{"meta":{"query_hash":"8bd41dff54f2","filters":{"venue":"CODESRIA Bulletin"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/8bd41dff54f2","api":"https://metacan.xera.ac/api/v1/cohort?venue=CODESRIA+Bulletin"},"results":[{"id":"W4366985806","doi":"10.57054/cb320222809","title":"Whither ‘Sub-Saharan Africa’ Can We Use the Compass Instead?","year":2023,"lang":"en","type":"article","venue":"CODESRIA Bulletin","topic":"African history and culture studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Harm; Term (time); Compass; Political science; History; Sociology; Law; Geography; Cartography","score_opus":0.05692343244026931,"score_gpt":0.26873105546511294,"score_spread":0.21180762302484363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366985806","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.046365693,0.11270436,0.005025094,0.64424074,0.013587941,0.000028998982,0.00006906573,0.000070012866,0.17790817],"genre_scores_gemma":[0.8389984,0.061502766,0.003551963,0.060573276,0.004543706,0.000066175686,0.000060214006,0.00018270909,0.030520674],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976961,0.0016041782,0.000055938664,0.00013575277,0.00022615139,0.00028190552],"domain_scores_gemma":[0.997758,0.0011936696,0.00029257685,0.00018344645,0.00030855654,0.00026380288],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036028258,0.00056480366,0.00043383098,0.0009353105,0.0077956147,0.00831839,0.00083881663,0.0032658314,0.0059536705],"category_scores_gemma":[0.009788395,0.00015244282,0.00020612156,0.0021587713,0.02401017,0.011047523,0.0030209122,0.0061412957,0.0016112116],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046389796,0.000016067657,0.0016891692,0.00037690715,0.000012611071,0.00043880244,0.15670349,0.00005449612,0.00053252024,0.72063845,0.05049134,0.068999805],"study_design_scores_gemma":[0.000006396269,0.000028802502,0.0010259454,0.0011668358,0.0000075502003,0.00039668859,0.12292409,0.0000571265,0.00030360452,0.06214078,0.81191677,0.000025407166],"about_ca_topic_score_codex":0.007089484,"about_ca_topic_score_gemma":0.008739677,"teacher_disagreement_score":0.00831839,"about_ca_system_score_codex":0.0022641905,"about_ca_system_score_gemma":0.0026302037,"threshold_uncertainty_score":0.019917011},"labels":[],"label_agreement":null},{"id":"W4385510875","doi":"10.57054/cb05-062020124","title":"3 - De quoi le coup d’État du 18 août est-il le nom?","year":2021,"lang":"fr","type":"article","venue":"CODESRIA Bulletin","topic":"North African History and Literature","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Political science; Philosophy","score_opus":0.012150081020778653,"score_gpt":0.19020301295224742,"score_spread":0.17805293193146876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385510875","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06602847,0.0056991926,0.001651417,0.05838773,0.009533904,0.00008134289,0.0009090649,0.00006601908,0.8576428],"genre_scores_gemma":[0.28586823,0.001829513,0.00088290276,0.0067000566,0.00096466416,0.00011993211,0.00024251558,0.00011232302,0.70327985],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99911267,0.00023266643,0.000032754404,0.00011771591,0.00017225028,0.00033193626],"domain_scores_gemma":[0.999548,0.000087229186,0.000058136873,0.000031994237,0.00018446318,0.00009015568],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00095026504,0.00027004603,0.00021449123,0.00046920837,0.0059969155,0.0036874935,0.0004031972,0.0017344789,0.04912896],"category_scores_gemma":[0.0022400504,0.00015907836,0.0002494051,0.00055903144,0.0024976481,0.0028605193,0.0014808339,0.0038051668,0.0064345133],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020516389,0.000041255058,0.006645539,0.00025094257,0.00001583029,0.0007361249,0.035078075,0.00009338878,0.0010770701,0.73097175,0.18403037,0.040854447],"study_design_scores_gemma":[0.000005463224,0.0000135531245,0.004652866,0.00015615484,0.0000029589662,0.00010636737,0.007582984,0.000016572001,0.0002696817,0.004227289,0.9829573,0.00000874238],"about_ca_topic_score_codex":0.044022944,"about_ca_topic_score_gemma":0.10046138,"teacher_disagreement_score":0.04912896,"about_ca_system_score_codex":0.0036724743,"about_ca_system_score_gemma":0.0029371015,"threshold_uncertainty_score":0.16435277},"labels":[],"label_agreement":null},{"id":"W4385510944","doi":"10.57054/cb01-02201670","title":"CODESRIA Bulletin, Nos 1 & 2, 2016","year":2021,"lang":"en","type":"article","venue":"CODESRIA Bulletin","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Danish International Development Agency; Direktoratet for Utviklingssamarbeid; African Capacity Building Foundation; Styrelsen för Internationellt Utvecklingssamarbete; Open Society Foundations; Rockefeller Foundation; Council for the Development of Social Science Research in Africa; International Development Research Centre; Carnegie Corporation of New York; United States Agency for International Development; Ford Foundation","keywords":"Physics","score_opus":0.08846743602329261,"score_gpt":0.37663270294221246,"score_spread":0.28816526691891986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385510944","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009216626,0.003044329,0.0023080613,0.0148772495,0.010894501,0.0005278999,0.021050224,0.0030744784,0.94330156],"genre_scores_gemma":[0.0033178923,0.0015926156,0.0010111028,0.0020088148,0.0015255071,0.00032695447,0.0064897616,0.00081214483,0.9829153],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9925115,0.0005546664,0.00071125623,0.00055062794,0.004974182,0.0006978619],"domain_scores_gemma":[0.96916014,0.0043132394,0.0015786769,0.0035033512,0.018501313,0.002943318],"candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0047108848,0.0012095026,0.0016629306,0.0070023825,0.0042734477,0.01607812,0.0022000533,0.0052606203,0.4346248],"category_scores_gemma":[0.04917353,0.0008380341,0.0008824701,0.006494472,0.0025967935,0.004211615,0.0043442645,0.005120213,0.48387867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037911817,0.000029180212,0.00016345787,0.00017922721,0.0000024773724,0.000019412277,0.000037140977,0.000095500465,0.00017268641,0.010720207,0.95957506,0.028967714],"study_design_scores_gemma":[0.000011769298,0.000011981585,0.0004537421,0.00018719827,0.000002353844,0.000022253857,0.000028532637,0.00010757943,0.00024452095,0.0017025671,0.99721575,0.00001170622],"about_ca_topic_score_codex":0.04252873,"about_ca_topic_score_gemma":0.040947113,"teacher_disagreement_score":0.9839219,"about_ca_system_score_codex":0.010939572,"about_ca_system_score_gemma":0.020116754,"threshold_uncertainty_score":0.8064391},"labels":[],"label_agreement":null},{"id":"W4385524280","doi":"10.57054/cb03-04201574","title":"CODESRIA Bulletin, Nos 3 & 4, 2015","year":2015,"lang":"en","type":"article","venue":"CODESRIA Bulletin","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Danish International Development Agency; Direktoratet for Utviklingssamarbeid; African Capacity Building Foundation; Council for the Development of Social Science Research in Africa; International Social Science Council; Carnegie Corporation of New York; United Nations Development Programme; UNICEF; Styrelsen för Internationellt Utvecklingssamarbete; Open Society Foundations; Ford Foundation; Rockefeller Foundation; International Development Research Centre; United States Agency for International Development; John D. and Catherine T. MacArthur Foundation","keywords":"Medicine","score_opus":0.0931730587596296,"score_gpt":0.38188061186789396,"score_spread":0.28870755310826435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385524280","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031733443,0.005197948,0.0017634458,0.020016624,0.009513109,0.0005379055,0.019347275,0.0031960804,0.9372543],"genre_scores_gemma":[0.0142904315,0.0026429738,0.0012367143,0.0021762485,0.0021812853,0.0004175348,0.0064596357,0.001032298,0.96956295],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99434656,0.00046393418,0.00047243026,0.0003213296,0.0038093918,0.00058635307],"domain_scores_gemma":[0.98606503,0.0016845692,0.00080587214,0.0018800972,0.008241002,0.0013235025],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0034880373,0.00090345676,0.001280437,0.00979294,0.0042663296,0.013116833,0.0016241543,0.0033170178,0.32125384],"category_scores_gemma":[0.022874072,0.00064137427,0.0006672798,0.0075513525,0.002930189,0.0029004123,0.0052794376,0.003175065,0.20870465],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031380703,0.000026443453,0.00030999954,0.0002279665,0.0000027779329,0.000027770335,0.00012811173,0.000061167295,0.0002808457,0.009695963,0.957164,0.032043498],"study_design_scores_gemma":[0.000004789927,0.0000054090447,0.0010494511,0.00014300375,0.0000016502192,0.000018063813,0.00005212318,0.000032222782,0.00020581212,0.0005374204,0.9979437,0.000006364435],"about_ca_topic_score_codex":0.054508563,"about_ca_topic_score_gemma":0.049708456,"teacher_disagreement_score":0.67874616,"about_ca_system_score_codex":0.0095018195,"about_ca_system_score_gemma":0.015057055,"threshold_uncertainty_score":0.968149},"labels":[],"label_agreement":null},{"id":"W4385524516","doi":"10.57054/cb01-022011484","title":"13 - Report on an International Conference on South Sudan: Consequences of the Birth of Africa’s Newest State for the East and Horn of Africa Regions","year":2011,"lang":"en","type":"article","venue":"CODESRIA Bulletin","topic":"Global Peace and Security Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Council for the Development of Social Science Research in Africa; International Development Research Centre","keywords":"French horn; State (computer science); Geography; Political science; Ancient history; History; Sociology; Computer science","score_opus":0.1049539019432531,"score_gpt":0.2933786471704227,"score_spread":0.18842474522716962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385524516","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.560967,0.005534346,0.00085100223,0.098665774,0.009983022,0.0017046027,0.011731353,0.00013280436,0.3104301],"genre_scores_gemma":[0.5891644,0.005494066,0.0013423865,0.019552514,0.0014263869,0.0014611008,0.0039444943,0.00013420005,0.3774805],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99844176,0.0003103394,0.000054604163,0.000043644355,0.0002540113,0.0008956505],"domain_scores_gemma":[0.99818975,0.00035037074,0.00023374218,0.00007789032,0.00054758665,0.0006006761],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031690157,0.0007221083,0.0002980312,0.0012246426,0.00954751,0.0050214287,0.0010224101,0.004137729,0.022770317],"category_scores_gemma":[0.003107526,0.00029084107,0.0006325325,0.0017362937,0.0011278259,0.001933293,0.005669938,0.0048619234,0.0016912451],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020024118,0.0013784738,0.0971946,0.0014804945,0.00020390355,0.012484824,0.038092528,0.00205306,0.008271959,0.062382627,0.71066964,0.063785434],"study_design_scores_gemma":[0.00010816069,0.0003492394,0.20200023,0.00035187195,0.0000775191,0.0003530028,0.05067797,0.0003294805,0.005196228,0.0017403575,0.73870564,0.00011031375],"about_ca_topic_score_codex":0.14416435,"about_ca_topic_score_gemma":0.220007,"teacher_disagreement_score":0.14416435,"about_ca_system_score_codex":0.00659019,"about_ca_system_score_gemma":0.012856634,"threshold_uncertainty_score":0.28665042},"labels":[],"label_agreement":null},{"id":"W4409213952","doi":"10.57054/cb120255981","title":"12 - Indigenous African Knowledge and the Challenge of Epistemic Translation","year":2025,"lang":"en","type":"article","venue":"CODESRIA Bulletin","topic":"African cultural and philosophical studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Engineers Without Borders Canada","funders":"","keywords":"Translation (biology); Indigenous; Knowledge translation; Epistemology; Traditional knowledge; Sociology; Political science; Knowledge management; Philosophy; Computer science; Biology; Ecology","score_opus":0.03731039705804949,"score_gpt":0.29384925257881933,"score_spread":0.2565388555207698,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409213952","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015374704,0.023930443,0.015699925,0.26307932,0.002750452,0.000074728574,0.0000973979,0.00010594112,0.67888707],"genre_scores_gemma":[0.9056185,0.010294794,0.009966781,0.015381504,0.0023673226,0.00026017823,0.00007145573,0.00018696734,0.055852503],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9773366,0.017599491,0.0006865579,0.0011270555,0.0017300867,0.0015201203],"domain_scores_gemma":[0.96703625,0.025360363,0.0011189292,0.0029398159,0.002574751,0.000969871],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.027968954,0.0006560305,0.0008097031,0.0028233833,0.01615861,0.019653782,0.002213063,0.009243864,0.011922648],"category_scores_gemma":[0.03199573,0.0004262255,0.00064894353,0.0028737576,0.06857265,0.030504974,0.013995327,0.01051578,0.0021629476],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008645143,0.000006983339,0.0000438465,0.0000757549,0.0000021129154,0.00011781644,0.021948438,0.000043926357,0.000030333318,0.9695663,0.0037231657,0.0044328123],"study_design_scores_gemma":[0.00001736874,0.000014072451,0.00016604432,0.0007476443,0.0000055323408,0.00028852787,0.04276834,0.00026082038,0.00020484914,0.7253394,0.23016517,0.000022201679],"about_ca_topic_score_codex":0.009159945,"about_ca_topic_score_gemma":0.0074396175,"teacher_disagreement_score":0.027968954,"about_ca_system_score_codex":0.011674701,"about_ca_system_score_gemma":0.011085509,"threshold_uncertainty_score":0.14791578},"labels":[],"label_agreement":null}]}