{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004220592,0.000196983,0.0002193962,0.000598903,0.003506625,0.002973111,0.0004209765,0.0006555539,0.002874826],"category_scores_gemma":[0.001322609,0.0002348029,0.0001440104,0.0009594434,0.002292539,0.001428542,0.002843264,0.0008292213,0.0001495966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002629839,"about_ca_system_score_gemma":0.001158556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05878852,"about_ca_topic_score_gemma":0.1020282,"domain_scores_codex":[0.9995108,0.0001729402,0.00001351195,0.00003902808,0.00003564694,0.0002282132],"domain_scores_gemma":[0.9996793,0.00007767391,0.0001005144,0.00001354571,0.00003529574,0.00009377459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001089781,0.0001428874,0.2359049,0.0002478697,0.00006720838,0.004799515,0.7195516,0.0004439668,0.004558876,0.003830039,0.002502961,0.0278412],"study_design_scores_gemma":[0.000003433908,0.00006209972,0.2622268,0.00009044146,0.00001190819,0.0002609974,0.7280801,0.0001598124,0.0002101081,0.0003391514,0.008534564,0.00002053291],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975411,0.0001284598,0.00007895398,0.0008211669,0.000007053458,0.00001528554,0.0000293237,0.000001645417,0.00137706],"genre_scores_gemma":[0.999198,0.0001957624,0.00004627711,0.0001053571,0.000003165173,0.000008403467,0.00001889976,7.754483e-7,0.0004233152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05878852,"threshold_uncertainty_score":0.1168926,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002413118,0.0002692367,0.0003260271,0.001790769,0.002411366,0.002489423,0.0006396658,0.0007962522,0.00240744],"category_scores_gemma":[0.006423536,0.0001993857,0.0002972636,0.003233737,0.001779568,0.00413997,0.002725684,0.001115578,0.0001655172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00296964,"about_ca_system_score_gemma":0.004717592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02604273,"about_ca_topic_score_gemma":0.03673841,"domain_scores_codex":[0.9987318,0.0005730042,0.000127905,0.00009926496,0.0001321726,0.0003358933],"domain_scores_gemma":[0.9966828,0.001158648,0.001234233,0.00005802542,0.0004356001,0.000430639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001132265,0.0001032789,0.2094384,0.00461857,0.00006803638,0.002984536,0.4680879,0.0001738187,0.0009576537,0.01286426,0.006778678,0.2938117],"study_design_scores_gemma":[0.000008308091,0.0001238047,0.3034873,0.007245352,0.00004182664,0.001854017,0.6368703,0.0001748101,0.0001584383,0.002866703,0.04712148,0.00004778469],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.822696,0.1298942,0.0004608636,0.03810417,0.0003727426,0.00005022041,0.0002927263,0.0000109867,0.008118129],"genre_scores_gemma":[0.9299955,0.06776082,0.000459433,0.00108246,0.0001054384,0.00003312565,0.00006255053,0.000004480415,0.0004962618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02604273,"threshold_uncertainty_score":0.05178231,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001488777,0.0003741047,0.0003502991,0.0007229963,0.01421932,0.003191248,0.001173764,0.002230864,0.004427888],"category_scores_gemma":[0.002644385,0.0003006697,0.0003950562,0.0006119874,0.005200568,0.001669079,0.004131399,0.00327398,0.0002454341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002911591,"about_ca_system_score_gemma":0.003358605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01830127,"about_ca_topic_score_gemma":0.04377868,"domain_scores_codex":[0.9990143,0.000528304,0.00002422267,0.00004036736,0.00005259275,0.0003401826],"domain_scores_gemma":[0.9988993,0.0003534232,0.0001891826,0.00004275921,0.0000721258,0.0004431314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004392438,0.0002370279,0.03138915,0.00006891499,0.00001184387,0.01852321,0.9370223,0.00004648223,0.0007587878,0.004375792,0.0007127537,0.006809847],"study_design_scores_gemma":[0.000004194283,0.00005296943,0.01000588,0.00005665209,0.000007301765,0.002317989,0.9834099,0.00007807982,0.00009065177,0.0003988475,0.003569834,0.000007742696],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943675,0.0002453675,0.00009979708,0.002310824,0.00002781339,0.00001943107,0.000006843099,0.000002325553,0.002919998],"genre_scores_gemma":[0.9977559,0.0003885611,0.0001237084,0.0003127247,0.00001203963,0.00001162097,0.000004579668,0.000002405929,0.001388409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01830127,"threshold_uncertainty_score":0.03638953,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008836362,0.0002097446,0.0002457834,0.001045067,0.002545971,0.002778817,0.0002337174,0.0006822499,0.002487181],"category_scores_gemma":[0.001319727,0.0002199867,0.0002605914,0.001265113,0.001874106,0.001813657,0.001982189,0.001409051,0.0001345321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004045241,"about_ca_system_score_gemma":0.002595559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01856633,"about_ca_topic_score_gemma":0.04292987,"domain_scores_codex":[0.9994599,0.0002116934,0.00002920122,0.00003496512,0.00006302155,0.0002012067],"domain_scores_gemma":[0.999015,0.0003831149,0.0003055536,0.00001819331,0.000121164,0.0001569936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003177584,0.0005478664,0.691258,0.001738714,0.0001157246,0.01807742,0.1258416,0.001924207,0.002184194,0.08120577,0.008962466,0.0678263],"study_design_scores_gemma":[0.00001004463,0.0002319211,0.5572402,0.001895656,0.00006379614,0.001493667,0.3968735,0.001046276,0.0007070427,0.009784402,0.03058578,0.00006763756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638902,0.005968616,0.0002726403,0.009367662,0.0001546409,0.00004831901,0.0002562812,0.000003400087,0.02003824],"genre_scores_gemma":[0.9948473,0.003792228,0.0001113662,0.0003516928,0.00002446227,0.00001270564,0.0000334276,0.000001840411,0.0008250515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01856633,"threshold_uncertainty_score":0.03691649,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}