{"meta":{"query_hash":"1839857ca049","filters":{"venue":"South African Health Review"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/1839857ca049","api":"https://metacan.xera.ac/api/v1/cohort?venue=South+African+Health+Review"},"results":[{"id":"W2215208820","doi":"","title":"Environmental health in South Africa","year":2013,"lang":"en","type":"article","venue":"South African Health Review","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Poverty; Environmental health; Developing country; Economic growth; Urbanization; Quarter (Canadian coin); Burden of disease; Global health; Disease; Environmental planning; Geography; Medicine; Development economics; Health care; Population; Economics","score_opus":0.03054212653508836,"score_gpt":0.303068457667909,"score_spread":0.27252633113282065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2215208820","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012344937,0.9864435,0.00009908161,0.003380649,0.00038010962,0.000029155315,0.000036920606,0.0000052443165,0.008390839],"genre_scores_gemma":[0.015177752,0.980667,0.00028151946,0.0010316367,0.00016889002,0.000032324406,0.000037481914,0.0000015827227,0.002601732],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9995146,0.00017565377,0.000064101005,0.00004417538,0.00012014229,0.000081354854],"domain_scores_gemma":[0.99966264,0.00011804339,0.00007480474,0.000009731282,0.00010016903,0.00003449605],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001000198,0.00073062937,0.00056349323,0.0015182521,0.0008546811,0.0017285896,0.00049163913,0.0015386547,0.009054186],"category_scores_gemma":[0.0011882077,0.000222529,0.0004397046,0.0028926285,0.00070875086,0.0011793617,0.0018295716,0.0010741112,0.0006880022],"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":[0.00007845777,0.000093019626,0.001886013,0.03715512,0.00017030934,0.0017861896,0.0032802434,0.0006933515,0.0033117752,0.03219152,0.05423179,0.8651222],"study_design_scores_gemma":[0.000019949617,0.000100664256,0.0060214023,0.01246384,0.00009196388,0.0018987712,0.0022286202,0.000049638522,0.0005542533,0.0033815685,0.97317183,0.000017536553],"about_ca_topic_score_codex":0.012784727,"about_ca_topic_score_gemma":0.020115582,"teacher_disagreement_score":0.012784727,"about_ca_system_score_codex":0.0016067863,"about_ca_system_score_gemma":0.006387107,"threshold_uncertainty_score":0.030289292},"labels":[],"label_agreement":null},{"id":"W4387013810","doi":"10.61473/001c.70437","title":"The South African government’s COVID-19 response: protecting lives and livelihoods","year":2022,"lang":"en","type":"article","venue":"South African Health Review","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Livelihood; Revenue; Government (linguistics); Business; Coronavirus disease 2019 (COVID-19); Quarter (Canadian coin); Economic growth; Development economics; Economics; Geography; Agriculture; Finance; Medicine; Disease","score_opus":0.08949208183463499,"score_gpt":0.3192450005446655,"score_spread":0.2297529187100305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387013810","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.042668246,0.063140176,0.00087546534,0.7741115,0.006931963,0.00026693576,0.0003319651,0.000053036667,0.11162071],"genre_scores_gemma":[0.558739,0.15269548,0.004585726,0.18217981,0.002547595,0.0005789202,0.00035638904,0.00015934973,0.09815777],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.996554,0.0012384277,0.00009438529,0.0000994119,0.0005890531,0.0014247929],"domain_scores_gemma":[0.99849546,0.0006342345,0.00020537696,0.00004918242,0.00021242542,0.00040328066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033885513,0.0009866111,0.00034901744,0.001105978,0.0076423176,0.006508788,0.00067871937,0.007206853,0.009008906],"category_scores_gemma":[0.0051566255,0.00040457482,0.000506918,0.002195791,0.003920441,0.0057874196,0.0062376666,0.006305718,0.0009618707],"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":[0.00012441195,0.00011169289,0.005491751,0.00290788,0.000046796056,0.0038730178,0.1010206,0.0011591108,0.0033762204,0.25910768,0.4683004,0.15448043],"study_design_scores_gemma":[0.000008959213,0.000035761335,0.0027622243,0.00097181497,0.0000060858742,0.0003833508,0.02289637,0.000076265744,0.00029061356,0.0066220975,0.9659265,0.000020000996],"about_ca_topic_score_codex":0.035913188,"about_ca_topic_score_gemma":0.04506964,"teacher_disagreement_score":0.035913188,"about_ca_system_score_codex":0.010342882,"about_ca_system_score_gemma":0.019845963,"threshold_uncertainty_score":0.0750432},"labels":[],"label_agreement":null},{"id":"W4387013854","doi":"10.61473/001c.75292","title":"The impact of COVID-19 on children: insights from the Western Cape experience","year":2022,"lang":"en","type":"article","venue":"South African Health Review","topic":"Child and Adolescent Health","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":"Education and Early Childhood Development","funders":"","keywords":"Neglect; Harm; Mental health; Health care; Medicine; Environmental health; Economic growth; Psychology; Socioeconomics; Nursing; Psychiatry; Sociology; Social psychology","score_opus":0.09539254805091861,"score_gpt":0.44817871372746615,"score_spread":0.3527861656765475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387013854","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91498786,0.00406088,0.00033674034,0.023399254,0.00045282498,0.00017903674,0.0001624197,0.000022016005,0.05639899],"genre_scores_gemma":[0.97811997,0.0048996606,0.00039995962,0.0038386825,0.00009821887,0.00015321634,0.000057677542,0.00005269897,0.012380032],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99590164,0.0016363449,0.0001706464,0.00024218032,0.00053957995,0.001509647],"domain_scores_gemma":[0.9964581,0.0013771335,0.00062121724,0.00013116954,0.00028270303,0.0011296248],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033418727,0.0008378054,0.00096424023,0.001368194,0.021048369,0.006416586,0.0021119416,0.0018950783,0.008517308],"category_scores_gemma":[0.009561639,0.00092464057,0.00050224405,0.0026116562,0.013796163,0.004496894,0.010736099,0.0072106854,0.00045386076],"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":[0.000022501914,0.00005195659,0.00588151,0.00017221099,0.000007498382,0.008866531,0.9704235,0.00004114273,0.00031799084,0.0059168832,0.004100028,0.00419819],"study_design_scores_gemma":[0.000007049517,0.000042127864,0.007877332,0.0005438719,0.0000096185995,0.0020672937,0.9406048,0.000028577488,0.00010992399,0.00053683424,0.04814594,0.000026646827],"about_ca_topic_score_codex":0.30022386,"about_ca_topic_score_gemma":0.43487534,"teacher_disagreement_score":0.30022386,"about_ca_system_score_codex":0.018171018,"about_ca_system_score_gemma":0.015535615,"threshold_uncertainty_score":0.5969527},"labels":[],"label_agreement":null},{"id":"W4387013971","doi":"10.61473/001c.81642","title":"The Western Cape Surgical Recovery Project: experience at Groote Schuur Hospital","year":2023,"lang":"en","type":"article","venue":"South African Health Review","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pandemic; Quarter (Canadian coin); Elective surgery; General surgery; Coronavirus disease 2019 (COVID-19); Emergency medicine; Surgery; Medical emergency; Disease; Infectious disease (medical specialty)","score_opus":0.10578919343902968,"score_gpt":0.4300848262508363,"score_spread":0.3242956328118066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387013971","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9533623,0.0023398283,0.0009281366,0.01033969,0.0004828753,0.0013905078,0.000843602,0.00009213499,0.030220982],"genre_scores_gemma":[0.9550639,0.004107431,0.0033970776,0.0028642786,0.00037242819,0.0009153414,0.0011654459,0.00012518471,0.03198892],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99687505,0.00095120555,0.00010796214,0.00024074281,0.0005419442,0.0012831324],"domain_scores_gemma":[0.9917264,0.00040418055,0.0007402607,0.0002325374,0.0004919086,0.0064046294],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022817487,0.0012516446,0.00021923793,0.0012795621,0.0042443476,0.0019866584,0.001955615,0.00075358764,0.014468093],"category_scores_gemma":[0.0054726787,0.0005605136,0.00038269119,0.0015938173,0.0030285476,0.0010340736,0.0042993855,0.0013170193,0.0018407835],"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":[0.0017788366,0.0073632016,0.2950289,0.0020079578,0.00018020866,0.06308321,0.09130553,0.0021347646,0.0073915357,0.004900301,0.14182346,0.38300207],"study_design_scores_gemma":[0.00056013616,0.0065485556,0.5763906,0.0020650602,0.00006636024,0.01916276,0.17132272,0.0015821246,0.0022451456,0.0013106358,0.21848708,0.00025877252],"about_ca_topic_score_codex":0.06038074,"about_ca_topic_score_gemma":0.14652942,"teacher_disagreement_score":0.06038074,"about_ca_system_score_codex":0.0046929703,"about_ca_system_score_gemma":0.017609024,"threshold_uncertainty_score":0.12005854},"labels":[],"label_agreement":null},{"id":"W4387014011","doi":"10.61473/001c.75448","title":"“Even if I’m well informed, I will never get it”: COVID-19 vaccine beliefs, intentions and acceptability among adolescents and young people in South Africa","year":2022,"lang":"en","type":"article","venue":"South African Health Review","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"Fogarty International Center; Medical Research Council; UK Research and Innovation; Social Sciences and Humanities Research Council of Canada; European Commission; National Institutes of Health; UNICEF","keywords":"Government (linguistics); Vulnerability (computing); Pandemic; Medicine; Population; Vaccination; Risk perception; Perception; Environmental health; Psychology; Coronavirus disease 2019 (COVID-19); Disease; Infectious disease (medical specialty); Immunology","score_opus":0.03245654978852748,"score_gpt":0.33147124427339464,"score_spread":0.29901469448486717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387014011","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9946354,0.0008653821,0.00009190305,0.002130431,0.00003746631,0.000049648996,0.00007625049,0.0000022987826,0.002111288],"genre_scores_gemma":[0.9963521,0.0014196214,0.00016830773,0.0009963276,0.000014260755,0.00004753653,0.000044741737,0.0000032389516,0.0009539293],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99905664,0.00037303023,0.00007473023,0.00006719999,0.00023019082,0.00019820294],"domain_scores_gemma":[0.998052,0.0007101881,0.0005255791,0.000045832927,0.00028898456,0.00037744615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031412558,0.00016161744,0.0003588245,0.0004740032,0.0014291077,0.0015865533,0.000340381,0.00083845144,0.0026777098],"category_scores_gemma":[0.006539696,0.0003894453,0.00042902477,0.00043639264,0.00091616967,0.0018086865,0.0009924694,0.0019031098,0.00044045446],"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":[0.00006291257,0.0002277922,0.6487647,0.0004126165,0.000053410113,0.00087137,0.32069063,0.000033967408,0.00074220943,0.00081784057,0.002340891,0.024981603],"study_design_scores_gemma":[0.000012659231,0.00043254663,0.51514274,0.0012133153,0.00008066432,0.00095928524,0.46835643,0.000183506,0.00031973873,0.00040394175,0.012857855,0.000037340535],"about_ca_topic_score_codex":0.016102195,"about_ca_topic_score_gemma":0.018573,"teacher_disagreement_score":0.016102195,"about_ca_system_score_codex":0.0007022798,"about_ca_system_score_gemma":0.0012241366,"threshold_uncertainty_score":0.032016933},"labels":[],"label_agreement":null},{"id":"W4403422416","doi":"10.61473/001c.120507","title":"Improving perioperative cancer care: experience with the Enhanced Recovery After Surgery (ERAS) programme","year":2024,"lang":"en","type":"article","venue":"South African Health Review","topic":"Enhanced Recovery After Surgery","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 Calgary","funders":"","keywords":"Perioperative; Medicine; Cancer surgery; Cancer; General surgery; Intensive care medicine; Nursing; Surgery; Internal medicine","score_opus":0.028293049516018742,"score_gpt":0.3173393927188802,"score_spread":0.28904634320286143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403422416","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96419275,0.0032976093,0.002400491,0.019358002,0.00026827888,0.0011419863,0.00014200393,0.000096271324,0.009102607],"genre_scores_gemma":[0.9794687,0.0049901493,0.009855346,0.0032028442,0.00028169132,0.00044995928,0.0001418443,0.000028816072,0.0015806464],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.992192,0.005618539,0.00036685847,0.0002462396,0.0006309446,0.00094543735],"domain_scores_gemma":[0.98513734,0.0042328746,0.0023999247,0.0007579014,0.0009676611,0.006504197],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010190001,0.0002805157,0.00024109366,0.00042532003,0.0009825685,0.0013774971,0.00083174935,0.00047002803,0.0019183498],"category_scores_gemma":[0.020646572,0.00017263343,0.00038676642,0.000826125,0.0011040842,0.0011314404,0.0045554736,0.0012576974,0.00018054509],"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":[0.00053573935,0.0040866714,0.13684678,0.0014878492,0.00012396042,0.0022322133,0.033462558,0.0011534728,0.0014140545,0.0015256897,0.010268117,0.8068629],"study_design_scores_gemma":[0.0008714712,0.031621344,0.7279399,0.0035948174,0.0002561671,0.00566387,0.06717614,0.0021710806,0.0031009486,0.002617626,0.15473734,0.00024927172],"about_ca_topic_score_codex":0.002619918,"about_ca_topic_score_gemma":0.005224337,"teacher_disagreement_score":0.010190001,"about_ca_system_score_codex":0.0014904424,"about_ca_system_score_gemma":0.008538936,"threshold_uncertainty_score":0.053890467},"labels":[],"label_agreement":null},{"id":"W4403422609","doi":"10.61473/001c.120468","title":"Mapping local evidence on early recognition and management of people with potential cancer symptoms: a narrative review","year":2024,"lang":"en","type":"review","venue":"South African Health Review","topic":"Global Cancer Incidence and Screening","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":"","keywords":"Narrative; Cancer; Narrative review; Psychology; Medicine; Psychotherapist; Linguistics; Philosophy; Internal medicine","score_opus":0.18814259273852643,"score_gpt":0.42605740822842864,"score_spread":0.2379148154899022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403422609","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005669862,0.99554896,0.000119272314,0.002349196,0.00021453177,0.00007308214,0.00019052393,0.000006379595,0.0009311257],"genre_scores_gemma":[0.008874802,0.9889093,0.0003052062,0.0013941185,0.00013977356,0.00014661644,0.000116850686,0.0000057676802,0.000107543645],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99347866,0.0028348232,0.002070177,0.00048984593,0.0008113296,0.00031504585],"domain_scores_gemma":[0.95203996,0.03806002,0.0051093423,0.00049004494,0.003639226,0.00066139514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00802792,0.0010340238,0.0029884202,0.00965245,0.00089427177,0.004494557,0.0015902459,0.0020570613,0.007500827],"category_scores_gemma":[0.060648154,0.0008599447,0.0026516076,0.010531233,0.0012794604,0.004114923,0.0028164124,0.0025348824,0.00078468723],"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":[0.00018493396,0.000038669812,0.0014051207,0.78545916,0.0015706064,0.00038150544,0.0031530545,0.00024634908,0.00016388991,0.0035258408,0.014251427,0.18961945],"study_design_scores_gemma":[0.00003194098,0.000061515435,0.0018254664,0.9150893,0.0028014989,0.0004389199,0.0021801353,0.000042435997,0.00009112443,0.0008476959,0.07656703,0.000022984997],"about_ca_topic_score_codex":0.008309037,"about_ca_topic_score_gemma":0.019616034,"teacher_disagreement_score":0.00965245,"about_ca_system_score_codex":0.0043777954,"about_ca_system_score_gemma":0.018931977,"threshold_uncertainty_score":0.04245621},"labels":[],"label_agreement":null}]}