.010548614,0.00021090775,0.001233202,0.0005984124,0.0030561646,0.00022110662,0.000047150654,0.044840686],"genre_scores_gemma":[0.98108155,0.0025678254,0.0011903794,0.000069490896,0.0009398644,0.00073441956,0.00024821077,0.0001674266,0.013000825],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9947235,0.00043662454,0.00043278967,0.0017841784,0.0013053908,0.0013174929],"domain_scores_gemma":[0.9968954,0.0001362591,0.00007270146,0.0016203419,0.00096914964,0.00030618202],"candidate_categories":["metaepi_narrow","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004510673,0.000408404,0.0003824056,0.0005356321,0.00042688282,0.001013639,0.00269329,0.00064790895,0.00030687614],"category_scores_gemma":[0.0006878955,0.00040686215,0.00017519192,0.00047494122,0.00018116622,0.0000048055563,0.022068657,0.0031821027,0.0005883809],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039288876,0.00020512924,0.00044603035,0.0014722103,0.0006326441,0.0002679135,0.0012906304,0.015843743,0.93683356,0.0014641539,0.022760497,0.01839062],"study_design_scores_gemma":[0.00036014052,0.0005244526,0.0011431343,0.000960533,0.000018248087,0.000016774891,0.00021720615,0.006006305,0.9242806,0.00090807985,0.06495982,0.0006047548],"about_ca_topic_score_codex":0.0006139183,"about_ca_topic_score_gemma":0.00014428544,"teacher_disagreement_score":0.042199317,"about_ca_system_score_codex":0.0002021279,"about_ca_system_score_gemma":0.0007132131,"threshold_uncertainty_score":0.99983835},"labels":[],"label_agreement":null},{"id":"W4393146088","doi":"10.12688/gatesopenres.14819.2","title":"Expanding options for HIV testing: A process evaluation of a community-led HIV self-testing intervention among men who have sex with men in Kenya","year":2024,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Bill and Melinda Gates Foundation","keywords":"Human immunodeficiency virus (HIV); Intervention (counseling); Medicine; Men who have sex with men; Immunology; Psychiatry","score_opus":0.23471809127821963,"score_gpt":0.5043657170994781,"score_spread":0.26964762582125845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393146088","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":[0.8163624,0.00047526715,0.00046409614,0.0012626548,0.000014139654,0.01574764,0.00023551565,0.00011341448,0.16532487],"genre_scores_gemma":[0.9519234,0.00002628743,0.003582584,0.0000035360058,0.000101311496,0.01068888,0.0009989673,0.000120256635,0.0325548],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9921818,0.0029486737,0.0011183614,0.00074757787,0.0020836443,0.0009199876],"domain_scores_gemma":[0.9909028,0.0019830586,0.0003379575,0.0010496766,0.005407181,0.00031933654],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02641162,0.00037342016,0.0008963929,0.0017638578,0.00055447064,0.00073183107,0.0013396256,0.00029144474,0.00019927339],"category_scores_gemma":[0.010483852,0.0003230157,0.00020947964,0.0015240726,0.00034407753,0.0003482919,0.003556645,0.003857364,0.000027822109],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0041728034,0.01136732,0.6374281,0.0699404,0.004888228,0.00017017293,0.06407434,0.006708009,0.0077852597,0.00081655744,0.084034905,0.1086139],"study_design_scores_gemma":[0.0061183968,0.0043031257,0.026590642,0.033275604,0.00046315853,0.000031332915,0.03593023,0.8795809,0.0028488564,0.010414466,0.000053361608,0.0003898953],"about_ca_topic_score_codex":0.00755626,"about_ca_topic_score_gemma":0.0017297994,"teacher_disagreement_score":0.87287295,"about_ca_system_score_codex":0.0010667267,"about_ca_system_score_gemma":0.0018172107,"threshold_uncertainty_score":0.9999222},"labels":[],"label_agreement":null},{"id":"W4401757550","doi":"10.12688/gatesopenres.13623.4","title":"Programmatic mapping and estimating the population size of female sex workers, men who have sex with men, people who inject drugs and transgender populations in Kenya","year":2024,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Sex work and related issues","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"U.S. President’s Emergency Plan for AIDS Relief","keywords":"Transgender; Female sex; Sex workers; Demography; Transgender people; Men who have sex with men; Transgender women; Male to female; Population; Medicine; Psychology; Gender studies; Sociology; Human immunodeficiency virus (HIV); Research methodology; Family medicine; Epidemiology; Internal medicine","score_opus":0.09866366024844063,"score_gpt":0.4200200145847044,"score_spread":0.32135635433626375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401757550","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":[0.9590231,0.002107568,0.000029129771,0.004078536,0.000033743458,0.0039983625,0.000006133805,0.000038751445,0.03068465],"genre_scores_gemma":[0.98567164,0.00024978787,0.0029092245,0.0000050008152,0.00007663649,0.00030398177,0.000031495445,0.00003504241,0.010717198],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99642134,0.0011141864,0.00046119312,0.0005975164,0.00086716,0.00053859886],"domain_scores_gemma":[0.99841535,0.0008430413,0.00013819075,0.00033267224,0.00015732588,0.00011342764],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0056391973,0.00021469947,0.00050149596,0.00025628068,0.0008962482,0.0012476635,0.000581963,0.00028930072,0.00004710693],"category_scores_gemma":[0.00031152353,0.00014874166,0.00003727515,0.00093846716,0.00046030583,0.00016929598,0.0010122185,0.0012213845,0.000002356322],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003253212,0.00003568517,0.43105966,0.00066119607,0.0001226992,0.000005240909,0.55195475,0.002323636,0.000003644129,0.00048778902,0.00035314012,0.012960018],"study_design_scores_gemma":[0.00050666323,0.00008160342,0.19902375,0.0038655533,0.00006507506,0.0000029424605,0.6789823,0.08489251,0.000016723601,0.032035694,0.00014283728,0.00038431992],"about_ca_topic_score_codex":0.093549915,"about_ca_topic_score_gemma":0.009550049,"teacher_disagreement_score":0.2320359,"about_ca_system_score_codex":0.0001274397,"about_ca_system_score_gemma":0.00030247014,"threshold_uncertainty_score":0.9997891},"labels":[],"label_agreement":null},{"id":"W4401979816","doi":"10.12688/gatesopenres.16280.1","title":"Vaccine decision-making among pregnant women: a protocol for a cross-sectional mixed-method study in Brazil, Ghana, Kenya and Pakistan","year":2024,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"UNICEF; University of Toronto; World Health Organization","keywords":"Cross-sectional study; Protocol (science); Medicine; Family medicine; Environmental health; Obstetrics; Alternative medicine","score_opus":0.10316613812854263,"score_gpt":0.5531986931145348,"score_spread":0.4500325549859922,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401979816","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":[0.63924253,0.00023039234,0.0002614469,0.0005257712,0.00033970427,0.3550265,0.000084425694,0.00006757675,0.0042216657],"genre_scores_gemma":[0.49895573,0.000018746541,0.002049086,0.000022172746,0.00035753092,0.49467313,0.0000065126824,0.000059425274,0.0038576666],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99319255,0.0014892844,0.00093269005,0.0016494832,0.0014609129,0.0012750519],"domain_scores_gemma":[0.9947529,0.0032811365,0.00018302676,0.0006732084,0.0008193276,0.0002904262],"candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.021485543,0.00035081778,0.0006889328,0.0007807497,0.0013498235,0.005566646,0.0020242317,0.00042830763,0.00075509836],"category_scores_gemma":[0.0025228811,0.00030928862,0.00012518876,0.0010485055,0.000078686695,0.00041834792,0.006992689,0.0018068157,0.00003059059],"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":[0.001814742,0.0008465028,0.93567,0.0010034326,0.0001473421,0.00021850366,0.023406418,0.000106676816,0.000006692364,0.00207573,0.0046545877,0.030049376],"study_design_scores_gemma":[0.0030101938,0.0007574621,0.79293966,0.0030574119,0.000010853528,0.0000028508373,0.014870078,0.00072741625,0.000010386761,0.17532103,0.008741228,0.0005514026],"about_ca_topic_score_codex":0.0065740286,"about_ca_topic_score_gemma":0.044616103,"teacher_disagreement_score":0.1732453,"about_ca_system_score_codex":0.001075051,"about_ca_system_score_gemma":0.0019094528,"threshold_uncertainty_score":0.9999503},"labels":[],"label_agreement":null},{"id":"W4406674911","doi":"10.12688/gatesopenres.15971.1","title":"Estimating the unit cost of voluntary medical male circumcision using surgical and device methods in integrated health settings in Kenya","year":2025,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Genital Health and Disease","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Bill and Melinda Gates Foundation","keywords":"Male circumcision; Unit (ring theory); Turnover; Medicine; Health services; Environmental health; Psychology; Population; Economics","score_opus":0.269943488842015,"score_gpt":0.5944136213308724,"score_spread":0.32447013248885737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406674911","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":[0.97458273,0.006440248,0.0002479776,0.012171642,0.00011820787,0.0045310818,0.00008691212,0.000011873564,0.0018093338],"genre_scores_gemma":[0.93799937,0.00024599725,0.059587326,0.0008581739,0.00008488385,0.00024868344,0.00036490473,0.000033320124,0.0005773501],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99293655,0.0035380768,0.0010720326,0.0006553467,0.0010234555,0.00077451346],"domain_scores_gemma":[0.99471205,0.0033347693,0.00017423205,0.0005908873,0.00047905304,0.0007090009],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.022482637,0.00021889721,0.00087381684,0.00067249546,0.0001853748,0.0000885668,0.00077661563,0.00035149718,0.00031296688],"category_scores_gemma":[0.0057226503,0.00015723931,0.000055768574,0.0013483311,0.00034038338,0.00006759718,0.0033351872,0.003316771,0.0000036918746],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003510554,0.0008950136,0.6520723,0.019742185,0.000049663915,0.0015219672,0.0030583888,0.0010156904,0.000066047134,0.00020503267,0.0013581387,0.31650499],"study_design_scores_gemma":[0.0063700993,0.00045103263,0.16965911,0.024882533,0.000050971023,0.00040376326,0.005868373,0.7872123,0.00012221973,0.0024979177,0.0020853733,0.00039629862],"about_ca_topic_score_codex":0.06265663,"about_ca_topic_score_gemma":0.0018290054,"teacher_disagreement_score":0.7861966,"about_ca_system_score_codex":0.00038856128,"about_ca_system_score_gemma":0.008627646,"threshold_uncertainty_score":0.9989826},"labels":[],"label_agreement":null},{"id":"W4413682268","doi":"10.12688/gatesopenres.16383.1","title":"A Culturally Grounded Method for Dialogue Between Indigenous Peoples and Researchers on Emerging Technologies: Lessons from the Gene Drive Context","year":2025,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","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":"Nortel (Canada); Manitoba Health","funders":"Bill and Melinda Gates Foundation","keywords":"Indigenous; Context (archaeology); Grounded theory; Gene drive; Sociology; Qualitative research; Engineering ethics; Political science; Engineering; Social science; Geography; Gene; Biology; Archaeology; Genetics","score_opus":0.12979577916307777,"score_gpt":0.48846552019285877,"score_spread":0.358669741029781,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413682268","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":[0.8787259,0.027952954,0.04704459,0.02686622,0.00036458566,0.012536867,0.0049568033,0.00012940276,0.001422707],"genre_scores_gemma":[0.9666531,0.009241647,0.017542625,0.000115340365,0.00036890237,0.002108373,0.0023522726,0.00006178476,0.001555949],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9971715,0.0004679398,0.00030695286,0.0009544018,0.00036563555,0.0007335226],"domain_scores_gemma":[0.99681854,0.0015662209,0.000076846634,0.0010506941,0.00038944077,0.000098282224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002446309,0.00031887568,0.00043809932,0.00014722701,0.00059737527,0.0005315708,0.0023056436,0.0006021202,0.000005355522],"category_scores_gemma":[0.0020911011,0.00023827242,0.00013041598,0.00021162473,0.00026818676,0.000005097497,0.006035258,0.0011312689,0.0000030849938],"study_design_candidate":"bench_or_experimental","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":[0.0015211217,0.00026795242,0.0072194086,0.0014070089,0.0042997403,0.000029160874,0.024733627,0.0018962013,0.32950333,0.002746934,0.022003008,0.6043725],"study_design_scores_gemma":[0.0029743863,0.0013303382,0.012647787,0.0012952457,0.00021247173,0.000005706761,0.06012434,0.0007701872,0.8406739,0.022315543,0.056150485,0.0014995578],"about_ca_topic_score_codex":0.005821729,"about_ca_topic_score_gemma":0.0035826147,"teacher_disagreement_score":0.60287297,"about_ca_system_score_codex":0.00007794621,"about_ca_system_score_gemma":0.00055138237,"threshold_uncertainty_score":0.9716467},"labels":[],"label_agreement":null},{"id":"W4415147367","doi":"10.12688/gatesopenres.16366.1","title":"A Successful Multi-Component Program for Expanding Vasectomy Services by MSI Reproductive Choices Bolivia","year":2025,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Male Reproductive Health Studies","field":"Health Professions","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":"Université Laval","funders":"Bill and Melinda Gates Foundation","keywords":"Vasectomy; Population; Family planning; Reproductive health; Program evaluation; Health services; Developed country","score_opus":0.29970173300754466,"score_gpt":0.6153312059666911,"score_spread":0.31562947295914645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415147367","genre_codex":"empirical","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4905929,0.05529128,0.000525791,0.051166672,0.011071885,0.30236906,0.007924432,0.0021821791,0.0788758],"genre_scores_gemma":[0.18657784,0.014219932,0.049442966,0.0013811382,0.008506536,0.5030278,0.0043436415,0.0006807968,0.23181935],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9838315,0.00476572,0.001915128,0.0046858164,0.0014949015,0.0033069048],"domain_scores_gemma":[0.9852553,0.0046701184,0.001065679,0.0033891108,0.005113517,0.0005062815],"candidate_categories":["metaepi_narrow","sts","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.017780103,0.00090752303,0.0020483662,0.00090015086,0.0056766765,0.0005052046,0.0043777493,0.00095557934,0.00042084765],"category_scores_gemma":[0.0031442675,0.00080418464,0.000273597,0.0011943403,0.00054826087,0.0004982661,0.020140637,0.005914607,0.00019446411],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0045209983,0.0063567166,0.4696692,0.16595696,0.0032042777,0.000033999208,0.041537832,0.00009539476,0.001656443,0.0016036074,0.27366188,0.031702682],"study_design_scores_gemma":[0.006410527,0.0007825123,0.048927743,0.01596086,0.00022089822,0.0000022230433,0.026908878,0.0020006,0.0031208894,0.0048457417,0.88894403,0.0018750854],"about_ca_topic_score_codex":0.045676168,"about_ca_topic_score_gemma":0.0041849082,"teacher_disagreement_score":0.6152822,"about_ca_system_score_codex":0.0014411808,"about_ca_system_score_gemma":0.0027207532,"threshold_uncertainty_score":0.9994409},"labels":[],"label_agreement":null}]}