{"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":"813c93c7a7a9","filters":{"venue":"International Journal of Multimedia and Image Processing"}},"results":[{"id":"W2515805411","doi":"10.20533/ijmip.2042.4647.2014.0026","title":"Privacy, Security and Trust Issues Arising from Outsourcing PII Data Collection in Developing Nations. A Case of Nigeria E-government Services","year":2014,"lang":"en","type":"article","venue":"International Journal of Multimedia and Image Processing","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University of Edmonton","funders":"National Institute of Standards and Technology; Concordia University of Edmonton","keywords":"Outsourcing; Government (linguistics); Business; Internet privacy; Computer security; E-Government; Developing country; Computer science; World Wide Web; Economic growth; Marketing; Economics","authors":[{"name":"Love Adedayo","is_ca":true},{"name":"Ron Ruhl","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02161650839839824,"gpt":0.3334970822556378,"spread":0.3118805738572396,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001304952,0.00009580579,0.000190751,0.0001969652,0.0002749274,0.000321104,0.0004075415,0.00006883449,0.000009964573],"category_scores_gemma":[0.001709151,0.00009398998,0.00001858403,0.0001630216,0.0001247088,0.001911665,0.0003323101,0.0001751039,2.831494e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001411839,"about_ca_system_score_gemma":0.0001415027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003825561,"about_ca_topic_score_gemma":0.004193769,"domain_scores_codex":[0.9985549,0.0001541416,0.0004618707,0.0001934515,0.0005141367,0.000121435],"domain_scores_gemma":[0.9987165,0.0002249409,0.0005400779,0.0001003314,0.0003508154,0.00006735385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005331034,0.0004221365,0.226375,0.0004999747,0.0002288288,0.0002842875,0.3522391,0.00001474357,0.01398553,0.000207607,0.0002026555,0.405007],"study_design_scores_gemma":[0.01085949,0.0002868003,0.09685631,0.006849409,0.0002574279,0.001414318,0.1661324,0.6313782,0.02348964,0.03834758,0.02268347,0.001444949],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974336,0.001123105,0.02121744,0.002586795,0.0004125172,0.0001172112,0.0000317571,0.00001125456,0.000163882],"genre_scores_gemma":[0.9564913,0.0006892564,0.0423506,0.00005737242,0.0003849447,0.000001558652,0.00001409649,0.000006666428,0.000004216397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6313635,"threshold_uncertainty_score":0.5783129,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2518436914","doi":"10.20533/ijmip.2042.4647.2013.0023","title":"Understanding the Patterns of the Usage of Mobile Telecommunication Services by Selected Undergraduate Students in Nigeria","year":2013,"lang":"en","type":"article","venue":"International Journal of Multimedia and Image Processing","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of Toronto","keywords":"Telecommunications; Business; Mobile telephony; Telecommunications service; Computer science; Mobile radio","authors":[{"name":"Omotayo Kayode Abatan","is_ca":false},{"name":"Manoj Maharaj","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05083823115260713,"gpt":0.3692312721700236,"spread":0.3183930410174165,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008771985,0.00007515322,0.000165288,0.0002100327,0.00006782664,0.000174402,0.001414482,0.00005082804,0.00004313368],"category_scores_gemma":[0.0002913323,0.00004048442,0.00004624231,0.0002982383,0.0001503393,0.0005945467,0.0001927294,0.0002375124,0.000001479406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004771398,"about_ca_system_score_gemma":0.00005089374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005308654,"about_ca_topic_score_gemma":0.00006995228,"domain_scores_codex":[0.9980851,0.0001494267,0.0007190506,0.00009635607,0.00086369,0.00008637441],"domain_scores_gemma":[0.9976192,0.0003211608,0.001036875,0.0001477093,0.0008493414,0.00002575375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000195821,0.0001338669,0.935474,0.000008457614,0.00002562095,9.747332e-7,0.002946101,0.00002274552,0.044734,0.000005894608,0.0001020034,0.01652678],"study_design_scores_gemma":[0.001070819,0.00004705227,0.9677825,0.0003014945,0.00001493931,0.00003399685,0.01138613,0.004810034,0.01053859,0.00388018,0.00005642011,0.00007783382],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922583,0.0002731023,0.005327949,0.001851726,0.0001437836,0.0001144593,0.00000670972,0.000003872569,0.0000201011],"genre_scores_gemma":[0.9988811,0.0001223614,0.0008651145,0.00006704368,0.00001298966,0.000004278838,0.00000126269,0.000004819703,0.00004101426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03419541,"threshold_uncertainty_score":0.2628482,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}