{"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":"a05792a9b4bb","filters":{"venue":"INTERNATIONAL JOURNAL OF MANAGEMENT & INFORMATION TECHNOLOGY"}},"results":[{"id":"W2337712459","doi":"10.24297/ijmit.v4i2.4625","title":"P-Path Minimum Distance Connectivity from Head Quarter to the Cities","year":2013,"lang":"en","type":"article","venue":"INTERNATIONAL JOURNAL OF MANAGEMENT & INFORMATION TECHNOLOGY","topic":"Data Management and Algorithms","field":"Computer Science","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":"Quarter (Canadian coin); Path (computing); Head (geology); Distance matrix; Cluster (spacecraft); Minimum distance; Combinatorics; Computer science; Mathematics; Polynomial; Algorithm; Statistics; Geography; Computer network","authors":[{"name":"P. Revathi","is_ca":false},{"name":"Suresh Babu C","is_ca":false},{"name":"S. Purusotham","is_ca":false},{"name":"Sundara Murthy M","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006351623077112952,"gpt":0.2271414585343721,"spread":0.2207898354572592,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002717172,0.0003542881,0.0005102147,0.0004537822,0.0008184926,0.001036463,0.001055414,0.0009635166,0.007183197],"category_scores_gemma":[0.001616926,0.0002731257,0.0005239542,0.001236848,0.0003759814,0.001724146,0.0009000769,0.0006621381,0.0003682198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007957937,"about_ca_system_score_gemma":0.001016783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004089206,"about_ca_topic_score_gemma":0.004391131,"domain_scores_codex":[0.9996746,0.00007468502,0.00001805581,0.0001187482,0.00004390589,0.00006999381],"domain_scores_gemma":[0.9994734,0.0002805309,0.00009006792,0.00004592018,0.0000615214,0.00004861085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004278789,0.0002718251,0.006281339,0.0005164149,0.00007940435,0.0006908679,0.000405026,0.7533602,0.006977668,0.07191746,0.01447995,0.144592],"study_design_scores_gemma":[0.00006411198,0.0002211383,0.002196514,0.00003600151,0.00003192126,0.0007174506,0.0004621972,0.898859,0.00601964,0.08243225,0.008934831,0.00002493391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2924216,0.0003025388,0.6822622,0.001559326,0.00005313953,0.0002747393,0.001665827,0.0007341229,0.02072655],"genre_scores_gemma":[0.7135373,0.0002555645,0.2739818,0.0001729094,0.0000282911,0.0002559968,0.001683424,0.0001090364,0.009975732],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007183197,"threshold_uncertainty_score":0.02403015,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2581703587","doi":"10.24297/ijmit.v11i1.4936","title":"IMPACT OF PAK-INDIA TRADE ON ECONOMY OF PAKISTAN BY USING COMPUTABLE GENERAL EQUILIBIUM MODEL (CGE)","year":2016,"lang":"en","type":"article","venue":"INTERNATIONAL JOURNAL OF MANAGEMENT & INFORMATION TECHNOLOGY","topic":"Global trade and economics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"The Scarborough Hospital","funders":"","keywords":"Computable general equilibrium; Tariff; Agriculture; Economics; Business; Developing country; Applied general equilibrium; Agricultural economics; International trade; General equilibrium theory; Economic growth; Macroeconomics; Geography","authors":[{"name":"Muhammad Memon","is_ca":false},{"name":"Dr.Nadeem Bhatti","is_ca":true},{"name":"Faiz Muhammad Shaikh","is_ca":false},{"name":"Anwar Ali Shah G. Syed","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02568850333633391,"gpt":0.259079224883599,"spread":0.2333907215472651,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006429789,0.0004848943,0.0005771985,0.0006290004,0.0005477619,0.001879288,0.0006952703,0.0008718004,0.00618164],"category_scores_gemma":[0.003068636,0.0002683428,0.001115169,0.0008496641,0.0005497456,0.001327426,0.00104874,0.001004288,0.000329934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001481943,"about_ca_system_score_gemma":0.001662587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03551522,"about_ca_topic_score_gemma":0.0147177,"domain_scores_codex":[0.9997075,0.0001308549,0.00001320547,0.00004277324,0.00003744365,0.00006817035],"domain_scores_gemma":[0.9987867,0.0008489134,0.0001366753,0.00005710791,0.0001238126,0.00004668094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000538228,0.00002760183,0.005066002,0.00006664088,0.00004236324,0.0002682042,0.00004133578,0.9795774,0.0002712402,0.01161639,0.0007587825,0.002210242],"study_design_scores_gemma":[0.00001640601,0.00004141115,0.001372121,0.00001361609,0.00003565159,0.00004095779,0.00009974013,0.9908844,0.0002304556,0.006330885,0.0009216681,0.00001272053],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8532493,0.001287733,0.07628661,0.002492271,0.0001442718,0.00009077386,0.00301932,0.0003173345,0.06311238],"genre_scores_gemma":[0.9934881,0.0003642606,0.002652032,0.00005334138,0.00001070881,0.00003467069,0.000416626,0.00002568916,0.00295467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03551522,"threshold_uncertainty_score":0.07061702,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2585002243","doi":"10.24297/ijmit.v11i1.4935","title":"IMPACT OF PAK-INDIA RELATIONSHIP ON RICE TRADE ON ECONOMY OF PAKISTAN BY USING COMPUTABLE GENERAL EQUILIBIUM MODEL (CGE)","year":2016,"lang":"en","type":"article","venue":"INTERNATIONAL JOURNAL OF MANAGEMENT & INFORMATION TECHNOLOGY","topic":"Agricultural Economics and Practices","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"The Scarborough Hospital","funders":"","keywords":"Computable general equilibrium; Duty; Harmony (color); Economics; Work (physics); Principal (computer security); Economy; International trade; Computer science; Macroeconomics; Political science; Engineering; Computer security","authors":[{"name":"Muhammad Memon","is_ca":false},{"name":"Faiz Muhammad Shaikh","is_ca":false},{"name":"Dr.Nadeem Bhatti","is_ca":true},{"name":"Anwar Ali Shah G. Syed","is_ca":false},{"name":"Dr.Nanik Ram","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01980238409254965,"gpt":0.2768030841874207,"spread":0.257000700094871,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006485012,0.0002745916,0.000375758,0.0004280379,0.0003638975,0.001627084,0.0004792488,0.0004727184,0.005851442],"category_scores_gemma":[0.003181333,0.0001721462,0.0005794424,0.0006151997,0.0004408729,0.001342568,0.0009574312,0.0007487597,0.0002701835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008318825,"about_ca_system_score_gemma":0.001130867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01592638,"about_ca_topic_score_gemma":0.00887317,"domain_scores_codex":[0.9996939,0.0001461558,0.00001216812,0.00004429012,0.00003174014,0.00007181615],"domain_scores_gemma":[0.9988611,0.000816942,0.0001333405,0.00005984549,0.0000779326,0.00005090174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001933339,0.00009078056,0.05087384,0.0001538048,0.0001187088,0.001102669,0.0002300116,0.8606875,0.0006495145,0.07345872,0.001923838,0.01051729],"study_design_scores_gemma":[0.0000251947,0.0001151493,0.008088949,0.00001834757,0.00006514561,0.0001058164,0.0003920615,0.9678109,0.0003875465,0.02163343,0.001338714,0.000018809],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9340919,0.0004408781,0.03291412,0.001788556,0.00003811443,0.00003768224,0.000949543,0.0001326118,0.02960661],"genre_scores_gemma":[0.9971364,0.0001788214,0.001025218,0.00002566804,0.000004733569,0.00001128303,0.0001392912,0.000006194357,0.001472415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01592638,"threshold_uncertainty_score":0.03166735,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2912305587","doi":"10.24297/ijmit.v9i1.670","title":"Barriers that Prevent Micro-Business Owners from Outsourcing Non- Essential Services","year":2014,"lang":"en","type":"article","venue":"INTERNATIONAL JOURNAL OF MANAGEMENT & INFORMATION TECHNOLOGY","topic":"Taxation and Compliance Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Cape Breton University; St. Lawrence College","funders":"","keywords":"Outsourcing; Business; Knowledge process outsourcing; Marketing; Small business; Business administration","authors":[{"name":"Carla Kingston Floyd","is_ca":true},{"name":"Rami Alasadi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006547525159467182,"gpt":0.2036689151495114,"spread":0.1971213899900442,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003118413,0.0001157888,0.0001924428,0.000467705,0.00201131,0.002170014,0.0007211816,0.0005144481,0.006385863],"category_scores_gemma":[0.01864568,0.0001884221,0.0002055481,0.0006785852,0.001074709,0.001429482,0.00190455,0.0008112232,0.0005134022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001784623,"about_ca_system_score_gemma":0.008296795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03087735,"about_ca_topic_score_gemma":0.04889934,"domain_scores_codex":[0.9959221,0.001209212,0.0003257965,0.0001543983,0.001121926,0.001266631],"domain_scores_gemma":[0.9812183,0.006112137,0.006396482,0.0008643527,0.002880441,0.002528236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002342085,0.001038416,0.6832988,0.0009918744,0.00008295992,0.00350168,0.08298448,0.001030342,0.005637346,0.02891034,0.01511499,0.1771747],"study_design_scores_gemma":[0.00002609394,0.0003159378,0.599713,0.001521796,0.00005906461,0.002024548,0.3079439,0.0009356954,0.00172183,0.006307187,0.07936294,0.00006796221],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736285,0.0003392191,0.001352624,0.004736889,0.0000254907,0.0001124493,0.00009822982,0.00002381153,0.01968277],"genre_scores_gemma":[0.9954373,0.0003208325,0.0008792081,0.0004161195,0.000009002692,0.00003866974,0.00005508987,0.000007512889,0.002836227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03087735,"threshold_uncertainty_score":0.06139523,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}