{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"f5bec7b55264","filters":{"venue":"Journal of Social Development in Africa"}},"results":[{"id":"W44905361","doi":"","title":"Internalising a Crisis? Household Level Response to Water Scarcity in the City of Harare, Zimbabwe","year":2012,"lang":"en","type":"article","venue":"Journal of Social Development in Africa","topic":"Water resources management and optimization","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Water scarcity; Socioeconomic status; Socioeconomics; Economic growth; Quarter (Canadian coin); Corporate governance; Development economics; Geography; Political science; Business; Sociology; Economics; Agriculture; Population; Demography","authors":[{"name":"Emmanuel Manzungu","is_ca":false},{"name":"Rennie Chioreso","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06548639115607209,"gpt":0.2379849477830318,"spread":0.1724985566269597,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001864423,0.0001026801,0.0001937905,0.0003858432,0.00004396803,0.00004046201,0.000260557,0.00004891157,0.00002152473],"category_scores_gemma":[0.00003215806,0.00006985546,0.00005199042,0.0002917662,0.00001189953,0.0002448765,0.000065898,0.0001870581,0.000003876642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001928961,"about_ca_system_score_gemma":0.00001339666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007856181,"about_ca_topic_score_gemma":0.000007935985,"domain_scores_codex":[0.9987199,0.0001131392,0.0005148792,0.00005228572,0.0003264762,0.0002733487],"domain_scores_gemma":[0.9997423,0.00003691557,0.00008291525,0.00005627039,0.00003954987,0.00004207045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001629923,0.0006297889,0.1376762,0.0002046409,0.0002327706,0.00007172111,0.809099,0.02443577,0.008599905,0.0001148025,0.01177441,0.00553105],"study_design_scores_gemma":[0.001179331,0.00005098815,0.9156492,0.0001909252,0.0000246619,0.000008215062,0.004758097,0.0001375098,0.01358453,0.000122505,0.06397055,0.0003234991],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951348,0.00004919241,0.003279874,0.0005093681,0.0001707247,0.0001059164,0.000001539041,0.000007424924,0.0007411298],"genre_scores_gemma":[0.9969147,0.000006300102,0.002840686,0.00006385592,0.00008043239,0.000004317556,9.178518e-7,0.00001276386,0.00007597725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8043409,"threshold_uncertainty_score":0.2848623,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400979279","doi":"10.4314/jsda.v39i1.5","title":"Caregiving practices for older persons in Africa: Changing trends and implications for transformative social work","year":2024,"lang":"en","type":"article","venue":"Journal of Social Development in Africa","topic":"Intergenerational Family Dynamics and Caregiving","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Transformative learning; Sociology; Work (physics); Gender studies; Social work; Economic growth; Economics; Pedagogy","authors":[{"name":"Chika Rita Ikeorji","is_ca":true},{"name":"Ajwang’ Warria","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04577528324973262,"gpt":0.3379546768551578,"spread":0.2921793936054252,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00161652,0.000101461,0.000199568,0.00054575,0.0009464505,0.0001943768,0.0001291483,0.0001032805,0.00001033908],"category_scores_gemma":[0.0001501153,0.0001001733,0.0001161524,0.0009335315,0.00005566649,0.0004184736,0.0000169003,0.0001723338,2.730938e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005372374,"about_ca_system_score_gemma":0.0004872397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001190156,"about_ca_topic_score_gemma":0.0004345998,"domain_scores_codex":[0.9988241,0.00006984323,0.0003973102,0.0001325553,0.0002163137,0.0003599348],"domain_scores_gemma":[0.9991066,0.0004069564,0.0002511762,0.00001721402,0.0001734696,0.00004456225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003064373,0.00004852005,0.00046716,0.00005729784,0.00006693434,0.000001990691,0.8578761,0.000007699722,0.00008491561,0.07616284,0.002952859,0.062243],"study_design_scores_gemma":[0.001034211,0.00006597656,0.0487776,0.000457772,0.00008192258,0.000003820506,0.2953154,0.0004835818,0.00001713257,0.005593298,0.6476709,0.0004983374],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5963735,0.007491452,0.07290506,0.2209447,0.004612412,0.002810959,0.0002877839,0.0001379776,0.09443613],"genre_scores_gemma":[0.9946971,0.00004595622,0.003032601,0.00003629123,0.0004383442,0.0001187867,0.000005790228,0.0000134816,0.001611664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6447181,"threshold_uncertainty_score":0.7279428,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1777117143","doi":"","title":"Religion as Mechanism of Adaptation for Immigrants: The Case of African Migrant Students in a South African Tertiary Institution","year":2014,"lang":"en","type":"article","venue":"Journal of Social Development in Africa","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Religiosity; Salience (neuroscience); Immigration; Sociology; Negotiation; Context (archaeology); Social capital; Institution; Gender studies; Political science; Social psychology; Psychology; Social science; Geography","authors":[{"name":"JM Muthuki","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0199023102116544,"gpt":0.2866203649313774,"spread":0.266718054719723,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002914975,0.0001011616,0.0002821537,0.0003085883,0.0002372808,0.00002614489,0.0002807086,0.0001017715,0.000006953472],"category_scores_gemma":[0.000501212,0.00007918639,0.00009662443,0.0006213235,0.0001201276,0.0001501121,0.00002680861,0.000148156,7.301261e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000256668,"about_ca_system_score_gemma":0.0005411737,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001592532,"about_ca_topic_score_gemma":0.02373104,"domain_scores_codex":[0.9979636,0.0003207495,0.0008661055,0.0001059054,0.0005349267,0.0002087344],"domain_scores_gemma":[0.9985459,0.0001716612,0.00084287,0.00005874095,0.0003263803,0.00005438368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002204098,0.000292841,0.00164065,0.00003351057,0.00004002485,0.00002048194,0.9266112,0.0001244181,0.0002595934,0.06458994,0.00009119495,0.006075772],"study_design_scores_gemma":[0.006442263,0.0006446265,0.04558226,0.0006137108,0.0001538467,0.00003608239,0.8614838,0.003108222,0.0007058088,0.03376551,0.04677735,0.0006865798],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910729,0.00005074285,0.006334157,0.001037033,0.0001976947,0.0004264114,0.000007261904,0.000005432349,0.0008684025],"genre_scores_gemma":[0.9981037,0.00004218966,0.001634096,0.00006498115,0.0000575953,0.00001811249,0.000001780812,0.000006922117,0.00007057633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06512742,"threshold_uncertainty_score":0.9940833,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3209869510","doi":"","title":"The Socio-economic Effects Of Covid-19 Lockdown in Nigeria: Implications on Micro and Macro Economy","year":2021,"lang":"en","type":"article","venue":"Journal of Social Development in Africa","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","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":"Government (linguistics); Quarter (Canadian coin); Payment; Business; Shock (circulatory); State (computer science); Economic growth; Pandemic; Coronavirus disease 2019 (COVID-19); Economics; Development economics; Geography; Finance","authors":[{"name":"Francisca N. Onah","is_ca":false},{"name":"Christopher Onyemaechi Ugwuibe","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02944705594642506,"gpt":0.2691068649384923,"spread":0.2396598089920673,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001180151,0.0001299588,0.0004736337,0.0002925982,0.0001862861,0.00006084923,0.0002242168,0.0001176614,0.00004878859],"category_scores_gemma":[0.0007005639,0.0001309446,0.00009113599,0.0002198322,0.00008631811,0.0001230378,0.00008365281,0.0002576196,0.00002305905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001592263,"about_ca_system_score_gemma":0.001079011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000024302,"about_ca_topic_score_gemma":0.0001011087,"domain_scores_codex":[0.9983237,0.00005435583,0.001107212,0.0001963141,0.00003522799,0.0002831329],"domain_scores_gemma":[0.9980484,0.0008720566,0.0008125286,0.0001177952,0.00003886665,0.0001103162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003056205,0.0007323253,0.7597119,0.0006047136,0.000561282,0.0001140467,0.08352213,0.0003859021,0.001177738,0.1188066,0.02190106,0.01217672],"study_design_scores_gemma":[0.003145853,0.00007799349,0.4653137,0.00007072771,0.00000867769,0.00002551803,0.001476418,0.00001664725,0.0009725048,0.07605797,0.4524678,0.0003661989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709175,0.003279688,0.0003688158,0.01839864,0.000473648,0.0002973575,0.00002646779,0.000006434919,0.006231411],"genre_scores_gemma":[0.9977585,0.0006485626,0.0004071454,0.0008031559,0.00007483757,0.00001687696,0.000002022062,0.00001394746,0.0002749658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4305668,"threshold_uncertainty_score":0.5339764,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}