{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":9,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":9,"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":"3d78c2381332","filters":{"venue":"Communications of the IIMA"}},"results":[{"id":"W2897046545","doi":"10.58729/1941-6687.1070","title":"Towards the Semantic Grid: A State of the Art Survey of Semantic Web Services and their Applicability to Collaborative Design, Engineering, and Procurement","year":2014,"lang":"en","type":"article","venue":"Communications of the IIMA","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Semantic grid; Semantic Web; Semantic technology; Collaborative engineering; Knowledge management; Social Semantic Web; World Wide Web; Work in process; Engineering","authors":[{"name":"Michael Murphy","is_ca":true},{"name":"Michael Dick","is_ca":true},{"name":"Thomas Fischer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02764404364811095,"gpt":0.2455440913372854,"spread":0.2179000476891745,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01004056,0.0008939527,0.00120404,0.01356297,0.001363673,0.009830603,0.002136826,0.003160927,0.003354821],"category_scores_gemma":[0.01142066,0.001031698,0.001014221,0.02595612,0.005235801,0.02719542,0.003658348,0.003422886,0.001081482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003599118,"about_ca_system_score_gemma":0.00477597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006958591,"about_ca_topic_score_gemma":0.005439456,"domain_scores_codex":[0.9944656,0.00184642,0.0005395151,0.0006012874,0.002152441,0.0003947536],"domain_scores_gemma":[0.9864537,0.009389872,0.0005032969,0.0009036771,0.002329662,0.0004197382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009529738,0.0001331996,0.002730855,0.004562049,0.00006112226,0.0002548092,0.002498578,0.003818062,0.001433982,0.2846687,0.01753823,0.6822051],"study_design_scores_gemma":[0.00001372519,0.0001081226,0.002131987,0.004245084,0.00004520864,0.0006899976,0.003768334,0.01152392,0.001230489,0.118613,0.8575577,0.00007240274],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01591497,0.7221935,0.1566638,0.03035356,0.001485265,0.0002235083,0.0003617378,0.0008550783,0.07194849],"genre_scores_gemma":[0.0818423,0.835141,0.07198237,0.003997826,0.001745987,0.0001394702,0.0006372334,0.0002960569,0.00421779],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01356297,"threshold_uncertainty_score":0.05310023,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2167059005","doi":"10.58729/1941-6687.1216","title":"Timeline of Initial Perceptions and Adoption of e-Business Among Quebec Forestry Sector SMEs","year":2014,"lang":"en","type":"article","venue":"Communications of the IIMA","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université Laval","funders":"","keywords":"Business; Timeline; Metropolitan area; Competitive advantage; Small and medium-sized enterprises; Marketing; Small business; Finance; Geography","authors":[{"name":"Fathen Jabeur","is_ca":true},{"name":"Muhammad Mohiuddin","is_ca":true},{"name":"Égide Karuranga","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09821771594573336,"gpt":0.3881221676329467,"spread":0.2899044516872133,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005731726,0.000127196,0.0001300303,0.0009941165,0.0009557842,0.001251735,0.0003897469,0.0003972468,0.003963034],"category_scores_gemma":[0.003613549,0.0001104295,0.0002015069,0.001402168,0.0004632505,0.000633756,0.0004971315,0.0005123314,0.0002667196],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006467297,"about_ca_system_score_gemma":0.003534944,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9066363,"about_ca_topic_score_gemma":0.9415413,"domain_scores_codex":[0.9996631,0.00005335024,0.00002521934,0.00004714123,0.00009604299,0.00011509],"domain_scores_gemma":[0.9951373,0.001007846,0.001138142,0.00007712864,0.001837125,0.0008025583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000113519,0.00008540364,0.9679791,0.0000457616,0.00001693947,0.0002481084,0.01349127,0.0002254603,0.001106254,0.0001633809,0.0007464285,0.01577828],"study_design_scores_gemma":[8.419914e-7,0.00002519767,0.9909162,0.00001634591,0.000002846454,0.00002743538,0.008043623,0.0001923958,0.00008633432,0.000005391513,0.0006759468,0.000007544601],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979468,0.00007578407,0.00004185233,0.0001418314,0.000001549873,0.00001097802,0.0002913201,0.000003779599,0.00148614],"genre_scores_gemma":[0.9985148,0.00009733268,0.00005562725,0.00002504535,0.000001274184,0.000008202695,0.0001873717,9.673275e-7,0.001109368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9935327,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high"},{"model":"grok","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high"},{"model":"opus","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high"}],"label_agreement":"agree"},{"id":"W1483389199","doi":"10.58729/1941-6687.1250","title":"Critical Success Factors for the Implementation of Business-To- Business Electronic Procurement","year":2015,"lang":"en","type":"article","venue":"Communications of the IIMA","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Fredericton; University of New Brunswick","funders":"","keywords":"Procurement; Business; Factor (programming language); Critical success factor; Goods and services; Marketing; Process management; Knowledge management; Industrial organization; Computer science; Economics","authors":[{"name":"Rebecca Angeles","is_ca":true},{"name":"Ravinder Nath","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2585563671500627,"gpt":0.4882011154859835,"spread":0.2296447483359207,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008142693,0.0004696158,0.0003112312,0.002899214,0.001191776,0.003055312,0.0005284217,0.0007057314,0.003933962],"category_scores_gemma":[0.07321237,0.0003504598,0.0004277807,0.002136477,0.001663747,0.001552806,0.001430337,0.001138843,0.0003812972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001818063,"about_ca_system_score_gemma":0.004491635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004945843,"about_ca_topic_score_gemma":0.005381657,"domain_scores_codex":[0.9903281,0.003696002,0.001050538,0.0003807842,0.003060778,0.001483746],"domain_scores_gemma":[0.8478659,0.09781538,0.02752699,0.003182178,0.0154884,0.008121205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000366908,0.0007585532,0.927866,0.0001910332,0.000143296,0.0004745748,0.006215997,0.001243136,0.001514246,0.003992692,0.0004018372,0.05683174],"study_design_scores_gemma":[0.00002117066,0.000540105,0.9781368,0.0001299997,0.0000762025,0.0003339797,0.01307398,0.00254857,0.001332171,0.001701543,0.002063659,0.00004181913],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917385,0.0001826401,0.001610682,0.0003263161,0.000006637835,0.0001310344,0.00003123861,0.00001562294,0.00595746],"genre_scores_gemma":[0.9987738,0.00005611799,0.0009516396,0.0000131151,0.000003528497,0.00002451969,0.00002132332,0.000003736309,0.0001521441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008142693,"threshold_uncertainty_score":0.04306322,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2135758944","doi":"10.58729/1941-6687.1035","title":"Performance Analysis for Shared Services","year":2014,"lang":"en","type":"article","venue":"Communications of the IIMA","topic":"Outsourcing and Supply Chain Management","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Saint Mary's University","funders":"","keywords":"Outsourcing; Standardization; Consolidation (business); Business; Service (business); Services computing; Computer science; Process management; Knowledge management; Web service; World Wide Web; Marketing; Finance","authors":[{"name":"Hai Wang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02242983249562393,"gpt":0.2332238899172195,"spread":0.2107940574215955,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00606031,0.001316315,0.001196331,0.003032612,0.001047777,0.002004463,0.001334838,0.001129914,0.006170416],"category_scores_gemma":[0.0346471,0.000287096,0.001539928,0.004662082,0.001136987,0.002956878,0.001850539,0.001667566,0.0008597796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003046689,"about_ca_system_score_gemma":0.002079209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004166648,"about_ca_topic_score_gemma":0.001799222,"domain_scores_codex":[0.9852479,0.005051166,0.0004092131,0.001061938,0.006424589,0.001805246],"domain_scores_gemma":[0.9710367,0.01769393,0.002683831,0.003920249,0.004185311,0.0004800467],"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":[0.0008302621,0.0004157488,0.008399357,0.000360712,0.0003296983,0.000331425,0.0008819673,0.6230769,0.00947349,0.1511057,0.00587363,0.1989211],"study_design_scores_gemma":[0.00002019836,0.0006469751,0.003340594,0.00003246613,0.00004856197,0.0002012502,0.0003505669,0.9643548,0.003805488,0.02410185,0.003054196,0.00004311294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1743707,0.001147762,0.7955815,0.0007933496,0.0001686863,0.00029067,0.0005049276,0.001541636,0.0256007],"genre_scores_gemma":[0.9251935,0.0003077863,0.07082861,0.00005252433,0.0001179349,0.0001891461,0.0004031124,0.0001930869,0.002714278],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006170416,"threshold_uncertainty_score":0.03205043,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2991710474","doi":"10.58729/1941-6687.1353","title":"The Effects of Text Complexity on Online Review Helpfulness","year":2015,"lang":"en","type":"article","venue":"Communications of the IIMA","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Helpfulness; Readability; Computer science; Phrase; Noun phrase; Information retrieval; Natural language processing; Noun; Artificial intelligence; Psychology; Social psychology","authors":[{"name":"Michael J. Hine","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.129403368834969,"gpt":0.3947246970504593,"spread":0.2653213282154904,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008952523,0.0004284165,0.0006171415,0.002583548,0.0006442617,0.00282873,0.0005884753,0.0006310997,0.003320368],"category_scores_gemma":[0.2051605,0.0002529581,0.0008284461,0.001677129,0.0007826814,0.002940739,0.00140908,0.001537346,0.0005923084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007113791,"about_ca_system_score_gemma":0.0006936517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007793026,"about_ca_topic_score_gemma":0.001287271,"domain_scores_codex":[0.9865038,0.006322315,0.001491614,0.0009255469,0.004373962,0.0003827155],"domain_scores_gemma":[0.3618933,0.5328746,0.07254064,0.008678015,0.01692059,0.007092821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005638863,0.002188761,0.8477829,0.0008921344,0.001051003,0.0007505414,0.005904687,0.002747532,0.01664509,0.0005979374,0.00117491,0.1146258],"study_design_scores_gemma":[0.00005503194,0.001115225,0.9908897,0.00006014028,0.0002260309,0.0003130294,0.0007807519,0.002879778,0.002228685,0.0007444412,0.0006519937,0.00005505776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948012,0.0005564616,0.0009369345,0.0002677554,0.00002396101,0.00007380489,0.000152116,0.00006274801,0.003125095],"genre_scores_gemma":[0.9975767,0.0001858374,0.001227268,0.0000560565,0.00008588762,0.00004389564,0.0001595344,0.00004125239,0.0006236607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008952523,"threshold_uncertainty_score":0.04734606,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2123243101","doi":"10.58729/1941-6687.1185","title":"The Ethics of BI with Private and Public Entities","year":2014,"lang":"en","type":"article","venue":"Communications of the IIMA","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Compromise; Information privacy; Business; Internet privacy; Context (archaeology); Legislation; Data Protection Act 1998; Privacy law; Information privacy law; Personally identifiable information; Privacy by Design; Privacy policy; Freedom of information; The Internet; Private information retrieval; Public relations; Law; Political science; Computer security; Computer science","authors":[{"name":"Brian Demilia","is_ca":false},{"name":"Michael Peded","is_ca":false},{"name":"Kenneth Mølbjerg Jørgensen","is_ca":false},{"name":"Ramesh Subramanian","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07754027803423724,"gpt":0.337280369848728,"spread":0.2597400918144908,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03417273,0.0006333855,0.0007712271,0.001149302,0.01245714,0.02153114,0.001768974,0.01261551,0.002235845],"category_scores_gemma":[0.0276482,0.0007182087,0.0006314818,0.001725272,0.05658193,0.01388697,0.007626794,0.01306428,0.00134836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009306711,"about_ca_system_score_gemma":0.01376119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009342187,"about_ca_topic_score_gemma":0.004500603,"domain_scores_codex":[0.8998647,0.07429086,0.002946781,0.006307508,0.01275744,0.00383267],"domain_scores_gemma":[0.9684387,0.01666555,0.002175892,0.005405868,0.0046099,0.002704103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009306254,0.000011457,0.0002077356,0.00001832513,0.000006000363,0.00006508648,0.0040131,0.0001735716,0.00007460601,0.9877728,0.003738665,0.003909362],"study_design_scores_gemma":[0.0000134993,0.0000237549,0.0003301115,0.0002249529,0.000008854914,0.0001907615,0.003307488,0.001020577,0.0002561591,0.7525846,0.2420043,0.00003480312],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02377661,0.00875115,0.1014036,0.3426313,0.001973494,0.0002667374,0.0001122134,0.00009817025,0.5209867],"genre_scores_gemma":[0.8142008,0.005949453,0.03807038,0.06327495,0.002291689,0.000750105,0.000130333,0.0001839732,0.0751483],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03417273,"threshold_uncertainty_score":0.1807248,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2150931410","doi":"10.58729/1941-6687.1362","title":"The Role of Motivational Systems and Emotions in Virtual Work","year":2016,"lang":"en","type":"article","venue":"Communications of the IIMA","topic":"Team Dynamics and Performance","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University; Toronto Metropolitan University","funders":"","keywords":"Psychology; Anger; Anxiety; Social psychology; Work (physics); Annoyance; Distress; Applied psychology; Clinical psychology; Computer science; Engineering","authors":[{"name":"Steven A. Murphy","is_ca":true},{"name":"Michael J. Hine","is_ca":true},{"name":"Sandra Kiffin‐Petersen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02122677709612039,"gpt":0.2878862591076211,"spread":0.2666594820115007,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001046735,0.0002175797,0.000148799,0.0004793831,0.0006340675,0.002381791,0.0002200064,0.0002837362,0.001346603],"category_scores_gemma":[0.003370143,0.0001388535,0.0001982409,0.0001659433,0.001296295,0.0004630163,0.001137933,0.0005606477,0.0001385638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003389051,"about_ca_system_score_gemma":0.0003046958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004694596,"about_ca_topic_score_gemma":0.0003674049,"domain_scores_codex":[0.9991233,0.0005504786,0.00002668673,0.00004678069,0.0001393846,0.0001133905],"domain_scores_gemma":[0.9979634,0.000905818,0.0005950732,0.00008236727,0.0001202279,0.0003330718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001763074,0.001699887,0.5684059,0.0009187801,0.0003068061,0.001113109,0.04855075,0.005047571,0.06756874,0.0275747,0.000850764,0.2762],"study_design_scores_gemma":[0.00004214642,0.0008578537,0.958636,0.0001752191,0.00007410844,0.00074905,0.01561924,0.003208959,0.004441707,0.01099177,0.005133736,0.00007015161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895836,0.0005484481,0.001644056,0.0003240254,0.00001404566,0.0000120577,0.000009184321,0.000008496394,0.007856142],"genre_scores_gemma":[0.9992482,0.0001442201,0.0002961287,0.00002257025,0.000008530396,0.000007191807,0.00000352399,0.000001911358,0.0002675399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002381791,"threshold_uncertainty_score":0.005535722,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1546970988","doi":"10.58729/1941-6687.1298","title":"The Evolution of an Internet Market Exchange and Value System: Examples From The Motion Control Industry","year":2015,"lang":"en","type":"article","venue":"Communications of the IIMA","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Prince Albert Grand Council","funders":"","keywords":"Disintermediation; The Internet; Industrial organization; Business; Control (management); Value (mathematics); First-mover advantage; Marketing; Economics; Computer science; Management; Finance","authors":[{"name":"William S. Lightfoot","is_ca":false},{"name":"James R. Harris","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05228144983752606,"gpt":0.2447898839276005,"spread":0.1925084340900745,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001329913,0.0001757744,0.0001683151,0.002282717,0.002229787,0.003375552,0.0005160174,0.001479765,0.002107406],"category_scores_gemma":[0.005147546,0.0001167505,0.0002086667,0.002596955,0.003225299,0.003676217,0.001654294,0.001071815,0.000201245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002137747,"about_ca_system_score_gemma":0.0005637382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005407472,"about_ca_topic_score_gemma":0.006633916,"domain_scores_codex":[0.999074,0.000458129,0.00003022495,0.00005618365,0.0002477929,0.0001336271],"domain_scores_gemma":[0.9977042,0.001437509,0.0002527577,0.0001385306,0.000293258,0.0001736978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002533713,0.0003116583,0.04163593,0.0002110403,0.00003236741,0.005205878,0.03285083,0.00599798,0.003891613,0.8181389,0.006200933,0.08526946],"study_design_scores_gemma":[0.0002003905,0.0008594441,0.1631181,0.0005980127,0.000096993,0.005622242,0.07106584,0.07212028,0.01066488,0.2629681,0.4124488,0.0002368007],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8285745,0.00158299,0.01169232,0.003107763,0.00003995422,0.00008069526,0.0000558551,0.00005372143,0.1548121],"genre_scores_gemma":[0.9896696,0.0006023043,0.002699932,0.0001379845,0.00001977827,0.00001495617,0.00003741627,0.00001657538,0.006801373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005407472,"threshold_uncertainty_score":0.01551056,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W745713660","doi":"10.58729/1941-6687.1233","title":"Using IT and GIS to Improve Crop Assesments","year":2014,"lang":"en","type":"article","venue":"Communications of the IIMA","topic":"Food Supply Chain Traceability","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":"Université du Québec","funders":"","keywords":"Context (archaeology); Government (linguistics); Law enforcement; Agency (philosophy); State (computer science); Plan (archaeology); Computer science; Work (physics); Engineering; Geography; Political science; Law","authors":[{"name":"LtCol Michael L. Thomas","is_ca":false},{"name":"Dr.Steve Hallman","is_ca":false},{"name":"Michael Plisent","is_ca":true},{"name":"Prosper Bernard","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0705438052556129,"gpt":0.3070087442624769,"spread":0.236464939006864,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001877552,0.001028311,0.0005002014,0.004612093,0.0006670201,0.002879743,0.0008765767,0.0005444166,0.004532016],"category_scores_gemma":[0.007999936,0.000407362,0.0008237739,0.005611566,0.0005735119,0.003291795,0.001719119,0.0006596936,0.001101443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001014632,"about_ca_system_score_gemma":0.001380945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02713179,"about_ca_topic_score_gemma":0.02186581,"domain_scores_codex":[0.9989606,0.0004153477,0.00009385385,0.0001928726,0.0002693859,0.00006798891],"domain_scores_gemma":[0.9960411,0.001934571,0.0003208312,0.0007023622,0.0008796751,0.0001214657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002059922,0.0001966615,0.04355307,0.0003769312,0.0002226143,0.0004577476,0.002281098,0.2044875,0.008027682,0.02448163,0.01049894,0.7052101],"study_design_scores_gemma":[0.00006113287,0.0001880238,0.01927518,0.000194103,0.0002043402,0.0002369515,0.004200747,0.8341979,0.01368254,0.04468292,0.08293273,0.000143394],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1108551,0.0005009103,0.8400146,0.00218797,0.0001522412,0.0002829193,0.003381109,0.01514149,0.0274837],"genre_scores_gemma":[0.4177257,0.0006143189,0.5761386,0.0001756993,0.00004612529,0.0001289764,0.002223179,0.000488422,0.002459048],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02713179,"threshold_uncertainty_score":0.05394775,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}