{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"7cf93de90c34","filters":{"venue":"ANNALS OF SOCIAL SCIENCES AND PERSPECTIVE"}},"results":[{"id":"W4290996671","doi":"10.52700/assap.v3i1.133","title":"Institutional Corruption in the Health Sector and Role of Administration: A Case Study of Pakistan","year":2022,"lang":"en","type":"article","venue":"ANNALS OF SOCIAL SCIENCES AND PERSPECTIVE","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute on Governance","funders":"","keywords":"Transparency (behavior); Language change; Accountability; Health care; Business; Corporate governance; Human resources; Government (linguistics); Service delivery framework; Sustainability; Economic growth; Public economics; Economics; Finance; Service (business); Political science; Marketing","authors":[{"name":"Umer Ahmed","is_ca":false},{"name":"Hafiz Syed Mohsin Abbas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1642809182341921,"gpt":0.4076234324590829,"spread":0.2433425142248908,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002154137,0.0002172441,0.000261932,0.001092959,0.006999482,0.002519716,0.0004955598,0.001087877,0.002580595],"category_scores_gemma":[0.002930101,0.0002599962,0.0002423872,0.001908684,0.003368008,0.001489723,0.002028896,0.001310595,0.0002132681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009357743,"about_ca_system_score_gemma":0.006923321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1145964,"about_ca_topic_score_gemma":0.159652,"domain_scores_codex":[0.9978639,0.001039555,0.00005760846,0.00008548687,0.0001337632,0.0008197252],"domain_scores_gemma":[0.9965758,0.001360481,0.000824658,0.0001284894,0.0003114844,0.0007990488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002835616,0.001647037,0.5770295,0.000236799,0.00005880843,0.03354032,0.3167778,0.002138557,0.000653195,0.02849004,0.006137914,0.0330065],"study_design_scores_gemma":[0.00003209195,0.0003507436,0.2151492,0.0002389287,0.00003365046,0.003470782,0.7624112,0.001804401,0.0003857311,0.001458268,0.01462398,0.00004096177],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951468,0.0001366965,0.0001384851,0.001072213,0.000004838128,0.00002530949,0.00004525652,0.000001329064,0.003428976],"genre_scores_gemma":[0.9990134,0.0002630263,0.00008414387,0.0001169585,0.000003988324,0.000006535248,0.0000130403,0.000001082768,0.0004977869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1145964,"threshold_uncertainty_score":0.2278587,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3201600238","doi":"10.52700/assap.v1i2.19","title":"Impact of COVID-19 on Vulnerable Groups: A Need for Mental Health Facilities","year":2020,"lang":"en","type":"article","venue":"ANNALS OF SOCIAL SCIENCES AND PERSPECTIVE","topic":"COVID-19 and Mental Health","field":"Psychology","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":"Pandemic; China; Mental health; Outbreak; Psychosocial; Public health; Geography; Medicine; Coronavirus disease 2019 (COVID-19); Disease; Environmental health; Socioeconomics; Psychiatry; Infectious disease (medical specialty); Sociology; Virology; Nursing","authors":[{"name":"Ruqia Safdar Bajwa","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2945973207379651,"gpt":0.5495794839872191,"spread":0.254982163249254,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00241426,0.0004656749,0.0009421966,0.0007641307,0.01015439,0.004325879,0.001901642,0.003628466,0.02478029],"category_scores_gemma":[0.006270512,0.0004481827,0.001210787,0.0005861533,0.00396703,0.005989328,0.009497184,0.01295558,0.002033732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005636678,"about_ca_system_score_gemma":0.01376316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02503237,"about_ca_topic_score_gemma":0.04868745,"domain_scores_codex":[0.9977219,0.0008533481,0.00008401995,0.0001198808,0.0003018723,0.0009190786],"domain_scores_gemma":[0.9917567,0.0008505216,0.0006744375,0.0001323282,0.0009088184,0.005677175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002333316,0.0007831608,0.06549803,0.002214831,0.0002388374,0.01518703,0.06039401,0.0002448458,0.002174844,0.02285668,0.5977039,0.2324704],"study_design_scores_gemma":[0.0001429663,0.001090163,0.09281861,0.01012601,0.0002022945,0.01685143,0.412049,0.0006999212,0.0005509335,0.03951371,0.4256152,0.0003396746],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08582795,0.01132888,0.0008473932,0.8681881,0.004345714,0.0001912316,0.0004127307,0.0001014017,0.02875657],"genre_scores_gemma":[0.4979442,0.04998952,0.005470275,0.4173661,0.005917255,0.0007472072,0.0006354396,0.0001481821,0.02178182],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02503237,"threshold_uncertainty_score":0.08289838,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}