{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"7efab7afbbf1","filters":{"venue":"Healthcare in Low-resource Settings"}},"results":[{"id":"W4387579341","doi":"10.4081/hls.2023.11730","title":"The effect of five activities daily living on improving cognitive function in ischemic stroke patients","year":2023,"lang":"en","type":"article","venue":"Healthcare in Low-resource Settings","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicine; Activities of daily living; Montreal Cognitive Assessment; Cognition; Stroke (engine); Wilcoxon signed-rank test; Psychological intervention; Ischemic stroke; Hemiparesis; Physical therapy; Nursing Interventions Classification; Physical medicine and rehabilitation; Cognitive impairment; Mann–Whitney U test; Internal medicine; Nursing; Psychiatry; Ischemia","authors":[{"name":"Frana Andrianur","is_ca":false},{"name":"Dwi Prihatin Era","is_ca":false},{"name":"Arifin Hidayat","is_ca":false},{"name":"Ismansyah Ismansyah","is_ca":false},{"name":"Diah Setiani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006188218096936773,"gpt":0.2648505683909542,"spread":0.2586623502940174,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001054443,0.0001779508,0.0003515799,0.0004214809,0.0001228291,0.00001510948,0.00006756278,0.0001485504,0.000007175326],"category_scores_gemma":[0.002625689,0.0001313929,0.0001218351,0.0005062183,0.00009871687,0.00007287532,0.00005635603,0.0005643289,0.0000181279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001759221,"about_ca_system_score_gemma":0.00008067307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003421446,"about_ca_topic_score_gemma":0.00009921023,"domain_scores_codex":[0.9980518,0.0003630376,0.0004551242,0.0003192812,0.0003977745,0.0004129487],"domain_scores_gemma":[0.9930003,0.006446752,0.0002168752,0.0001781831,0.00007699951,0.00008091907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001852509,0.00007789853,0.8082374,0.001711345,0.00003158072,0.000007143057,0.005919756,0.00005176441,0.001509429,0.000004838361,0.000701706,0.1798946],"study_design_scores_gemma":[0.002625613,0.002711995,0.9655328,0.00585759,0.00002906297,0.000002010353,0.01747965,0.0009500688,0.00377852,0.000003029881,0.0008734353,0.0001562424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965839,0.0002010592,0.00000181423,0.001015831,0.000247432,0.0009645132,0.00003027254,0.00006262332,0.0008925159],"genre_scores_gemma":[0.9987203,0.00002662941,0.000006328308,0.0004013895,0.00009434212,0.0001031242,0.00003984823,0.00002922956,0.000578835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1797384,"threshold_uncertainty_score":0.5358048,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387514993","doi":"10.4081/hls.2023.11526","title":"Does satisfaction with the manual wheelchair have an impact on the quality of life in spinal cord injury?","year":2023,"lang":"en","type":"article","venue":"Healthcare in Low-resource Settings","topic":"Spinal Cord Injury Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Wheelchair; Quality of life (healthcare); Rehabilitation; Spinal cord injury; Manual wheelchair; Life satisfaction; Physical therapy; Medicine; Gerontology; Physical medicine and rehabilitation; Psychology; Spinal cord; Nursing; Psychiatry","authors":[{"name":"Beenish Mehmood","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07237196713166082,"gpt":0.4518150967861511,"spread":0.3794431296544902,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004253848,0.0002838185,0.0005541011,0.000458147,0.0001866686,0.00003594795,0.0003045145,0.0001690927,0.0000761164],"category_scores_gemma":[0.0009656777,0.0001244736,0.0001103016,0.001234995,0.0002984351,0.0001047847,0.0001058283,0.001457805,0.00003362451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003546714,"about_ca_system_score_gemma":0.0004490594,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02501896,"about_ca_topic_score_gemma":0.01284806,"domain_scores_codex":[0.9956307,0.00111611,0.0007493273,0.0005113442,0.001234366,0.0007581626],"domain_scores_gemma":[0.997673,0.0006793339,0.0003178229,0.0008375163,0.0002154111,0.0002768852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04505377,0.000123046,0.9048988,0.000672409,0.00003266942,0.00004430153,0.001890369,0.00003984388,0.000834849,0.0002865717,0.00166397,0.04445942],"study_design_scores_gemma":[0.0008208678,0.01062782,0.9707802,0.0009592925,0.000006746873,0.000008960551,0.01527942,0.0003398482,0.0004127684,0.00008834351,0.0005193872,0.0001563582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9201578,0.00005476351,0.000002208449,0.07817321,0.0000523276,0.001312084,0.00005488349,0.00007484958,0.0001178644],"genre_scores_gemma":[0.9957365,0.0000246507,0.00002730978,0.003642403,0.0002152327,0.0001132459,0.00002918709,0.00004817234,0.0001633235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07557866,"threshold_uncertainty_score":0.9814735,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2103484355","doi":"10.4081/hls.2013.e17","title":"Sex differences in long-term outcomes of patients with percutaneous coronary intervention: the Armenian experience","year":2013,"lang":"en","type":"article","venue":"Healthcare in Low-resource Settings","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Health Services Research and Development","keywords":"Medicine; Percutaneous coronary intervention; Hazard ratio; Conventional PCI; Internal medicine; Myocardial infarction; Stroke (engine); Proportional hazards model; Cardiology; Diabetes mellitus; Confidence interval","authors":[{"name":"Yeva Sahakyan","is_ca":false},{"name":"Michael Thompson","is_ca":false},{"name":"Lusine Abrahamyan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02050289784995176,"gpt":0.3120684009167988,"spread":0.291565503066847,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003211224,0.0002201673,0.0005234319,0.0002350177,0.0000952402,0.00003100156,0.0002882752,0.000123369,0.0003340433],"category_scores_gemma":[0.0001588356,0.0001393301,0.00009861771,0.0004034924,0.0003501101,0.0001130833,0.0001436686,0.0006097874,0.0000259242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001742603,"about_ca_system_score_gemma":0.00007975945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002375281,"about_ca_topic_score_gemma":0.00020905,"domain_scores_codex":[0.9974024,0.0002894377,0.0006635592,0.0003906503,0.0007371019,0.0005169043],"domain_scores_gemma":[0.9986452,0.0002956188,0.0001947722,0.0004616653,0.00021855,0.0001841434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002059023,0.000235212,0.9786156,0.0002642193,0.0000313591,0.00008116947,0.007052288,0.000002382022,0.00002036225,0.000006867812,0.0001847088,0.01329988],"study_design_scores_gemma":[0.001096439,0.0005452907,0.9917222,0.0006745861,0.000007864883,0.00007574388,0.005427137,0.00007594022,0.00004349936,0.000008185242,0.0001928364,0.0001302744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780046,0.0001622309,0.000005862812,0.02001515,0.000055906,0.001533265,0.00001390062,0.00003101532,0.0001780422],"genre_scores_gemma":[0.995364,0.00002128301,0.00007905091,0.003797846,0.00003715004,0.0001735446,0.00003910599,0.00002656737,0.0004614629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01735936,"threshold_uncertainty_score":0.5681716,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387773368","doi":"10.4081/hls.2023.11566","title":"The prevalence and management of obstetric fistula among women of reproductive age in a low-resource setting","year":2023,"lang":"en","type":"article","venue":"Healthcare in Low-resource Settings","topic":"Ureteral procedures and complications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Psychological intervention; Fistula; Health care; Population; Government (linguistics); Family medicine; Environmental health; Obstetrics; Nursing; Surgery","authors":[{"name":"Felix Olaniyi Sanni","is_ca":false},{"name":"Michael Olugbamila Dada","is_ca":false},{"name":"Abimbola Oluseyi Ariyo","is_ca":false},{"name":"Aisha Oluwakemi Salami","is_ca":false},{"name":"Olaide Lateef Afelumo","is_ca":false},{"name":"Oluwasola Stephen Ayosanmi","is_ca":true},{"name":"Olaiya Paul Abiodun","is_ca":false},{"name":"Elizabeth A. Sanni","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01472994794252719,"gpt":0.2818305913889675,"spread":0.2671006434464404,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001383054,0.000197689,0.0004054427,0.0003615426,0.0001487348,0.0000189516,0.0002627173,0.00009994341,0.000004790766],"category_scores_gemma":[0.0004806798,0.0001666721,0.00006468671,0.001778909,0.0002500738,0.00005347366,0.0002708158,0.0004191995,0.000002749337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001508843,"about_ca_system_score_gemma":0.00005225604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000198831,"about_ca_topic_score_gemma":0.00005682812,"domain_scores_codex":[0.9973484,0.0001677631,0.000839672,0.0006187099,0.0004309212,0.0005944784],"domain_scores_gemma":[0.9982169,0.0004740176,0.0003707315,0.0007065879,0.00009379558,0.0001380292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005915634,0.0003334922,0.8724604,0.03693501,0.000144866,0.0002756644,0.05277181,0.0004558968,0.0005371474,0.001112158,0.001860674,0.03252133],"study_design_scores_gemma":[0.0009450673,0.0001983546,0.9775376,0.005469569,0.00002581462,0.00001869522,0.01122384,0.0009227715,0.000204758,0.0003397256,0.002935024,0.0001787428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876609,0.002297135,0.000001593572,0.008124888,0.000028084,0.001250337,0.00001669165,0.00005719218,0.0005631991],"genre_scores_gemma":[0.9972837,0.0004692322,0.0001308095,0.0004036049,0.00005155013,0.0002228722,0.00001748732,0.0000318034,0.001388919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1050772,"threshold_uncertainty_score":0.6796693,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412145162","doi":"10.4081/hls.2025.13433","title":"Insights into gender-equity in healthcare accessibility in Northern Nigeria: descriptive and predictive approaches","year":2025,"lang":"en","type":"article","venue":"Healthcare in Low-resource Settings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"University of Lagos; United States Agency for International Development","keywords":"Equity (law); Health care; Gender equity; Descriptive research; Health equity; Healthcare system; Business; Economics; Sociology; Political science; Economic growth; Social science","authors":[{"name":"Chika Yinka-Banjo","is_ca":false},{"name":"Olasupo Ajayi","is_ca":true},{"name":"Mary Akinyemi","is_ca":false},{"name":"David Tresner‐Kirsch","is_ca":false},{"name":"Adekemi Omotubora","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07151248156539516,"gpt":0.4069158332473929,"spread":0.3354033516819978,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003407885,0.0007083549,0.001459001,0.001127783,0.0009882413,0.00004479249,0.0007330995,0.001322844,0.0000159144],"category_scores_gemma":[0.001340746,0.0007150496,0.00009559722,0.002299359,0.0003797863,0.0004484291,0.001215016,0.004029764,0.00002456836],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005132273,"about_ca_system_score_gemma":0.002277778,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03556444,"about_ca_topic_score_gemma":0.3859878,"domain_scores_codex":[0.9878265,0.004394211,0.002867569,0.001901595,0.0007019052,0.00230827],"domain_scores_gemma":[0.9958293,0.001475039,0.0007009753,0.0009905407,0.0003670926,0.0006370802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007475708,0.0002223818,0.8802678,0.006923918,0.00001279636,0.00004980078,0.1001674,0.00008635352,0.000007050269,0.001790111,0.0002568504,0.009467937],"study_design_scores_gemma":[0.002523264,0.0001807859,0.8590422,0.008932501,0.000008471422,0.000001746867,0.1043152,0.001504479,0.0000192093,0.02018891,0.002777392,0.000505807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503336,0.01077192,0.00004702693,0.02881038,0.0004905831,0.005144152,0.00005158203,0.0001871403,0.004163595],"genre_scores_gemma":[0.9895643,0.0003263846,0.0004303802,0.00802468,0.0001683518,0.001120257,0.0001194245,0.00006993402,0.0001763175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3504234,"threshold_uncertainty_score":0.9999737,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401458481","doi":"10.4081/hls.2024.12445","title":"Management and prevention of emotional burnout among members of the armed and special forces","year":2024,"lang":"en","type":"article","venue":"Healthcare in Low-resource Settings","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Burnout; Psychology; Emotional exhaustion; Special forces; Social psychology; Applied psychology; Clinical psychology; Political science; Law","authors":[{"name":"Лілія Семененко","is_ca":false},{"name":"Uzef Dobrovolskyi","is_ca":false},{"name":"Stanislav Petrenko","is_ca":false},{"name":"Maria Yarmolchyk","is_ca":false},{"name":"Олексій Іщенко","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02104786411471487,"gpt":0.3588687887163528,"spread":0.3378209246016379,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001536417,0.0002055512,0.000415081,0.0002590996,0.0004187889,0.00001236361,0.0001782915,0.0002808273,0.0001647168],"category_scores_gemma":[0.0001377637,0.0001500568,0.00009390934,0.0004230044,0.0002610423,0.000117183,0.0003296383,0.000850877,0.00000318654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001068008,"about_ca_system_score_gemma":0.0002609264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008803806,"about_ca_topic_score_gemma":0.001076082,"domain_scores_codex":[0.9965491,0.0008145559,0.001126845,0.0004412349,0.0005438376,0.0005243726],"domain_scores_gemma":[0.9984058,0.0006376734,0.0004047513,0.0002624101,0.0001239855,0.0001654148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002179134,0.0001129556,0.7017419,0.04001772,0.00009801832,0.00003011453,0.03283523,0.00002524998,0.00006190709,0.0275696,0.004288591,0.1930008],"study_design_scores_gemma":[0.001233783,0.0001495235,0.8661201,0.07413645,0.00004852124,0.000007645666,0.02629576,0.001108502,0.00008608638,0.0074117,0.02310652,0.0002953915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764174,0.004587047,0.00001609121,0.0136271,0.0007333903,0.001532244,0.00006826025,0.00003722983,0.002981198],"genre_scores_gemma":[0.99543,0.0006763971,0.0002659998,0.0005895614,0.000580758,0.0001012029,0.00002093832,0.00003014284,0.002305033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1927054,"threshold_uncertainty_score":0.6119141,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}