{"meta":{"query_hash":"79b5beed7fe8","filters":{"venue":"South African journal of information management"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/79b5beed7fe8","api":"https://metacan.xera.ac/api/v1/cohort?venue=South+African+journal+of+information+management"},"results":[{"id":"W1988267166","doi":"10.4102/sajim.v16i1.596","title":"Strategies for information management in education: Some international experience","year":2014,"lang":"en","type":"article","venue":"South African journal of information management","topic":"Information Technology Governance and Strategy","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Axial coding; Public relations; Context (archaeology); Content analysis; Information technology; Information and Communications Technology; Political science; Qualitative research; Sociology; Pedagogy; Knowledge management; Business; Computer science; Grounded theory","score_opus":0.007529401583981779,"score_gpt":0.22395911471945706,"score_spread":0.2164297131354753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988267166","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04132401,0.00004530887,0.33264,0.0029837824,0.0042493767,0.0016178149,0.000015020328,0.00016738843,0.6169573],"genre_scores_gemma":[0.98808205,0.00003222046,0.00734467,0.003900356,0.0003519385,0.0001235163,0.00006179841,0.000006846201,0.00009658837],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99804044,0.0000066209577,0.0011405665,0.00007518132,0.00048817348,0.00024904418],"domain_scores_gemma":[0.9978655,0.0000126311825,0.0014591148,0.00019061631,0.00045302752,0.000019088793],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006805993,0.00017180543,0.00019158423,0.0015716177,0.00011587289,0.0006567898,0.00060914137,0.00006244697,0.00004689997],"category_scores_gemma":[0.000050702874,0.00016011728,0.00009773523,0.0005036244,0.000050001672,0.019432368,0.00010934996,0.00013627029,0.00015227859],"study_design_candidate":"theoretical_or_conceptual","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":[0.000098006254,0.000032676387,0.0004390473,0.00023500793,0.00004336655,6.526618e-7,0.0018030306,0.0018976021,3.916762e-7,0.8415829,0.0042632706,0.14960405],"study_design_scores_gemma":[0.0018192949,0.00004016777,0.0053256014,0.000107668624,0.00003635353,0.0000048433194,0.107188776,0.004719009,0.0000069394086,0.04231841,0.8381787,0.00025422854],"about_ca_topic_score_codex":0.000009592918,"about_ca_topic_score_gemma":0.0000019355862,"teacher_disagreement_score":0.94675803,"about_ca_system_score_codex":0.00012448957,"about_ca_system_score_gemma":0.000049245784,"threshold_uncertainty_score":0.9942823},"labels":[],"label_agreement":null},{"id":"W2012132011","doi":"10.4102/sajim.v4i3.173","title":"International information seeking behaviour of South African exporters","year":2002,"lang":"en","type":"article","venue":"South African journal of information management","topic":"International Business and FDI","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Knowledge management; Information management; Sound (geography); Business; Political science; Computer science","score_opus":0.013498890684366953,"score_gpt":0.19937760228579204,"score_spread":0.18587871160142508,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012132011","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17427634,0.000041172712,0.16381426,0.0034793655,0.004723504,0.00089364045,0.000086021144,0.00014315,0.65254253],"genre_scores_gemma":[0.996935,0.000010361812,0.001618909,0.00085034064,0.0003939878,0.00000853184,0.000046696674,0.000010157565,0.00012597538],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973163,0.000008549785,0.001356445,0.0000785601,0.0010111813,0.00022893591],"domain_scores_gemma":[0.9960058,0.000012456889,0.0027228051,0.00017388698,0.0010550409,0.000030021003],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057867746,0.00019384356,0.0002505888,0.0016714287,0.000106752675,0.00041297651,0.0005740828,0.00004822016,0.0008373745],"category_scores_gemma":[0.000091628775,0.0001741072,0.00019038761,0.0005898727,0.00005528822,0.007668936,0.00017125932,0.00016310412,0.00026476226],"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":[0.0015195285,0.00089836423,0.15203673,0.0023693924,0.00256108,0.0001250846,0.07870324,0.027874025,0.000073252784,0.22119112,0.05097282,0.46167538],"study_design_scores_gemma":[0.007052513,0.00016246588,0.13496846,0.0006656129,0.0006268603,0.000055870085,0.11970134,0.060249887,0.00003768919,0.0016799927,0.67353654,0.0012627417],"about_ca_topic_score_codex":0.00002044175,"about_ca_topic_score_gemma":5.769017e-7,"teacher_disagreement_score":0.8226587,"about_ca_system_score_codex":0.00010063866,"about_ca_system_score_gemma":0.000012065019,"threshold_uncertainty_score":0.91686636},"labels":[],"label_agreement":null},{"id":"W2058673534","doi":"10.4102/sajim.v16i1.598","title":"Preserving traditional medical knowledge through modes of transmission: A post-positivist enquiry","year":2014,"lang":"en","type":"article","venue":"South African journal of information management","topic":"Indigenous Knowledge Systems and Agriculture","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Snowball sampling; Nonprobability sampling; Likert scale; Nigerians; Health care; Focus group; Positivism; Qualitative research; Medical education; Descriptive statistics; Psychology; Medicine; Nursing; Family medicine; Sociology; Environmental health; Business; Social science; Marketing; Political science; Population","score_opus":0.0139408902559754,"score_gpt":0.20269784845722644,"score_spread":0.18875695820125105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058673534","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76452214,0.00043354373,0.018943954,0.00250145,0.00052856683,0.00075664185,0.00011500952,0.00005651317,0.21214217],"genre_scores_gemma":[0.9985348,0.000016502787,0.0007711908,0.00011815813,0.0003742695,0.0000054891593,0.00003075159,7.428239e-7,0.00014812485],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99828064,0.000113361995,0.0007264104,0.00007353147,0.0006138709,0.00019218406],"domain_scores_gemma":[0.99879897,0.00008235176,0.0005281731,0.00004401296,0.00040801166,0.00013847822],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007802059,0.00012772193,0.00024062254,0.000042949556,0.00018507526,0.000054196727,0.000390862,0.00007466923,0.00035540105],"category_scores_gemma":[0.000040682742,0.000046463,0.00018214616,0.00028363938,0.0000513343,0.00059469073,0.000044497025,0.00014690189,0.000019001709],"study_design_candidate":"design_other","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":[0.00058030576,0.0012027388,0.00094584585,0.0015731362,0.0007075593,0.000028794208,0.1297265,0.00086565694,0.0070193717,0.08478508,0.013778079,0.7587869],"study_design_scores_gemma":[0.003615309,0.0044869813,0.100427,0.0029061325,0.000315682,0.0003403931,0.14797744,0.004886562,0.0028080936,0.005380827,0.725573,0.0012825793],"about_ca_topic_score_codex":0.000012231282,"about_ca_topic_score_gemma":0.000010727321,"teacher_disagreement_score":0.75750434,"about_ca_system_score_codex":0.000032631273,"about_ca_system_score_gemma":0.00002673466,"threshold_uncertainty_score":0.38913924},"labels":[],"label_agreement":null},{"id":"W2084169552","doi":"10.4102/sajim.v2i4.116","title":"Universal Description, Discovery and Integration","year":2000,"lang":"en","type":"article","venue":"South African journal of information management","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Knowledge management; Computer science; Data science; Information management; Agile software development; Process management; Business; Software engineering","score_opus":0.009410827558347898,"score_gpt":0.1933419726221116,"score_spread":0.1839311450637637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084169552","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.061763857,0.00003216699,0.9224854,0.00058362365,0.00014946055,0.00006932761,8.0051683e-7,0.000022552229,0.014892783],"genre_scores_gemma":[0.96915096,0.000058311543,0.030275706,0.00019732967,0.00001810221,6.694237e-7,8.028472e-7,0.000001026515,0.00029707034],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99936676,0.000022993841,0.0002826223,0.000042956675,0.0001961961,0.00008847818],"domain_scores_gemma":[0.9995802,0.000010550277,0.00019176873,0.00010863689,0.000068998204,0.00003985871],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025343554,0.000058999507,0.00007976801,0.0002071239,0.00005945568,0.0003248043,0.00025617715,0.000011958743,0.00001710643],"category_scores_gemma":[0.000011745279,0.000045025354,0.000028178725,0.00018262392,0.000027938057,0.0043703346,0.00004058621,0.00005680114,0.000019382658],"study_design_candidate":"design_other","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":[0.00010360595,0.000032684693,0.0010430779,0.00003726523,0.00007960916,0.000019694144,0.021542743,0.0012915625,0.000008156132,0.19887911,0.0021175814,0.7748449],"study_design_scores_gemma":[0.010707006,0.0037817557,0.40602064,0.00070877356,0.00034069727,0.00059943885,0.21801907,0.08488489,0.00047917318,0.07847716,0.19425872,0.0017226902],"about_ca_topic_score_codex":0.0000032021824,"about_ca_topic_score_gemma":7.4007244e-7,"teacher_disagreement_score":0.90738714,"about_ca_system_score_codex":0.00003405987,"about_ca_system_score_gemma":0.00001583017,"threshold_uncertainty_score":0.3168387},"labels":[],"label_agreement":null},{"id":"W2116787744","doi":"10.4102/sajim.v13i1.475","title":"Records management and risk management at Kenya Commercial Bank Limited, Nairobi","year":2011,"lang":"en","type":"article","venue":"South African journal of information management","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Risk management; Business; Finance","score_opus":0.02205821862362076,"score_gpt":0.18006675460809227,"score_spread":0.1580085359844715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2116787744","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02485512,0.000043166532,0.0030570137,0.00014613106,0.0007382408,0.0005796152,0.000106831394,0.000057294765,0.9704166],"genre_scores_gemma":[0.9695916,0.0010235534,0.011272867,0.00079130114,0.00025576714,0.00005462883,0.000068322595,0.000029799456,0.016912155],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977431,0.00006231445,0.0010012399,0.00018118192,0.0006376876,0.00037443268],"domain_scores_gemma":[0.9984566,0.000024158935,0.0009234547,0.0002741203,0.000118064905,0.00020358476],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00049439346,0.00030098596,0.00029266614,0.00087745866,0.0004781981,0.0003202571,0.00044871998,0.000017979419,0.00065563247],"category_scores_gemma":[0.000004907283,0.0002526528,0.00020029156,0.00013805571,0.00024152934,0.0014884706,0.00049231393,0.00017995918,0.0003380509],"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":[0.00043609034,0.0001859631,0.0009629729,0.00039113523,0.0013684065,0.0000946935,0.032742128,0.00005494198,1.2684139e-8,0.7288809,0.0139731765,0.22090961],"study_design_scores_gemma":[0.0020818026,0.00048559988,0.08420979,0.00019752601,0.0006796192,0.000020116417,0.031057829,0.00007000823,0.0000018268094,0.028239882,0.85247874,0.0004772769],"about_ca_topic_score_codex":0.000014663511,"about_ca_topic_score_gemma":0.000013724778,"teacher_disagreement_score":0.95350444,"about_ca_system_score_codex":0.00011847404,"about_ca_system_score_gemma":0.000005652189,"threshold_uncertainty_score":0.99999255},"labels":[],"label_agreement":null},{"id":"W2518310101","doi":"10.4102/sajim.v18i2.731","title":"Empowering insight: The role of collaboration in the evolution of intelligence practice","year":2016,"lang":"en","type":"article","venue":"South African journal of information management","topic":"Competitive and Knowledge Intelligence","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saskatchewan Research Council (Canada)","funders":"","keywords":"Knowledge management; AKA; Competitive intelligence; Process (computing); Agile software development; Business; Sociology; Computer science","score_opus":0.00874278079144475,"score_gpt":0.2469770687716475,"score_spread":0.23823428798020274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2518310101","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1320082,0.00087891694,0.44118154,0.0060861656,0.0008845011,0.0012521418,0.000009019889,0.000022553317,0.41767696],"genre_scores_gemma":[0.9993871,0.000033847347,0.00031814363,0.00014230392,0.00009411618,0.0000052181394,5.669517e-7,0.0000027819142,0.000015959302],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9986732,0.000038645918,0.0007359194,0.00004540364,0.00040549928,0.00010131693],"domain_scores_gemma":[0.997521,0.00014019212,0.0013408881,0.00015967629,0.00083246164,0.0000058102964],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014498442,0.000078176374,0.00011663181,0.00043988353,0.000056006287,0.00007554568,0.00041838086,0.000017679902,0.000035642137],"category_scores_gemma":[0.0004537054,0.000039270344,0.000055656314,0.00097407965,0.000069915055,0.0025495025,0.00008611315,0.00007775131,0.00003940956],"study_design_candidate":"theoretical_or_conceptual","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":[0.0003670428,0.00012678663,0.0071175736,0.00019859876,0.000093458184,0.0000035269723,0.03070374,0.0016772379,0.00021823615,0.807702,0.00021013379,0.15158165],"study_design_scores_gemma":[0.0004919725,0.0001255654,0.011336839,0.0005955395,0.00013652281,0.0000074796685,0.67481005,0.0016553972,0.0011160286,0.02182853,0.28770304,0.00019302774],"about_ca_topic_score_codex":0.0000284592,"about_ca_topic_score_gemma":0.00001754798,"teacher_disagreement_score":0.8673789,"about_ca_system_score_codex":0.00007605934,"about_ca_system_score_gemma":0.000035424415,"threshold_uncertainty_score":0.18483277},"labels":[],"label_agreement":null},{"id":"W2920995979","doi":"10.4102/sajim.v21i1.1011","title":"Digital preservation practices in academic libraries in South Africa in the wake of the digital revolution","year":2019,"lang":"en","type":"article","venue":"South African journal of information management","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":60,"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":"University of British Columbia; University of Manchester","keywords":"Obsolescence; Digital preservation; Digital library; Public relations; Digital Revolution; Government (linguistics); Order (exchange); Business; Political science; World Wide Web; Computer science; Marketing","score_opus":0.032424089102901045,"score_gpt":0.20908490465968466,"score_spread":0.17666081555678362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2920995979","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3584471,0.000036937425,0.00012359487,0.0013298838,0.00018727749,0.0006197866,0.00007650932,0.0000070789006,0.63917184],"genre_scores_gemma":[0.9987803,0.000006922398,0.00003763762,0.000119223434,0.000044916214,0.000011332297,0.000019820212,0.0000040264076,0.00097579975],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9983579,0.00004772194,0.00081794383,0.00006934714,0.0005439916,0.00016312505],"domain_scores_gemma":[0.9984601,0.000094277755,0.0012295652,0.00014495573,0.00005008074,0.00002100335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046927185,0.00010641809,0.00014762007,0.00047503202,0.00004576742,0.00045511997,0.0005136248,0.000014678799,0.000026000234],"category_scores_gemma":[0.00010786793,0.00006343177,0.000082132974,0.00028042402,0.00010667906,0.007347332,0.00013113233,0.00026280413,0.000029122812],"study_design_candidate":"theoretical_or_conceptual","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":[0.00023442337,0.0001549479,0.030738011,0.00026066453,0.000056737787,0.000004199624,0.2988027,0.0033572318,2.6806606e-7,0.6532753,0.0005770699,0.012538408],"study_design_scores_gemma":[0.0018202921,0.000286926,0.39218113,0.0006373637,0.000034608576,0.0000041810003,0.32090762,0.00093445415,0.0000015022151,0.07468755,0.20824046,0.00026392145],"about_ca_topic_score_codex":0.000003497232,"about_ca_topic_score_gemma":0.0000052043606,"teacher_disagreement_score":0.64033324,"about_ca_system_score_codex":0.000047501166,"about_ca_system_score_gemma":0.000031802974,"threshold_uncertainty_score":0.5326638},"labels":[],"label_agreement":null}]}