{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006983878,0.0004716712,0.000741231,0.0004014988,0.0003956542,0.000278384,0.0002799685,0.0003274198,0.001159557],"category_scores_gemma":[0.001384591,0.0001230721,0.0007079935,0.0002020815,0.000207453,0.0002000959,0.0003695213,0.0003785325,0.0001212799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002514283,"about_ca_system_score_gemma":0.0004780037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008817069,"about_ca_topic_score_gemma":0.001927016,"domain_scores_codex":[0.9995196,0.0001790242,0.000082417,0.00005316118,0.00005534962,0.0001103911],"domain_scores_gemma":[0.9994643,0.0001352062,0.0001011548,0.0000246149,0.00003643961,0.0002382669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.08771799,0.1912714,0.09350643,0.003380076,0.001962923,0.0003181678,0.001659736,0.001764043,0.01264226,0.0001847699,0.0008610903,0.6047312],"study_design_scores_gemma":[0.01093742,0.2931479,0.6879479,0.0002307808,0.001021068,0.0001379703,0.0005880352,0.001069652,0.00305989,0.0001803427,0.001625837,0.00005321587],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998731,0.0005127079,0.00005508356,0.00004157362,0.00002096284,0.0001161668,0.00002350476,0.000006165651,0.0004929464],"genre_scores_gemma":[0.9985803,0.000378368,0.000509357,0.00005430108,0.00001898636,0.0001822533,0.00004833218,6.498684e-7,0.0002274647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001159557,"threshold_uncertainty_score":0.00387907,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008984011,0.0001449465,0.0003561143,0.0006881292,0.000408792,0.0008787094,0.0003149495,0.0004676402,0.002445815],"category_scores_gemma":[0.003103228,0.000103637,0.0007059116,0.0009465498,0.0004415083,0.0003913892,0.0003807019,0.0005315302,0.0001909509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008906649,"about_ca_system_score_gemma":0.0005451099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01769871,"about_ca_topic_score_gemma":0.02779444,"domain_scores_codex":[0.9993263,0.0002007084,0.00007218403,0.00005200237,0.0002122013,0.0001366568],"domain_scores_gemma":[0.9980001,0.0003946289,0.0008141554,0.00002760499,0.0003846695,0.0003789039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006903228,0.00009686982,0.9926705,0.0000596401,0.00007411608,0.00005941552,0.0005837276,0.00003562367,0.00008482067,0.00001624903,0.0001913422,0.006058615],"study_design_scores_gemma":[0.000001217359,0.00009331721,0.998676,0.00002011625,0.00001753925,0.0000469385,0.0008954394,0.00007424834,0.00002012779,0.000007813853,0.0001431109,0.000004077891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982859,0.0005016789,0.00003463641,0.0002272147,0.000008273581,0.000009795912,0.0002043918,0.000001739365,0.0007261828],"genre_scores_gemma":[0.9995271,0.0001650702,0.00002914932,0.00004457543,0.000005216181,0.000006425436,0.0001101606,7.019049e-7,0.0001116223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01769871,"threshold_uncertainty_score":0.03519136,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005330957,0.0001682199,0.0002431501,0.0005879769,0.0002166444,0.0006470836,0.0001624623,0.0002264696,0.0006871635],"category_scores_gemma":[0.001192422,0.0001459456,0.000261912,0.0008181869,0.0001997878,0.0004277022,0.0004964908,0.0003024438,0.00008527767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002973557,"about_ca_system_score_gemma":0.0002927785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003576547,"about_ca_topic_score_gemma":0.005372665,"domain_scores_codex":[0.9997275,0.00007753659,0.00002957393,0.00005268765,0.00003886049,0.00007385869],"domain_scores_gemma":[0.9996098,0.00005671375,0.0002317571,0.00002238964,0.00002149712,0.0000579696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002047078,0.00003794792,0.9930661,0.00001944105,0.00006413636,0.000324456,0.00035312,0.00004608409,0.0001899614,0.0000698326,0.0001525753,0.005471518],"study_design_scores_gemma":[0.00001179169,0.00009433693,0.9979583,0.00002178237,0.00003335881,0.0006140714,0.0005118515,0.0000685899,0.00002911289,0.00004905687,0.0006026113,0.000005154063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983463,0.0008612009,0.0000497342,0.0000597238,0.00001205276,0.000003797664,0.000125983,7.48445e-7,0.0005405288],"genre_scores_gemma":[0.9991869,0.0004776833,0.00003281509,0.00004371669,0.0000111676,0.000003328895,0.0001490408,7.596259e-7,0.00009449921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003576547,"threshold_uncertainty_score":0.00711143,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000511361,0.0001082425,0.0001792136,0.0005126382,0.0006124814,0.0005428013,0.000289634,0.0003314369,0.0009271636],"category_scores_gemma":[0.002975977,0.0001975341,0.0001761083,0.0005684822,0.0004138543,0.0004654009,0.0004675305,0.0003759406,0.00009272745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004671129,"about_ca_system_score_gemma":0.000542339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007647422,"about_ca_topic_score_gemma":0.01337121,"domain_scores_codex":[0.9994866,0.0002290128,0.0000614017,0.00003662535,0.00007501243,0.0001114023],"domain_scores_gemma":[0.9989605,0.0002558717,0.0005051761,0.0000256646,0.00006177868,0.0001910476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001621247,0.00008259333,0.9957843,0.00002730297,0.000009295419,0.00036285,0.001215409,0.00001214983,0.0001668232,0.00002547279,0.00008976577,0.002207746],"study_design_scores_gemma":[0.000003183354,0.0001823335,0.9933224,0.00003263244,0.000008086986,0.0006819377,0.005414529,0.00005558091,0.00003150809,0.00002419216,0.0002386946,0.000004867117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992872,0.0001788542,0.00001763026,0.0001010128,0.0000024224,0.0000112201,0.00003352412,8.322937e-7,0.0003674361],"genre_scores_gemma":[0.999663,0.0001779997,0.00003937531,0.00003873706,0.000002892225,0.000007156641,0.0000217632,2.368041e-7,0.00004883047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007647422,"threshold_uncertainty_score":0.0152058,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004456769,0.0003126799,0.0003798503,0.002960724,0.0008229865,0.001602128,0.0005366425,0.0004013613,0.003160739],"category_scores_gemma":[0.01109335,0.0002746408,0.0009410976,0.00275818,0.00147981,0.001804411,0.001428746,0.0009849182,0.0002317103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001674384,"about_ca_system_score_gemma":0.001479527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02049166,"about_ca_topic_score_gemma":0.02550857,"domain_scores_codex":[0.9984433,0.000736846,0.0001294484,0.000163983,0.0002684672,0.0002578686],"domain_scores_gemma":[0.9886793,0.008605467,0.001447282,0.0004336124,0.0006256179,0.0002086427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006902482,0.0001795922,0.9715106,0.0000779963,0.00006855929,0.000250712,0.01334382,0.0006770435,0.0001069591,0.004063342,0.0004247468,0.009227501],"study_design_scores_gemma":[0.000005321805,0.0002459637,0.8573208,0.0003341488,0.00008872926,0.0004898906,0.1211477,0.01145409,0.0003794447,0.005914672,0.002589325,0.00002976023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941646,0.0002406095,0.001181927,0.0003577414,0.00001013302,0.00006764216,0.000618925,0.000004872061,0.003353517],"genre_scores_gemma":[0.99905,0.00008498537,0.0003418769,0.00003370023,0.000004846596,0.0000400372,0.000188838,0.000002131672,0.0002535267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02049166,"threshold_uncertainty_score":0.04074478,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001023424,0.0002635914,0.0001998362,0.0006506299,0.00140217,0.0005259624,0.0004058329,0.0005463002,0.001696823],"category_scores_gemma":[0.002164496,0.00009260445,0.0003024219,0.0001728723,0.0003551164,0.000238607,0.001089954,0.0006457483,0.0003757983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003093843,"about_ca_system_score_gemma":0.001865252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0013081,"about_ca_topic_score_gemma":0.00191811,"domain_scores_codex":[0.9993181,0.0003668048,0.0000315865,0.0000263432,0.00009343618,0.000163809],"domain_scores_gemma":[0.9994996,0.00008401855,0.0001359144,0.00002581733,0.00008705592,0.0001675905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003892512,0.004161343,0.101045,0.001981951,0.0001411068,0.0007491364,0.01088348,0.0006363564,0.009397669,0.002280317,0.007573517,0.8607609],"study_design_scores_gemma":[0.0002650461,0.01164952,0.8231844,0.006231631,0.0003173071,0.004378062,0.05509104,0.002245453,0.009741081,0.008073325,0.07872201,0.0001011243],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.937961,0.02076832,0.007466299,0.009532723,0.0005396315,0.0002522741,0.00004246753,0.00009032496,0.02334706],"genre_scores_gemma":[0.9824429,0.009100014,0.004939219,0.0005826512,0.0002351879,0.0001516902,0.00004296954,0.000006879238,0.002498392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001696823,"threshold_uncertainty_score":0.005676448,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}