{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":44,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":44,"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"},"query_hash":"990b9ce20c97","filters":{"venue":"Journal of Infrastructure Policy and Development"}},"results":[{"id":"W2972327677","doi":"10.24294/jipd.v4i1.1180","title":"The Belt and Road Initiative: Motivations, financing, expansion and challenges of Xi’s ever-expanding strategy","year":2020,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"China's Global Influence and Migration","field":"Social Sciences","cited_by":51,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre for International Governance Innovation","funders":"","keywords":"China; Business; Debt; Finance; Investment (military); Economic policy; Political science; Politics","retraction":null,"screen_n_in":null,"score":{"opus":0.04395902720659274,"gpt":0.3201565026542662,"spread":0.2761974754476734,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003053269,0.00008400412,0.0001473498,0.00005903105,0.0004399449,0.00006104584,0.00006942277,0.0000614481,0.000003140349],"category_scores_gemma":[0.0004455118,0.00005581887,0.00001580009,0.0001163891,0.0001501681,0.0002858886,0.00003970903,0.0001201217,1.132113e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004602467,"about_ca_system_score_gemma":0.0005078206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000114956,"about_ca_topic_score_gemma":0.0001677196,"domain_scores_codex":[0.9991975,0.00006801976,0.0003133118,0.00008207317,0.0002131408,0.0001259807],"domain_scores_gemma":[0.9993422,0.0000949787,0.0002910743,0.00002928543,0.0001315729,0.0001108744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001239173,0.0000186527,0.01567241,0.0001164546,0.00009205781,0.000006043835,0.2318955,0.0000905107,0.002242265,0.0591763,0.0009574507,0.6896084],"study_design_scores_gemma":[0.0005003583,0.0001633948,0.9295193,0.0001440046,0.00001266959,0.00001904652,0.02611749,0.000012938,0.001246898,0.009378745,0.03275641,0.0001287314],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847965,0.006963449,0.0001283574,0.007364455,0.00004610322,0.00008480518,0.000002337875,0.000004170694,0.0006098433],"genre_scores_gemma":[0.9780695,0.0206432,0.0007354316,0.0003748873,0.0001658041,8.982855e-7,5.178828e-7,0.000002626184,0.000007083543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9138469,"threshold_uncertainty_score":0.3383745,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400051235","doi":"10.24294/jipd.v8i6.3249","title":"Young muslim generation’s preferences for using digital platforms for Zakat payments: A cross-country study of Indonesia and Malaysia","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Islamic Finance and Communication","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Payment; Cross country; Business; Economics; Computer science; Demographic economics; World Wide Web","retraction":null,"screen_n_in":null,"score":{"opus":0.03594402637538179,"gpt":0.3494219936002217,"spread":0.3134779672248399,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004154923,0.00008850415,0.0001611903,0.0001406494,0.0003538111,0.0002618484,0.0001181766,0.00006474819,0.000001596322],"category_scores_gemma":[0.00007810777,0.00006476421,0.0000243446,0.000123319,0.00007817305,0.000558416,0.00003666269,0.00008893523,4.395497e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001109103,"about_ca_system_score_gemma":0.0006465993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005264532,"about_ca_topic_score_gemma":0.00009872858,"domain_scores_codex":[0.9991738,0.00001038364,0.0003947025,0.00009139544,0.0001917915,0.0001379476],"domain_scores_gemma":[0.9994438,0.00008114691,0.000215811,0.00005207113,0.0001724624,0.00003470129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003612289,0.0002275477,0.2734041,0.0005040062,0.0005728145,0.000004640011,0.4841698,0.0006676795,0.001186278,0.0438001,0.0003845247,0.1947173],"study_design_scores_gemma":[0.006961815,0.001935661,0.7310885,0.001084757,0.0002356829,0.0002146655,0.1482778,0.003546662,0.002028576,0.0850789,0.01847304,0.001074005],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963949,0.0002515709,0.002724143,0.00005383443,0.0001808806,0.0003113107,0.00001325466,0.000004488134,0.00006566139],"genre_scores_gemma":[0.9957603,0.00009427697,0.003741668,0.00003333713,0.0003111109,0.00001244558,0.000006002148,0.00000586168,0.00003501022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4576844,"threshold_uncertainty_score":0.2721265,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402895862","doi":"10.24294/jipd.v8i10.8866","title":"Comparative analysis of infrastructure and resources for inclusive education: Ecuador and international perspectives","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"ICT Impact and Policies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Political science; Regional science; Sociology; Environmental planning; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.0075813775230962,"gpt":0.3018261934012637,"spread":0.2942448158781675,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009285249,0.0001410135,0.0003104536,0.0008471893,0.0000648444,0.00008762004,0.00007293458,0.00006345006,0.00002197275],"category_scores_gemma":[0.00004377938,0.0001065668,0.00004692909,0.0002723873,0.00009087568,0.0001680235,0.00004479941,0.0001360705,7.632016e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001054491,"about_ca_system_score_gemma":0.0002470438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008049862,"about_ca_topic_score_gemma":0.000005794344,"domain_scores_codex":[0.9993917,0.00001146018,0.0003127055,0.00005978536,0.0001165643,0.0001078171],"domain_scores_gemma":[0.9995043,0.0001145424,0.00009732687,0.00003955303,0.0001541805,0.00009004372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001985541,0.00003167743,0.01061526,0.0006252392,0.009160423,0.000003427302,0.8133798,0.008279186,0.002665694,0.01094089,0.01168503,0.1324148],"study_design_scores_gemma":[0.0006198399,0.0001487274,0.8095673,0.0002782463,0.0005410053,0.0002896334,0.05403668,0.002531808,0.003199808,0.006423369,0.121983,0.0003806029],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922937,0.005287962,0.0006738578,0.0005111109,0.0002203825,0.00007620895,0.00004723614,0.0000112902,0.0008782459],"genre_scores_gemma":[0.9939578,0.0005648671,0.004957469,0.00008298355,0.0003555214,0.000002543236,0.00000460197,0.000007224652,0.00006698148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.798952,"threshold_uncertainty_score":0.4345669,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2901721152","doi":"10.24294/jipd.v2i2.839","title":"On the effects of infrastructure investment on economic performance in Ontario","year":2018,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Investment (military); Public infrastructure; Productivity; Public capital; Crowds; Business; Economics; Crowding out; Open-ended investment company; Return on investment; Public economics; Public investment; Economic growth; Public fund; Production (economics); Macroeconomics","retraction":null,"screen_n_in":null,"score":{"opus":0.01159210322213537,"gpt":0.2234678663400974,"spread":0.211875763117962,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004199234,0.0002446025,0.0003128614,0.0007307879,0.0001298806,0.000113235,0.0003397283,0.00009821841,0.0001229025],"category_scores_gemma":[0.0002960781,0.0001516799,0.0000443008,0.0002291192,0.0001291856,0.000453459,0.0001510608,0.0004241559,0.00002282492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005246678,"about_ca_system_score_gemma":0.0007285203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005933718,"about_ca_topic_score_gemma":0.001746994,"domain_scores_codex":[0.9986643,0.00002117416,0.0005642542,0.0001642255,0.0002893121,0.0002967137],"domain_scores_gemma":[0.9988909,0.0001394905,0.0006509906,0.0001778031,0.0001069702,0.00003379435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001809572,0.0002390898,0.5160354,0.001045618,0.000529291,0.00004593626,0.01258143,0.002131931,0.00154946,0.3919434,0.0376341,0.0344548],"study_design_scores_gemma":[0.001101505,0.0001950162,0.9041052,0.0003391629,0.00001205542,0.00001857531,0.00007179191,0.0000639989,0.004065475,0.01061207,0.0792172,0.0001979313],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836453,0.00001433235,0.000008978039,0.0007082073,0.0005023803,0.000211411,3.731825e-7,0.000006611778,0.01490243],"genre_scores_gemma":[0.9921688,0.000008707339,0.00052106,0.006468786,0.0007451219,0.000005431435,0.000001550562,0.00001484512,0.00006573756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3880698,"threshold_uncertainty_score":0.6185326,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404018732","doi":"10.24294/jipd.v8i12.6214","title":"Literature review of impacts of mega-sport global events on destination sustainability and sustainability marketing—Reflection on Qatar 2022 FIFA World Cup","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Sport and Mega-Event Impacts","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Savaria (Canada)","funders":"","keywords":"Mega-; Sustainability; Reflection (computer programming); Business; Marketing; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.01107192593859986,"gpt":0.3523310038404853,"spread":0.3412590779018854,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003528695,0.0001979,0.0004166055,0.0003892342,0.0001740428,0.00005284135,0.0001277431,0.0001147569,0.00004398055],"category_scores_gemma":[0.003646003,0.000147872,0.0000953783,0.001096936,0.0001320585,0.0003312926,0.0000463392,0.0003240513,1.262275e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00152423,"about_ca_system_score_gemma":0.00345298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001525848,"about_ca_topic_score_gemma":0.000109145,"domain_scores_codex":[0.9978328,0.0001985992,0.0007585026,0.0002014559,0.0007098339,0.0002987733],"domain_scores_gemma":[0.9979842,0.0001793032,0.0005479105,0.0001192316,0.0009199037,0.000249498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003378535,0.0005385498,0.3201153,0.04052727,0.0004792323,0.0001882311,0.02584032,0.0001313949,0.00008515195,0.07071675,0.01348493,0.5245143],"study_design_scores_gemma":[0.0004683319,0.0003331617,0.8351134,0.01164181,0.00006130999,0.00008641708,0.0005969096,0.000003296164,0.0002951956,0.02260362,0.1285752,0.0002213691],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840297,0.009822939,0.00003934316,0.003945205,0.0003462228,0.0004706699,0.00001591658,0.00001424155,0.001315783],"genre_scores_gemma":[0.9922654,0.006449876,0.0005269368,0.0003204675,0.0002285924,0.000002972902,0.000007952006,0.000007266259,0.0001905197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5242929,"threshold_uncertainty_score":0.6125439,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406001457","doi":"10.24294/jipd10946","title":"Innovative sustainability practices in ecotourism and the hotel industry: Insights into circular economy and community integration","year":2025,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Savaria (Canada)","funders":"","keywords":"Ecotourism; Circular economy; Sustainability; Business; Tourism; Marketing; Environmental resource management; Geography; Economics; Ecology","retraction":null,"screen_n_in":null,"score":{"opus":0.01187647475247022,"gpt":0.27693237361469,"spread":0.2650558988622198,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001841304,0.0001529615,0.0002805123,0.0006614255,0.0004298997,0.000302178,0.0001323693,0.0001496562,0.000008045324],"category_scores_gemma":[0.001361942,0.0001036955,0.00001393517,0.0004849148,0.0002325551,0.0008884503,0.0002150117,0.0009874265,3.222274e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002899146,"about_ca_system_score_gemma":0.000682808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005313008,"about_ca_topic_score_gemma":0.0001295941,"domain_scores_codex":[0.9989443,0.00009655447,0.0006394337,0.0001122979,0.00007905889,0.0001282995],"domain_scores_gemma":[0.9982755,0.0002007532,0.0008828687,0.00009052341,0.0005358894,0.00001446039],"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":[0.0005264618,0.0001342816,0.2878953,0.0009295916,0.0003857548,0.00001188015,0.05869304,0.00006269258,0.000048054,0.4899125,0.002387889,0.1590126],"study_design_scores_gemma":[0.002114796,0.000008416656,0.6458526,0.00008121171,0.00001188484,0.00001022351,0.01738622,0.0001222131,0.00006553654,0.2408702,0.09332889,0.0001477985],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841245,0.0001400317,0.0004987592,0.01049073,0.0001102123,0.000240066,1.336569e-7,0.000005334417,0.004390183],"genre_scores_gemma":[0.9924743,0.00004165903,0.0008702037,0.006408721,0.0001475903,0.000009367303,0.000003124613,0.000004579308,0.00004050017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3579573,"threshold_uncertainty_score":0.4289932,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403991647","doi":"10.24294/jipd.v8i12.8404","title":"Exploring the challenges and barriers to implementing public auditor recommendations in Ghana’s public sector","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Savaria (Canada)","funders":"","keywords":"Public sector; Audit; Business; Accounting; Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.1116438329396715,"gpt":0.2984534046727683,"spread":0.1868095717330969,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001440765,0.0002057505,0.0002225873,0.001619102,0.0003084045,0.001149158,0.0002691607,0.00004571454,0.0000903167],"category_scores_gemma":[0.001162151,0.0001425065,0.0000362123,0.000768725,0.00003772468,0.002594457,0.0003985124,0.0003429832,0.000006894727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000185919,"about_ca_system_score_gemma":0.0005678447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003377691,"about_ca_topic_score_gemma":0.0003491261,"domain_scores_codex":[0.9983976,0.00003317895,0.0005651276,0.0002207716,0.0002947114,0.0004885475],"domain_scores_gemma":[0.999275,0.0001228258,0.0002109442,0.0001121593,0.0001603165,0.0001187318],"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":[0.00003454166,0.00002410375,0.008774593,0.0005734097,0.000313635,0.00003777327,0.01964176,0.00001235421,0.0002445823,0.2032552,0.01539183,0.7516962],"study_design_scores_gemma":[0.0003267,0.00001367881,0.06482229,0.0001858809,0.00001214397,0.00004921397,0.007596795,0.00007203045,0.00006244276,0.00276021,0.9238664,0.0002322396],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8260131,0.001308603,0.0002291199,0.1660495,0.001569975,0.0003174302,0.000002998393,0.00006064441,0.004448575],"genre_scores_gemma":[0.9929017,0.000242125,0.001996543,0.00219101,0.002587216,0.00003177015,0.000003052718,0.00002422104,0.00002237884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9084746,"threshold_uncertainty_score":0.9998878,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403219263","doi":"10.24294/jipd.v8i11.8162","title":"Main trends in the tourism industry in Indonesia between 2020–2023","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Community-based Tourism Development and Sustainability","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Savaria (Canada)","funders":"","keywords":"Tourism; Business; Geography; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.01654103238719421,"gpt":0.3293937427575009,"spread":0.3128527103703067,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003404969,0.0001616671,0.0002742661,0.0009432785,0.0002640469,0.0002009236,0.0004183615,0.0003952644,0.0001076256],"category_scores_gemma":[0.0002481857,0.000112171,0.00005269846,0.001631959,0.0001580602,0.0002574645,0.00009247394,0.002068758,0.000001358083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006451393,"about_ca_system_score_gemma":0.002480238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008737038,"about_ca_topic_score_gemma":0.001411163,"domain_scores_codex":[0.9977934,0.0005367558,0.0006488557,0.0001331046,0.0005021301,0.0003856949],"domain_scores_gemma":[0.9991159,0.0004592099,0.0001238963,0.0001115504,0.00005765001,0.0001317756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004526774,0.00004934955,0.4750012,0.00006587085,0.00006053613,0.0006049842,0.1649052,0.00003766496,0.000004074307,0.004496925,0.01778588,0.336943],"study_design_scores_gemma":[0.0002870752,0.00001987136,0.8254912,0.00008520161,0.000005385322,0.00002616257,0.01001191,0.00000169804,0.000007581098,0.01142356,0.1525154,0.0001249508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720777,0.000325834,0.00003701307,0.02348183,0.0001767852,0.0001055462,0.000003053345,0.00000948324,0.003782739],"genre_scores_gemma":[0.9975078,0.00008351156,0.0008329243,0.000457783,0.0007023358,0.000005117671,0.000003488281,0.000007405416,0.0003996596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.35049,"threshold_uncertainty_score":0.8987839,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404548261","doi":"10.24294/jipd8241","title":"The impact of technological innovations on audit transparency, objectivity, and assurance in the digital era","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Advanced Technologies in Various Fields","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Savaria (Canada)","funders":"","keywords":"Audit; Objectivity (philosophy); Transparency (behavior); Documentation; Stakeholder; Information technology audit; Knowledge management; Subject matter; Accounting; Business; Process management; Internal audit; Computer science; Public relations; Political science; Joint audit","retraction":null,"screen_n_in":null,"score":{"opus":0.01034172753266644,"gpt":0.2893553397045434,"spread":0.2790136121718769,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003268103,0.000109626,0.0001414248,0.0002654374,0.0001112053,0.0001690452,0.0005423941,0.00009765544,6.587866e-7],"category_scores_gemma":[0.0004316195,0.00004952904,0.00003176654,0.0007333356,0.0001958852,0.0002416591,0.0001200195,0.000589505,1.911828e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000912227,"about_ca_system_score_gemma":0.0004237312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000421684,"about_ca_topic_score_gemma":0.000005721511,"domain_scores_codex":[0.9991655,0.00002099331,0.0003414157,0.0001148569,0.0002039885,0.0001531978],"domain_scores_gemma":[0.9991242,0.0005144361,0.0001290335,0.0001660129,0.00004719503,0.00001917658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001513387,0.00002413245,0.003294919,0.0000158665,0.00005261343,0.00003161179,0.001598296,0.0006079503,0.0001509673,0.2113082,0.0003685725,0.7825318],"study_design_scores_gemma":[0.0003345318,0.0005212851,0.6269417,0.0002067187,0.00000337426,0.001048698,0.0002350268,0.0005046498,0.001330849,0.3600098,0.008677417,0.0001858865],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7555011,0.0009878326,0.2278876,0.0133078,0.0001631083,0.0001989175,0.000008064919,0.00006733796,0.001878163],"genre_scores_gemma":[0.9880283,0.0002065159,0.01166541,0.00006727252,0.00002245899,0.000003118786,1.452151e-7,0.000002615412,0.00000419711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7823459,"threshold_uncertainty_score":0.2561139,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3214861633","doi":"10.24294/jipd.v5i2.1301","title":"Effects of institutional capacity, infrastructure governance, and equity on state- and nation-building processes in Ethiopia","year":2021,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"African history and culture analysis","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Université de Fribourg; Queen's University; Australian Agency for International Development; Friedrich-Ebert-Stiftung; Overseas Development Institute","keywords":"Equity (law); Corporate governance; Government (linguistics); Business; Capacity building; Economic growth; Constitution; Public economics; Economics; Finance; Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.01361801365518928,"gpt":0.2863124737678217,"spread":0.2726944601126324,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003243717,0.0001141142,0.00026187,0.0001506508,0.000281252,0.00004586329,0.00008398893,0.0001003538,0.00001766405],"category_scores_gemma":[0.001165854,0.00009168721,0.00002191065,0.0004246751,0.0002766688,0.0002405116,0.00006705039,0.0002574169,1.044869e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002504482,"about_ca_system_score_gemma":0.00184298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008678335,"about_ca_topic_score_gemma":0.0006104103,"domain_scores_codex":[0.9988732,0.00008730779,0.0003402999,0.0001290314,0.0004187736,0.0001514181],"domain_scores_gemma":[0.9990602,0.0001797479,0.0003327504,0.00003388288,0.0002748845,0.0001185133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003848283,0.000235378,0.1200464,0.002414861,0.0006388406,0.0002224123,0.3919384,0.002563193,0.009996292,0.2711697,0.001956796,0.1984329],"study_design_scores_gemma":[0.001297765,0.0001081743,0.8449878,0.0006932748,0.00005584745,0.0001100638,0.00228657,0.000006148878,0.01160956,0.04138071,0.09711181,0.0003523013],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961239,0.001093194,0.0002333482,0.0005239775,0.00009062012,0.00005846909,0.000005421485,0.000002499723,0.001868608],"genre_scores_gemma":[0.9938375,0.001054471,0.004525573,0.0003774858,0.0001281215,0.000001325916,6.782888e-7,0.000003131485,0.00007172463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7249414,"threshold_uncertainty_score":0.3738896,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402138927","doi":"10.24294/jipd.v8i9.4538","title":"Evaluating how and why the Government of Rwanda failed to achieve middle-income status (MICS) in 2020: Lessons for other African countries","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"International Development and Aid","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Low and middle income countries; Government (linguistics); Development economics; Middle income country; Economic growth; Political science; Developing country; Socioeconomics; Economics","retraction":null,"screen_n_in":null,"score":{"opus":0.03222198261458346,"gpt":0.3523325740064728,"spread":0.3201105913918894,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001299504,0.0001127504,0.0001921517,0.0001312971,0.0001953862,0.0001794957,0.0001416591,0.00005123563,0.00003346635],"category_scores_gemma":[0.000422602,0.00007250104,0.00003252042,0.0001975843,0.0001050017,0.0001548516,0.00006062158,0.0001350724,2.879747e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003858274,"about_ca_system_score_gemma":0.00103334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008104985,"about_ca_topic_score_gemma":0.0005544103,"domain_scores_codex":[0.9985174,0.00007038264,0.0003581463,0.0001135557,0.0007075514,0.0002329807],"domain_scores_gemma":[0.999164,0.0003650548,0.000186799,0.00003831222,0.0001482775,0.00009755928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001170248,0.00004870616,0.02902209,0.0004863157,0.0005826134,0.00001894379,0.4567127,0.0003966848,0.001037944,0.3694781,0.005376766,0.1356689],"study_design_scores_gemma":[0.00136967,0.0003001743,0.2119296,0.001365555,0.00003978766,0.00002210719,0.02657285,0.0001854109,0.001415703,0.03572704,0.7206814,0.0003907471],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8993343,0.0007336959,0.001754194,0.09491823,0.0005488112,0.0005214756,0.00007785501,0.000008311708,0.00210309],"genre_scores_gemma":[0.9858977,0.0002326585,0.01252467,0.0006882098,0.0002759734,0.00001104059,6.75028e-7,0.000008543508,0.0003605844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7153046,"threshold_uncertainty_score":0.2956507,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4395671444","doi":"10.24294/jipd.v8i5.3303","title":"Metaverse in ports through an affinity diagram","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Transport Canada","funders":"","keywords":"Diagram; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.02111705657952917,"gpt":0.3136463297280294,"spread":0.2925292731485002,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000362092,0.000109687,0.0001682185,0.0002607563,0.00005798066,0.0002168086,0.000259366,0.00005790616,0.0000114634],"category_scores_gemma":[0.00007830843,0.000078475,0.00003009207,0.0004371021,0.00002952071,0.001146606,0.00008906209,0.0002194994,0.000003392193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001159265,"about_ca_system_score_gemma":0.0008468937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000512371,"about_ca_topic_score_gemma":0.0000244376,"domain_scores_codex":[0.9990366,0.00003508161,0.0003906739,0.0001405885,0.0002191632,0.0001779572],"domain_scores_gemma":[0.9994961,0.00004774916,0.000103635,0.0001467236,0.00005418083,0.0001516246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001569683,0.00009216173,0.0008944384,0.00005405566,0.00009246425,0.0001593508,0.02270788,0.0006072802,0.0004523,0.2765925,0.001903908,0.696428],"study_design_scores_gemma":[0.0006698438,0.0002961257,0.4192663,0.0001978228,0.00001705257,0.001463865,0.0003690221,0.001785995,0.004173135,0.1631175,0.4081953,0.000448039],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6493654,0.0007392127,0.3422184,0.0040931,0.0004590939,0.000164305,0.000004492228,0.0000541476,0.002901875],"genre_scores_gemma":[0.9053589,0.0002356785,0.09359866,0.0006522589,0.0001311184,0.000001766198,0.000001007597,0.00000441261,0.00001620132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.69598,"threshold_uncertainty_score":0.3200118,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399790043","doi":"10.24294/jipd.v8i6.3811","title":"Updating the tourism organizational assessment scale","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Organizational Strategy and Culture","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Savaria (Canada)","funders":"","keywords":"Tourism; Scale (ratio); Geography; Cartography; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.005299501890220884,"gpt":0.2320005718782202,"spread":0.2267010699879993,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002568516,0.0001187333,0.0001102366,0.0001492315,0.0003069671,0.0005126158,0.000143265,0.00005706349,0.0004238769],"category_scores_gemma":[0.00006641216,0.00006723432,0.00002671007,0.0004789848,0.00003755693,0.0005173565,0.00008054904,0.0002428298,0.00001773479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006223437,"about_ca_system_score_gemma":0.0004107966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007537446,"about_ca_topic_score_gemma":0.000004925704,"domain_scores_codex":[0.9991407,0.000007289495,0.0003302776,0.00009333088,0.0003027661,0.0001255808],"domain_scores_gemma":[0.9995055,0.00003235918,0.0001665364,0.00004457605,0.0002339746,0.00001705048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002303372,0.00004719043,0.03869814,0.0003365387,0.0003257015,0.00006643562,0.001788537,0.0007028611,0.001673282,0.835138,0.07533683,0.0458634],"study_design_scores_gemma":[0.000267354,0.000009045772,0.4010285,0.0001257139,0.00004141956,0.0002495063,0.0008823997,0.0002030788,0.0002529591,0.04202536,0.5547095,0.0002051461],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8570465,0.001938424,0.0153509,0.05305781,0.00305313,0.0004071307,0.000009599628,0.0001731607,0.06896338],"genre_scores_gemma":[0.9884667,0.00002211874,0.004172219,0.002980716,0.004135992,9.620534e-7,0.0000120606,0.00001500778,0.0001942013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7931127,"threshold_uncertainty_score":0.4943165,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403626750","doi":"10.24294/jipd.v8i11.6482","title":"Healthy city development: Indonesian government plans to build a new capital city","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Indonesian; Government (linguistics); Indonesian government; Business; Capital city; Capital (architecture); Economic growth; Geography; Economics; Economic geography","retraction":null,"screen_n_in":null,"score":{"opus":0.02008432977749871,"gpt":0.2876971240692829,"spread":0.2676127942917843,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000919128,0.0003131302,0.0004961172,0.0004681142,0.0002796369,0.0003022922,0.0002982855,0.0001628852,0.0001267826],"category_scores_gemma":[0.0004100137,0.0002387039,0.00007124256,0.0005419087,0.00003979649,0.0005505496,0.0002986364,0.0004336846,0.00004222485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006514465,"about_ca_system_score_gemma":0.001648224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001193005,"about_ca_topic_score_gemma":0.0003571217,"domain_scores_codex":[0.9973455,0.00002154829,0.001101492,0.0002786999,0.0005485592,0.0007041699],"domain_scores_gemma":[0.999004,0.00008865423,0.0003693408,0.0001236761,0.0001187404,0.0002955899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004873207,0.00009082537,0.03938137,0.0009218528,0.0003582304,0.0001340104,0.004448559,0.0006394843,0.00005143985,0.0498335,0.6873201,0.2163333],"study_design_scores_gemma":[0.0003813571,0.00004551054,0.1451465,0.000134814,0.00001069569,0.0001228506,0.0002653687,0.00004213384,0.00001574647,0.002163155,0.8514518,0.0002200852],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9187417,0.0003906945,0.00553485,0.06914283,0.001738348,0.0002976116,0.0000116873,0.00006525191,0.004077],"genre_scores_gemma":[0.9090737,0.00006574133,0.0136681,0.07148415,0.005454813,0.000007573863,0.000007640452,0.00003101553,0.0002072389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2161132,"threshold_uncertainty_score":0.9734061,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391442691","doi":"10.24294/jipd.v8i3.2906","title":"Understanding the determinants of households’ intention to practise solid waste segregation-at-source: Theoretical framework development","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Municipal solid waste; Psychology; Business; Waste management; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.0553397974273026,"gpt":0.3373474589854551,"spread":0.2820076615581525,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001236256,0.0001917854,0.0002848632,0.0003091407,0.000634687,0.0001660935,0.0002689914,0.0001694895,0.0001143888],"category_scores_gemma":[0.0006237843,0.0001192235,0.00006548067,0.0004044723,0.0003350198,0.0002195923,0.000158849,0.0003396818,0.000007506992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008512712,"about_ca_system_score_gemma":0.00145955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001185464,"about_ca_topic_score_gemma":0.00007834339,"domain_scores_codex":[0.9978737,0.0001367278,0.0007467683,0.0001769323,0.0007221717,0.0003437209],"domain_scores_gemma":[0.998759,0.0004290593,0.0003181288,0.00009143192,0.0001581149,0.0002443051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002893444,0.00006733838,0.01535561,0.0002890509,0.0005025975,0.00006171926,0.501003,0.0001526088,0.0003784727,0.3244363,0.005694665,0.1517693],"study_design_scores_gemma":[0.001296822,0.0003975178,0.1203012,0.006410643,0.0001737247,0.0006381644,0.1262882,0.0001995144,0.02357982,0.2417011,0.4774815,0.001531772],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.960295,0.0007717676,0.02791491,0.007711551,0.001183058,0.0003406482,0.000002679364,0.00003982491,0.001740575],"genre_scores_gemma":[0.986392,0.0004441348,0.01209214,0.0003551225,0.0002817115,0.00000481384,8.264201e-7,0.00001767581,0.0004115798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4717868,"threshold_uncertainty_score":0.4881563,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404366762","doi":"10.24294/jipd9230","title":"“Are there truly acoustic melodies on hillsides?” Can such human-based manufactured soundscapes be an asset to tourism destinations?","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Noise Effects and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Savaria (Canada)","funders":"","keywords":"Soundscape; Melody; Asset (computer security); Tourism; Destinations; Business; Computer science; Acoustics; Musical; Geography; Sound (geography); Visual arts; Art; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.04113643517442264,"gpt":0.3991155526819132,"spread":0.3579791175074906,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006572485,0.0003083341,0.0004008994,0.0007614761,0.0008249417,0.0001242513,0.0002114133,0.0001629035,0.0002218039],"category_scores_gemma":[0.0003060406,0.0002095761,0.00006149482,0.0002261533,0.00003803982,0.000136563,0.0000827733,0.0006784888,0.00001023521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005459661,"about_ca_system_score_gemma":0.0009190217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001116543,"about_ca_topic_score_gemma":0.0007731242,"domain_scores_codex":[0.9978808,0.0002385085,0.0007021209,0.0002590491,0.0004679658,0.0004515784],"domain_scores_gemma":[0.998419,0.0004270238,0.0004077783,0.000182001,0.0002114174,0.0003527944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0009665741,0.0004980621,0.01693292,0.005999137,0.001843769,0.002049991,0.07239944,0.02617815,0.009697636,0.02037521,0.6709755,0.1720836],"study_design_scores_gemma":[0.001619394,0.0007332879,0.7443581,0.002263939,0.0001337828,0.00004571431,0.004706353,0.0001213168,0.001869781,0.009097083,0.2343901,0.0006611531],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793316,0.0002491128,0.002183578,0.01507886,0.0009532979,0.0006856184,0.00005822329,0.00008297322,0.001376741],"genre_scores_gemma":[0.9832458,0.00001769616,0.005175418,0.009878555,0.0009185146,0.00003738859,0.00001737659,0.0000376147,0.0006715828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7274252,"threshold_uncertainty_score":0.8546265,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401625229","doi":"10.24294/jipd.v8i8.4295","title":"The proliferation of neoliberal ideology: A study of international anti-corruption discourse through the lens of institutional entrepreneurship theory","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"HEC Montréal","funders":"","keywords":"Ideology; Language change; Critical discourse analysis; Entrepreneurship; Corporate governance; Power (physics); Neoliberalism (international relations); Political science; Political economy; Transformative learning; Sociology; Economic system; Public relations; Politics; Economics; Law; Management","retraction":null,"screen_n_in":null,"score":{"opus":0.02381243775418569,"gpt":0.3309447579160357,"spread":0.30713232016185,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001151253,0.00008879566,0.0001773092,0.0001403013,0.0002437252,0.00004929504,0.0002262935,0.00005066368,0.00005742463],"category_scores_gemma":[0.0002416301,0.00005036066,0.00005237377,0.0001505464,0.0004004014,0.0002748175,0.0000665542,0.0001534598,7.006915e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001325616,"about_ca_system_score_gemma":0.001404713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009304999,"about_ca_topic_score_gemma":0.0001786086,"domain_scores_codex":[0.9985674,0.0001709369,0.0006986214,0.00009266286,0.00034977,0.0001205837],"domain_scores_gemma":[0.9990336,0.0002268463,0.0004359098,0.00007132103,0.0001992988,0.00003296639],"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":[0.0003719469,0.0002134553,0.06861371,0.000051682,0.0006159632,0.000005097748,0.3378213,0.002311023,0.0004702261,0.4338605,0.000313451,0.1553516],"study_design_scores_gemma":[0.001336743,0.0002351946,0.8509057,0.0002347509,0.00006825694,0.0001047953,0.04361298,0.00007666961,0.0008010226,0.03563093,0.06678317,0.0002098458],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930037,0.0002152035,0.0009231816,0.003325558,0.0009709952,0.0001878946,0.0000044835,0.000004450088,0.001364591],"genre_scores_gemma":[0.9985625,0.0003821581,0.0004759419,0.0001164282,0.0002762854,0.000004300593,0.000001734192,0.000003547429,0.0001771201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7822919,"threshold_uncertainty_score":0.24919,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399353997","doi":"10.24294/jipd.v8i6.3442","title":"Unlocking the potential: UTAUT2 framework for embracing self-driving tractors in modern agriculture","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Soil Mechanics and Vehicle Dynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Savaria (Canada)","funders":"","keywords":"Agriculture; Self driving; Business; Engineering; Transport engineering; Biology; Ecology","retraction":null,"screen_n_in":null,"score":{"opus":0.005010008927469715,"gpt":0.2312272363046746,"spread":0.2262172273772048,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002519794,0.0001650313,0.0001882139,0.0002113031,0.00009167646,0.0001662119,0.0001324251,0.0001489654,0.000002411648],"category_scores_gemma":[0.00005931184,0.0001026251,0.00006290508,0.0002248417,0.000007916791,0.000146634,0.00002990508,0.0005262308,2.381583e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001924771,"about_ca_system_score_gemma":0.0001434232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002566663,"about_ca_topic_score_gemma":0.000009781374,"domain_scores_codex":[0.9990801,0.00001286178,0.0004034634,0.00009755007,0.0001675573,0.0002384509],"domain_scores_gemma":[0.9996316,0.0001160915,0.00007187296,0.00006126466,0.00004596444,0.0000731877],"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":[0.00002336886,0.00002301986,0.0007845759,0.0006657875,0.0005298795,0.00007345957,0.02485455,0.2614759,0.004426098,0.03067177,0.0005094546,0.6759622],"study_design_scores_gemma":[0.0005056745,0.0000535363,0.03244795,0.001276436,0.00006313341,0.0007015151,0.001660574,0.8404766,0.001635867,0.10871,0.01195059,0.0005181368],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8329843,0.001516072,0.1639362,0.0003540126,0.0009181291,0.000139167,0.000003609282,0.00007174478,0.00007672971],"genre_scores_gemma":[0.9723575,0.0001986553,0.02681477,0.00009174926,0.0005013979,0.000004315721,0.000001223848,0.00002595303,0.000004500278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6754441,"threshold_uncertainty_score":0.418493,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405468305","doi":"10.24294/jipd9391","title":"Temporal and mode-based accessibility to urban tourism spots: A spatial travel time analysis—Budapest","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Savaria (Canada)","funders":"","keywords":"Visitor pattern; Tourism; Public transport; Transport engineering; Mode (computer interface); Computer science; Travel time; Geography; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.01028372130289523,"gpt":0.3052264707182368,"spread":0.2949427494153416,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000851863,0.0001976866,0.0004267018,0.0005997291,0.0002899581,0.0003216774,0.0002322779,0.0001437368,0.0002229266],"category_scores_gemma":[0.0001146628,0.0001488663,0.0001165859,0.0008285995,0.0001767582,0.0003522717,0.00003736612,0.0002758967,0.000003475137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002142271,"about_ca_system_score_gemma":0.001791214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001137235,"about_ca_topic_score_gemma":0.000969973,"domain_scores_codex":[0.9981636,0.00008548436,0.0006537178,0.0002890655,0.000499998,0.0003081508],"domain_scores_gemma":[0.9990363,0.00009701377,0.0001758148,0.0001120349,0.0001432567,0.0004356331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004188922,0.000131761,0.8274627,0.0002122162,0.0008887779,0.0001669744,0.04919248,0.0003550388,0.0005020451,0.0007604648,0.003008713,0.1169],"study_design_scores_gemma":[0.0003132053,0.00004265362,0.9764227,0.00006724348,0.0001409785,0.000003641522,0.0002434577,0.0003190955,0.0003466798,0.001704279,0.02017392,0.0002221424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887087,0.0002806486,0.007717286,0.001889503,0.0001672396,0.000166693,0.00002392964,0.00002572566,0.001020245],"genre_scores_gemma":[0.9924229,0.00001194021,0.006210702,0.0004267143,0.0006758525,0.000002506306,0.000007042725,0.000009223136,0.0002331047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1489601,"threshold_uncertainty_score":0.6070589,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406042366","doi":"10.24294/jipd8156","title":"Factors influencing and moderating the satisfaction with banking services: A case study in Hungary","year":2025,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Customer Service Quality and Loyalty","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":"Savaria (Canada)","funders":"","keywords":"Business; Customer satisfaction; Psychology; Business administration; Marketing","retraction":null,"screen_n_in":null,"score":{"opus":0.01718892439350632,"gpt":0.267743495217581,"spread":0.2505545708240747,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004603254,0.0001531611,0.0002112568,0.0004335966,0.0003722511,0.0003047969,0.00007689323,0.00004428569,0.000006269996],"category_scores_gemma":[0.00002719402,0.00008822198,0.00001428007,0.0003906691,0.00002385492,0.0008163165,0.0001114718,0.0002798653,1.382539e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006800483,"about_ca_system_score_gemma":0.0001461492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006296832,"about_ca_topic_score_gemma":0.01523781,"domain_scores_codex":[0.9991004,0.00002557141,0.0004281086,0.0001180398,0.0001771388,0.0001507381],"domain_scores_gemma":[0.9994237,0.00007728048,0.0003092037,0.00007180797,0.0001039424,0.000014009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004716995,0.00001710802,0.9612675,0.0002683484,0.0000747861,0.00009712128,0.018521,0.0008703143,0.00002051318,0.000585937,0.000006750773,0.0182234],"study_design_scores_gemma":[0.0007215617,0.00001510991,0.9408029,0.0002313682,0.0000331769,0.000190571,0.05607446,0.0003714315,0.00001084155,0.001001849,0.0004356674,0.0001110061],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989718,0.00008686246,0.0001599778,0.0003553854,0.00006485417,0.0001560204,2.098985e-7,0.000008072205,0.0001968712],"genre_scores_gemma":[0.9974666,0.000003813304,0.0003790024,0.001985677,0.0001522617,0.000002482813,4.511128e-7,0.000006028519,0.00000363517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03755346,"threshold_uncertainty_score":0.9518968,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407233220","doi":"10.24294/jipd10176","title":"Exploring the frontiers of artificial intelligence: A bibliometric analysis of high-impact research up to 2023","year":2025,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Artificial intelligence; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.3082523992583686,"gpt":0.5035207817311914,"spread":0.1952683824728228,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["bibliometrics"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.001727822,0.0001044191,0.000481586,0.05450737,0.0001307847,0.00002713346,0.0001718326,0.00006561688,0.00004073506],"category_scores_gemma":[0.002135243,0.00006416139,0.0001142564,0.0718952,0.0001222909,0.0001014662,0.00006314483,0.0003521123,0.000001219301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002847991,"about_ca_system_score_gemma":0.001976237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00119611,"about_ca_topic_score_gemma":0.00004665477,"domain_scores_codex":[0.9978704,0.00009287346,0.001088344,0.0001193844,0.0005789185,0.0002500714],"domain_scores_gemma":[0.9976628,0.0004264124,0.0002921083,0.0001727717,0.001267711,0.0001782424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006516333,0.00005311849,0.04229214,0.00009983459,0.001233791,0.000002527451,0.01330889,0.002218422,0.0008372975,0.001247916,0.003648849,0.9344056],"study_design_scores_gemma":[0.00004155892,0.0004106582,0.8989246,0.0002211888,0.0002745686,0.00001305183,0.01349835,0.0001618752,0.07792544,0.006252103,0.002191125,0.00008550903],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984277,0.0005268928,0.01175647,0.002602915,0.0005948065,0.0001737593,0.000004286218,0.000002044812,0.00006184523],"genre_scores_gemma":[0.9935583,0.0006922699,0.005296072,0.0001630141,0.0002221024,0.000006442015,0.000002215286,0.000004687522,0.0000548909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9343201,"threshold_uncertainty_score":0.956209,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405477243","doi":"10.24294/jipd9664","title":"Methodological approaches in prioritizing municipal projects: A case study of the municipality of the holy capital (Makkah)","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Employment and Social Development Canada","funders":"","keywords":"Capital city; Capital (architecture); Environmental planning; Business; Geography; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.3746583956089743,"gpt":0.4365100276168244,"spread":0.0618516320078501,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004928702,0.0001479529,0.0003984392,0.0005085347,0.0001573488,0.0001028157,0.0006243029,0.00007255188,0.00001836204],"category_scores_gemma":[0.001431067,0.00006522726,0.0001108092,0.001312174,0.0002348516,0.0002373506,0.0005680471,0.0004662139,2.309693e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007665172,"about_ca_system_score_gemma":0.0005611893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004330906,"about_ca_topic_score_gemma":0.0004044136,"domain_scores_codex":[0.9967871,0.0006982029,0.001302555,0.0001936712,0.000844734,0.0001737303],"domain_scores_gemma":[0.9981438,0.000744479,0.0006156618,0.0003122753,0.0001394124,0.00004438443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002121523,0.0002260614,0.3393718,0.0002196065,0.0003012221,0.0002230284,0.3585927,0.001256125,0.0004251394,0.006315898,0.0001734161,0.2926828],"study_design_scores_gemma":[0.001074641,0.0002322649,0.8159602,0.0002452836,0.00005167533,0.00395433,0.1657792,0.0008023074,0.0006470302,0.007836976,0.00322447,0.0001916623],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981042,0.000288001,0.0000946755,0.0003100593,0.0004162305,0.0003309109,0.000002938183,0.000003475064,0.0004495017],"genre_scores_gemma":[0.9962984,0.0000177262,0.003484646,0.0000496607,0.00008168168,0.000004195599,6.316311e-8,0.000004416408,0.00005920892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4765884,"threshold_uncertainty_score":0.265989,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399327663","doi":"10.24294/jipd.v8i6.3474","title":"Adoption and diffusion of organizational innovation, the winning mantra for growth: A case of manufacturing SMEs in Pakistan","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Economic and Technological Innovation","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Savaria (Canada)","funders":"","keywords":"Mantra; Business; Diffusion; Innovation diffusion; Industrial organization; Knowledge management; Marketing; Business administration; Computer science; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.01911973286840099,"gpt":0.2587813590681556,"spread":0.2396616261997546,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003881801,0.00006367386,0.0001765236,0.0005227334,0.00004533521,0.00002514312,0.00004599992,0.00006427902,0.00001406793],"category_scores_gemma":[0.0001049214,0.00004742137,0.00001404155,0.0003106782,0.00004691831,0.0001179796,0.00002898224,0.00009958661,1.241836e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006019877,"about_ca_system_score_gemma":0.00005386774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001720072,"about_ca_topic_score_gemma":0.000003648667,"domain_scores_codex":[0.9990484,0.000003591157,0.0007809841,0.00007994506,0.00001970163,0.00006743908],"domain_scores_gemma":[0.9994019,0.00007037181,0.0004059476,0.00003304913,0.00007745206,0.00001128105],"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":[0.00002129093,0.00001180273,0.02906548,0.0001651334,0.00004313485,0.000006207855,0.0015043,0.00004828618,0.000314533,0.9508532,0.00005746983,0.01790919],"study_design_scores_gemma":[0.000725686,0.00008756809,0.3840916,0.0001668083,0.000006111687,0.0004976843,0.0007538916,0.0005848572,0.009625001,0.5998167,0.003503848,0.0001402311],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852462,0.0004258963,0.01338037,0.0006842981,0.00006306708,0.00007457579,0.00001503284,0.00000316905,0.0001074383],"genre_scores_gemma":[0.9920274,0.000100662,0.007723978,0.00007716294,0.0000510276,0.000001640444,0.000003781288,0.000004934759,0.000009426375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3550262,"threshold_uncertainty_score":0.1933787,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400093758","doi":"10.24294/jipd.v8i6.3297","title":"Spatial distribution and influencing factors of Shadow Education Enterprises in primary and secondary schools: A case study of Zhengzhou’s main urban area","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Global Educational Reforms and Inequalities","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Science North","funders":"","keywords":"Shadow (psychology); Beijing; Geography; China; Mainstream; Spatial distribution; Distribution (mathematics); Primary education; Mathematics education; Regional science; Political science; Psychology; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.01345150158860477,"gpt":0.3033928416115227,"spread":0.2899413400229179,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003934535,0.00009010115,0.0001927983,0.0002261687,0.00009943455,0.00006096379,0.00004631939,0.00005282252,0.00001069475],"category_scores_gemma":[0.0002965904,0.00006558726,0.00001686807,0.0001560198,0.00007825474,0.0003287553,0.00003686955,0.0001721151,2.587518e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003018351,"about_ca_system_score_gemma":0.003106354,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009743346,"about_ca_topic_score_gemma":0.001277835,"domain_scores_codex":[0.9990412,0.00005843882,0.0004758258,0.00008670075,0.000228859,0.0001090056],"domain_scores_gemma":[0.9994149,0.00008063949,0.0002526161,0.0000318516,0.0001209354,0.00009903141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005857278,0.000146635,0.6291388,0.0003244035,0.00009093116,0.00002669884,0.2971882,0.00001051517,0.0001162821,0.003679664,0.0003838253,0.06883549],"study_design_scores_gemma":[0.0002294426,0.0001124436,0.8447592,0.0002468315,0.00001202459,0.0001448459,0.1508046,0.00000232238,0.0000575363,0.001769426,0.001790442,0.00007093771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985601,0.000766415,0.00004628252,0.0001507,0.000147751,0.0001188933,0.00002465582,0.000002337179,0.0001828497],"genre_scores_gemma":[0.999343,0.0001402861,0.0003452009,0.00004548868,0.0001035347,0.000002063772,0.000005066439,0.000002974171,0.0000123968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2156204,"threshold_uncertainty_score":0.9968508,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404366703","doi":"10.24294/jipd8236","title":"Navigating Ghana’s monetary policy evolution and the potential of central bank digital currencies","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Economic Growth and Development","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Savaria (Canada)","funders":"","keywords":"Monetary policy; Digital currency; Central bank; Economics; Financial system; Monetary economics; Business; Currency","retraction":null,"screen_n_in":null,"score":{"opus":0.004877669718082593,"gpt":0.2227542372939559,"spread":0.2178765675758733,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003262654,0.0001610164,0.000255444,0.0001880373,0.0001333142,0.0003110584,0.0002884122,0.00005679027,0.000002980205],"category_scores_gemma":[0.0001122521,0.0001010553,0.00006319803,0.0002494834,0.0001632018,0.0006566443,0.0002429697,0.0002929362,0.000001014536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001629727,"about_ca_system_score_gemma":0.001381387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005832117,"about_ca_topic_score_gemma":0.000002635985,"domain_scores_codex":[0.9986564,0.00003225209,0.0006340006,0.0001603948,0.0002429711,0.0002739686],"domain_scores_gemma":[0.9993322,0.00008832197,0.0002470738,0.00009797014,0.00007887896,0.0001555225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001022773,0.00002348871,0.006519185,0.000235405,0.0003457941,0.00004247785,0.02285385,0.0006605755,0.0002244612,0.1763117,0.0009274165,0.7917534],"study_design_scores_gemma":[0.004051896,0.0002409733,0.7614849,0.001151567,0.00005510014,0.004800772,0.001991323,0.01935589,0.0024831,0.1892283,0.01430011,0.0008559845],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8538877,0.005040207,0.1338017,0.005767371,0.000825451,0.000154374,0.0000101614,0.00002806724,0.0004849823],"genre_scores_gemma":[0.981298,0.0001473958,0.01796066,0.0001997485,0.0003711091,0.000001234636,0.000001459702,0.000005259177,0.00001509786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7908974,"threshold_uncertainty_score":0.4120915,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396697438","doi":"10.24294/jipd.v8i5.3266","title":"Examination of the position of cruise shipping in the post-season period at Lake Balaton","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Cruise Tourism Development and Management","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Savaria (Canada)","funders":"","keywords":"Cruise; Period (music); Position (finance); Geography; Environmental science; Aeronautics; Business; Oceanography; Geology; Engineering; Finance; Art","retraction":null,"screen_n_in":null,"score":{"opus":0.01048448935642496,"gpt":0.2752005400128421,"spread":0.2647160506564171,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001271466,0.00008957122,0.0001453798,0.0002590097,0.0001922205,0.00005940583,0.0002112633,0.00006144596,0.00005846526],"category_scores_gemma":[0.0001614912,0.00005186339,0.00005354691,0.0003978751,0.0001119469,0.0001650039,0.00007875712,0.0001466765,5.873839e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002069209,"about_ca_system_score_gemma":0.0005677492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005604499,"about_ca_topic_score_gemma":0.0006625988,"domain_scores_codex":[0.9986544,0.0001615807,0.000429704,0.00008014998,0.00052938,0.0001447455],"domain_scores_gemma":[0.9994347,0.00009329304,0.0002498258,0.00006464429,0.000120086,0.00003743946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001282813,0.00008491814,0.02459692,0.0004391677,0.0001896387,0.00004173366,0.641302,0.0001467079,0.002186887,0.05334494,0.002924125,0.2746147],"study_design_scores_gemma":[0.0002306174,0.00003166567,0.9289452,0.0003161814,0.00001971996,0.00002608082,0.007626755,0.00001143948,0.0008603699,0.001261824,0.06058733,0.00008283176],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871994,0.0003947362,0.00006478651,0.005992988,0.0002801433,0.0002050466,0.000002774529,0.000004409666,0.005855736],"genre_scores_gemma":[0.9986265,0.0001559886,0.0006266874,0.0002137031,0.0001510717,0.000002582851,0.000001823228,0.000004359221,0.0002172593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9043483,"threshold_uncertainty_score":0.2114927,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399298806","doi":"10.24294/jipd.v8i6.4215","title":"Impact of changes of hospital integrations spanning a decade in Hungary: Modern diagnostic services: CT care based on a Hungarian sample","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Savaria (Canada)","funders":"","keywords":"Sample (material); Medicine; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.007994198289762942,"gpt":0.2992030088504837,"spread":0.2912088105607208,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001247527,0.0001367624,0.0003176522,0.0007973962,0.00003158619,0.00002738437,0.00006512563,0.00004234463,0.00002172204],"category_scores_gemma":[0.0003721339,0.00009547242,0.00007461535,0.0002962483,0.00002789566,0.0001108641,0.00001748308,0.0002534237,2.325873e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002426703,"about_ca_system_score_gemma":0.001170559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002677949,"about_ca_topic_score_gemma":0.00008992427,"domain_scores_codex":[0.9990649,0.00002452366,0.0004281604,0.0001022662,0.0002363783,0.0001437799],"domain_scores_gemma":[0.9992087,0.0002790558,0.0002017368,0.00007890217,0.0001230837,0.0001084838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002493882,0.0001590406,0.6624164,0.001376082,0.0004702492,0.0001477495,0.08857677,0.01038976,0.001991507,0.0001976849,0.0002527407,0.2337726],"study_design_scores_gemma":[0.001120329,0.0007897203,0.9822528,0.002976566,0.00005906552,0.00007834696,0.00171591,0.005707505,0.004144141,0.0003667929,0.0006641052,0.0001247443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957709,0.001193985,0.001661573,0.0009701287,0.00009518546,0.0001425483,0.00002916246,0.000006381451,0.0001301504],"genre_scores_gemma":[0.9938251,0.00009638893,0.005651612,0.0002381921,0.0001516747,0.000003046292,0.00001872934,0.00001247308,0.000002745657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3198364,"threshold_uncertainty_score":0.3893252,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403497258","doi":"10.24294/jipd.v8i11.8066","title":"Risk-taking behavior of electric cyclists and policy recommendations: A case study","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.02255527087239433,"gpt":0.3681553652836553,"spread":0.345600094411261,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007977578,0.0001117265,0.0002166072,0.0005192679,0.0003415158,0.0001181083,0.00009839597,0.00006705945,0.00004021176],"category_scores_gemma":[0.000367132,0.0000853427,0.00003915423,0.0005743693,0.00008653205,0.0002817359,0.00002658436,0.000263155,2.243892e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001614529,"about_ca_system_score_gemma":0.001434185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003872927,"about_ca_topic_score_gemma":0.001379778,"domain_scores_codex":[0.9987637,0.0001090792,0.0005612966,0.0001315404,0.0002492867,0.0001851074],"domain_scores_gemma":[0.9990135,0.0001273768,0.0005377018,0.00005961345,0.0001179509,0.0001438218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001793476,0.00007975938,0.6619685,0.00003971814,0.00008741069,0.0002980466,0.05986973,0.000001606097,0.00005402751,0.000561993,0.0001016555,0.2769196],"study_design_scores_gemma":[0.0003258545,0.00007901867,0.9848503,0.00006570514,0.00007473307,0.0003836809,0.007328313,0.000003541835,0.0001103711,0.001843823,0.004819225,0.0001153569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979547,0.000758617,0.0001320132,0.0005109063,0.0001408579,0.0001767214,0.000006698081,0.00001139747,0.0003080888],"genre_scores_gemma":[0.9969071,0.0002839458,0.002325775,0.00005338118,0.00038367,0.000003789953,6.424873e-7,0.000006481995,0.00003525855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3228819,"threshold_uncertainty_score":0.5854733,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400100995","doi":"10.24294/jipd.v8i6.3435","title":"Analysis and forecasting of the sacral tourism potential of Kazakhstan with a time series analysis","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Religious Tourism and Spaces","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Savaria (Canada)","funders":"","keywords":"Time series; Series (stratigraphy); Tourism; Geography; Econometrics; Meteorology; Statistics; Geology; Mathematics; Archaeology; Paleontology","retraction":null,"screen_n_in":null,"score":{"opus":0.004820699683614493,"gpt":0.2410251798668861,"spread":0.2362044801832716,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005033009,0.0001061869,0.0004008307,0.000607395,0.0002060244,0.00008717596,0.0001373112,0.00006821154,0.00002669249],"category_scores_gemma":[0.00007994979,0.00005869496,0.0001442108,0.001479749,0.0002886855,0.0001585775,0.00005150378,0.0001306723,7.487473e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000431296,"about_ca_system_score_gemma":0.0006345299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006480475,"about_ca_topic_score_gemma":0.0006150815,"domain_scores_codex":[0.9987547,0.00008186443,0.0004487228,0.0001011632,0.0004541666,0.0001594096],"domain_scores_gemma":[0.9992098,0.0000741515,0.0003956455,0.00006999744,0.0001590892,0.00009132636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007640432,0.00007775253,0.5991324,0.0005424843,0.03718394,0.0002087661,0.2253267,0.01491578,0.002970588,0.005870077,0.005502486,0.107505],"study_design_scores_gemma":[0.0006706433,0.000266039,0.9581783,0.0003192974,0.005229737,0.0001692232,0.008716925,0.0008072873,0.003319903,0.007473651,0.01440667,0.0004422713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960181,0.0008839048,0.001201849,0.0008129407,0.00005071402,0.00005369339,0.000008577088,0.000004364064,0.0009658414],"genre_scores_gemma":[0.9922681,0.0003803652,0.006837193,0.00002947298,0.0001635496,4.202601e-7,7.040204e-7,0.000004350006,0.0003158614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.359046,"threshold_uncertainty_score":0.2393511,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401230719","doi":"10.24294/jipd.v8i7.5011","title":"Exploring entrepreneurial challenges and drivers in small cities for poverty reduction by investigating insights of key stakeholders: A case study of Saint John, New Brunswick","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Rural development and sustainability","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":true},"ca_institutions":"University of New Brunswick; Vancouver Island University","funders":"","keywords":"Key (lock); SAINT; Poverty reduction; Poverty; Business; Regional science; Political science; Economic geography; Sociology; Economic growth; Geography; Economics; Computer science; Computer security","retraction":null,"screen_n_in":null,"score":{"opus":0.1116166125364596,"gpt":0.2559513680158824,"spread":0.1443347554794227,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002690693,0.0001397583,0.0002838422,0.0001050991,0.00007166775,0.00003690273,0.00006888521,0.00005573712,0.000003151489],"category_scores_gemma":[0.0001350723,0.00006272287,0.00003450349,0.0001658699,0.00005410167,0.00026273,0.00005710018,0.0001278149,1.679845e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001062477,"about_ca_system_score_gemma":0.0002864929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001712557,"about_ca_topic_score_gemma":0.001726983,"domain_scores_codex":[0.998884,0.00006156372,0.0005835385,0.0001709051,0.0001477675,0.0001522128],"domain_scores_gemma":[0.9993944,0.0001527089,0.000216269,0.00002527394,0.0001020416,0.0001092678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002475123,0.0001452859,0.02061608,0.0005645056,0.0002256956,0.0001082966,0.2347974,0.00008841354,0.02134991,0.001250599,0.0003750061,0.7202313],"study_design_scores_gemma":[0.002713026,0.00225404,0.6046774,0.0008403824,0.0000703355,0.0009885668,0.3388767,0.00004433919,0.02328956,0.0159013,0.009751721,0.0005926003],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997476,0.001408255,0.000005228878,0.0007189371,0.0001291757,0.0002434676,0.000002116752,0.000005892775,0.00001087189],"genre_scores_gemma":[0.998046,0.0007516716,0.001024576,0.00001792353,0.000138183,0.000003320413,0.00000192372,0.000001339673,0.00001505732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7196387,"threshold_uncertainty_score":0.2588886,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406126985","doi":"10.24294/jipd10825","title":"The impact of entrepreneurial orientation on the international performance of SMEs: Mediating role of social capital and global mindset","year":2025,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Science North","funders":"","keywords":"Mindset; Entrepreneurial orientation; Social capital; Business; Orientation (vector space); Entrepreneurship; Psychology; Sociology; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.005574671798262487,"gpt":0.2547898229060155,"spread":0.2492151511077531,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000240799,0.00008285094,0.0001482084,0.00008875725,0.0001436148,0.00004346404,0.0001477847,0.00002708131,0.00001195041],"category_scores_gemma":[0.0002581828,0.00004224277,0.00004658362,0.0001458293,0.0001070197,0.0001617129,0.0001079701,0.00006888487,1.100502e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003787378,"about_ca_system_score_gemma":0.0001293244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009206131,"about_ca_topic_score_gemma":0.00001100438,"domain_scores_codex":[0.9992033,0.000009528321,0.0004148937,0.00005913831,0.0002258102,0.00008734641],"domain_scores_gemma":[0.9989608,0.0001017257,0.0006787922,0.00003843095,0.0002138228,0.000006422863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004183051,0.00002674534,0.9308298,0.00006415397,0.0003176017,3.176274e-7,0.003991575,0.0003676539,0.0007928255,0.0144894,0.0008264416,0.04787522],"study_design_scores_gemma":[0.0004469504,0.00003842818,0.9911365,0.00006805889,0.00001860869,0.000002398828,0.002512319,0.00008134001,0.001705195,0.003123628,0.0008235031,0.00004306394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977757,0.0001090442,0.000003134185,0.0007770772,0.000181806,0.00005036272,0.000006113891,0.000001102141,0.001095634],"genre_scores_gemma":[0.9994057,0.00008227711,0.0000668353,0.0001167836,0.0003202052,8.942073e-7,0.000001552966,0.000001622024,0.000004101413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06030675,"threshold_uncertainty_score":0.172261,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406128857","doi":"10.24294/jipd9808","title":"The structure of the Hungarian insurance market and the invariant distribution of market shares","year":2025,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Insurance and Financial Risk Management","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":"Savaria (Canada)","funders":"","keywords":"Market share analysis; Market share; Market structure; Factor market; Distribution (mathematics); Market concentration; Economics; Market microstructure; Life insurance; Index (typography); Business; Microeconomics; Order (exchange); Actuarial science; Finance; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.005346437433189414,"gpt":0.20004646055203,"spread":0.1947000231188405,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008755855,0.0001299093,0.0003638494,0.0001030992,0.0003085842,0.00005742381,0.0003423833,0.00007573474,0.00002265622],"category_scores_gemma":[0.0005700541,0.00006671958,0.00007599941,0.0002953458,0.0003013227,0.00009514482,0.0001712128,0.0002311808,1.468478e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006548554,"about_ca_system_score_gemma":0.0001742205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008187439,"about_ca_topic_score_gemma":0.00005043359,"domain_scores_codex":[0.998691,0.00005284977,0.000893889,0.0001128508,0.00008755309,0.000161922],"domain_scores_gemma":[0.9985054,0.0001718085,0.0009980092,0.000194189,0.000102736,0.00002783898],"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":[0.000832918,0.00002418077,0.1799943,0.0002119295,0.0003927886,0.000001379685,0.002112177,0.00009111375,0.00003949069,0.761501,0.01401308,0.04078573],"study_design_scores_gemma":[0.0008659324,0.00001566189,0.8402674,0.00008447198,0.000008848328,0.000009007346,0.0001089277,0.00004206883,0.0002782074,0.07474449,0.08351211,0.00006284134],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681932,0.008857849,0.00250513,0.008974255,0.001074152,0.0005793056,0.0004526871,0.000004159111,0.00935922],"genre_scores_gemma":[0.9970696,0.001899315,0.0003288722,0.000364033,0.00007479417,0.0000018754,0.000001400162,0.000004461161,0.000255648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6867565,"threshold_uncertainty_score":0.2720746,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399897058","doi":"10.24294/jipd.v8i6.4289","title":"Causes of the salary levels in the Mexican automotive industry three years after the USMCA","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Business, Innovation, and Economy","field":"Economics, Econometrics and Finance","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":"Salary; Remuneration; Automotive industry; Wage; Minimum wage; Economics; Granger causality; Labour economics; Earnings; Production (economics); Government (linguistics); Business; Demographic economics; Accounting; Engineering; Finance; Macroeconomics; Market economy; Econometrics","retraction":null,"screen_n_in":null,"score":{"opus":0.0249045837437874,"gpt":0.2374714088486629,"spread":0.2125668251048755,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006697286,0.0001087763,0.0002107565,0.0002469374,0.00007305023,0.00008376042,0.0002770422,0.0001162837,0.0001063407],"category_scores_gemma":[0.000098294,0.00005840668,0.00005376564,0.0004882557,0.0001189945,0.0001955271,0.00006552575,0.0004946839,0.000003751076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009134178,"about_ca_system_score_gemma":0.0003379481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008022939,"about_ca_topic_score_gemma":0.00008514826,"domain_scores_codex":[0.9990058,0.0000178071,0.000660821,0.0001050539,0.00006411636,0.000146405],"domain_scores_gemma":[0.9993912,0.0000661663,0.0003280106,0.0001381901,0.00005385025,0.00002257242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004810022,0.00003729095,0.9227427,0.0001028654,0.0002892847,0.00002177103,0.02293452,0.0003369787,0.00000975584,0.0328251,0.004821034,0.01583066],"study_design_scores_gemma":[0.0001390981,0.00001221015,0.93837,0.00006439385,0.000004268298,0.00007956688,0.0002354273,0.00001555915,0.00004500165,0.02628196,0.03468201,0.00007047068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928554,0.001434814,0.0001715187,0.004160046,0.0004203039,0.00009502767,0.00002743975,0.00000279445,0.0008326581],"genre_scores_gemma":[0.9973685,0.00005117223,0.0003403358,0.001872853,0.0003008817,0.000005083601,5.500386e-7,0.000008338532,0.00005225392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02986098,"threshold_uncertainty_score":0.2381755,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403820056","doi":"10.24294/jipd.v8i12.8948","title":"Regional fertility characteristics of urban population of Kazakhstan at the end of the 20th–first quarter of the 21st centuries","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","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); Fertility; Geography; Population; Demography; Archaeology; Sociology","retraction":null,"screen_n_in":null,"score":{"opus":0.01307378736883407,"gpt":0.2636131699352179,"spread":0.2505393825663838,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007155729,0.0001289043,0.0003057536,0.00009830126,0.0002952719,0.00002346333,0.0003738771,0.00009853525,0.00009021194],"category_scores_gemma":[0.0001799283,0.00006488537,0.0001525466,0.0002630845,0.0008606496,0.0001216803,0.0001214442,0.0001824225,2.433154e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000326527,"about_ca_system_score_gemma":0.001047317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000376725,"about_ca_topic_score_gemma":0.0004301642,"domain_scores_codex":[0.9980844,0.0001438154,0.0009198081,0.0001035043,0.0005893643,0.0001591146],"domain_scores_gemma":[0.9983608,0.0002397457,0.001003651,0.0001492761,0.0001911546,0.00005539837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001897626,0.00005640967,0.8204633,0.0002920622,0.0004300153,7.853445e-7,0.1091671,0.00003837583,0.0003699859,0.04728869,0.006312482,0.01539105],"study_design_scores_gemma":[0.0001394702,0.00001557153,0.9501833,0.0001911553,0.00002378721,0.000007529961,0.001905856,0.000002089547,0.0008025676,0.003296985,0.04336908,0.00006255547],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905249,0.0003331465,0.000009765238,0.007314944,0.0005089006,0.0001232707,0.00003415323,0.000002564848,0.001148296],"genre_scores_gemma":[0.9991094,0.0001593098,0.000233776,0.0001062129,0.0001572445,0.000001297842,0.000003078834,0.000006259478,0.0002233753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1297201,"threshold_uncertainty_score":0.3171099,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406211102","doi":"10.24294/jipd10015","title":"Exploring the influence of eWOM in live streaming on consumer purchase intentions in China: A qualitative analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Digital Marketing and Social Media","field":"Social 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":"Assumption University","funders":"","keywords":"Credibility; Immediacy; Moderation; Information quality; Purchasing; Social media; Source credibility; Live streaming; Psychology; Advertising; Business; Marketing; Information system; Computer science; Social psychology; World Wide Web","retraction":null,"screen_n_in":null,"score":{"opus":0.03290225704892474,"gpt":0.3635070045582303,"spread":0.3306047475093055,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001483146,0.00007970889,0.0002491266,0.0007589746,0.0001402468,0.00003998029,0.0001774434,0.00003827731,0.000003748936],"category_scores_gemma":[0.005230344,0.00005623081,0.00005255765,0.00119799,0.0002263367,0.0001908595,0.00005283685,0.0002436255,1.885391e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000205871,"about_ca_system_score_gemma":0.000789136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001642833,"about_ca_topic_score_gemma":0.002471528,"domain_scores_codex":[0.9986877,0.0002944595,0.0004845601,0.00008009206,0.0002913575,0.0001618308],"domain_scores_gemma":[0.9987959,0.0007066666,0.0002452158,0.00006173046,0.0001350626,0.00005544227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001190159,0.00007085729,0.09074925,0.00003068782,0.000313751,0.000009448338,0.8372548,0.00192197,0.00003665355,0.01653901,0.00002800298,0.05292661],"study_design_scores_gemma":[0.0002398191,0.00002010432,0.8897859,0.0003001537,0.00002052617,4.338185e-7,0.1020799,0.000002817547,0.00003855107,0.006860072,0.0005957631,0.00005593128],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955631,0.00005796365,0.00003370841,0.00148406,0.00007205376,0.00007196971,0.000002617085,0.000002346202,0.00271215],"genre_scores_gemma":[0.9990413,0.0001974176,0.0005730536,0.0001158344,0.00002975806,0.000006030126,3.434792e-7,0.000001922517,0.00003440498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7990367,"threshold_uncertainty_score":0.6261588,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402288253","doi":"10.24294/jipd.v8i9.7447","title":"Future policies for managing ship traffic and safety in the access channel of a new nation’s capital: A case study of Indonesia","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Maritime Security and History","field":"Social 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":"Innovation, Science and Economic Development Canada","funders":"Badan Riset dan Inovasi Nasional","keywords":"Transport engineering; Channel (broadcasting); Capital (architecture); Business; Maritime safety; Computer security; Telecommunications; Engineering; Computer science; Geography; Risk analysis (engineering)","retraction":null,"screen_n_in":null,"score":{"opus":0.03114221504090735,"gpt":0.329050822125214,"spread":0.2979086070843067,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007979625,0.00008648979,0.0002027193,0.0004419348,0.0002102077,0.000078653,0.0001591631,0.00006612295,0.000006305792],"category_scores_gemma":[0.00006056724,0.00006088485,0.00003077976,0.0003007349,0.00009139771,0.0002180085,0.00003381243,0.0001688979,2.142658e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009765748,"about_ca_system_score_gemma":0.000859012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002749548,"about_ca_topic_score_gemma":0.01043334,"domain_scores_codex":[0.9990432,0.00008787039,0.0004013664,0.00008167467,0.0002545205,0.000131407],"domain_scores_gemma":[0.9994773,0.0001556987,0.0001779862,0.00004165407,0.00008145344,0.00006594358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007821207,0.0000483384,0.000879496,0.000220855,0.00006528533,0.00007254333,0.9387038,0.00009683525,0.000002419814,0.01252097,0.0006225501,0.04668873],"study_design_scores_gemma":[0.002644766,0.0004236273,0.1514228,0.000403298,0.00009710036,0.00128972,0.7644229,0.00008499652,0.00002140457,0.02195389,0.05691451,0.0003209788],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940503,0.001566557,0.00007833535,0.003546189,0.0001678325,0.0002888227,0.000004514845,0.000003816569,0.0002936851],"genre_scores_gemma":[0.9987934,0.0002450985,0.0003007412,0.0001576521,0.0004738679,0.000003291028,4.647771e-7,0.000004516301,0.00002097204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1742809,"threshold_uncertainty_score":0.5822046,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405595656","doi":"10.24294/jipd9923","title":"A quarter century of public health research trends in developing countries: Bibliometric analysis","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","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); Public health; Regional science; Bibliometrics; Political science; Geography; Library science; Medicine; Computer science; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.1025185901725708,"gpt":0.4047152398878637,"spread":0.3021966497152929,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["bibliometrics"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.007447683,0.0001821757,0.0006881746,0.144548,0.000160556,0.0003100735,0.0002734518,0.000132684,0.0001081289],"category_scores_gemma":[0.000793099,0.0001341962,0.0001025228,0.1139317,0.0001151425,0.0007453436,0.0001726233,0.0004508852,0.000006276139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005221647,"about_ca_system_score_gemma":0.001728152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00201956,"about_ca_topic_score_gemma":0.0002145839,"domain_scores_codex":[0.9966993,0.0001332993,0.001490423,0.0002175543,0.0006254517,0.0008339143],"domain_scores_gemma":[0.9983234,0.0003215102,0.0005251655,0.0001233649,0.0005972293,0.0001093683],"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":[0.00006032289,0.00007368177,0.1008255,0.002019033,0.0009980575,0.00004549763,0.004237405,0.0006073681,0.000005073084,0.194343,0.2864729,0.4103121],"study_design_scores_gemma":[0.0001791309,0.00002008767,0.3533375,0.00008543474,0.000009706881,0.00001584949,0.0004273278,0.000272653,6.295064e-7,0.0009189697,0.6446541,0.00007858618],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6840433,0.008981902,0.004839168,0.2962255,0.000970573,0.0002304894,0.00001393966,0.00004353598,0.004651537],"genre_scores_gemma":[0.9784521,0.002613901,0.002879161,0.01501294,0.0009837801,0.00000430883,0.00001520409,0.0000149627,0.00002367683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4102336,"threshold_uncertainty_score":0.9049021,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400341803","doi":"10.24294/jipd.v8i6.5185","title":"Blockchain for civil mediation in conflicts in condominiums","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Blockchain Technology Applications and Security","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":"Ministerio de Ciencia e Innovación","keywords":"Mediation; Blockchain; Political science; Law; Computer security; Law and economics; Computer science; Sociology","retraction":null,"screen_n_in":null,"score":{"opus":0.00907363702644047,"gpt":0.2656031733279674,"spread":0.2565295363015269,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000602064,0.00009310282,0.0001830586,0.0007044164,0.00003488359,0.00005286156,0.0002451496,0.0001217014,0.000003109319],"category_scores_gemma":[0.0001594587,0.00007518051,0.00002309283,0.0004222733,0.00003529872,0.00008717617,0.00006589328,0.0002379405,5.581002e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001166992,"about_ca_system_score_gemma":0.0005470272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007995564,"about_ca_topic_score_gemma":0.00006840671,"domain_scores_codex":[0.9991005,0.00002055513,0.0004584424,0.0001402598,0.0001162284,0.0001639958],"domain_scores_gemma":[0.9994919,0.0001836773,0.0001109381,0.00008994605,0.00005839809,0.00006511383],"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":[0.00004767122,0.00006295858,0.002625837,0.0001538266,0.00005885087,0.00005350275,0.02447976,0.0005890848,0.00112244,0.6444849,0.001400827,0.3249204],"study_design_scores_gemma":[0.005206476,0.000259546,0.1035905,0.0004430898,0.000009641572,0.0007867835,0.0004386855,0.05336378,0.01305307,0.4563856,0.3658255,0.0006373018],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6998328,0.002136537,0.2829938,0.01371001,0.000467149,0.0004628334,0.000004685655,0.0000535301,0.0003386509],"genre_scores_gemma":[0.9525915,0.00006800514,0.04678067,0.0004330751,0.00008882409,0.00002002333,6.930109e-7,0.00000406039,0.00001317058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3644247,"threshold_uncertainty_score":0.3065772,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404027466","doi":"10.24294/jipd.v8i12.9302","title":"An evaluation and comparative analysis of higher education health and sustainability: India’s performance and global","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Higher Education Governance and Development","field":"Social Sciences","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":"Sustainability; Political science; Regional science; Sociology; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.02271325466343338,"gpt":0.4092630362007186,"spread":0.3865497815372852,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008660516,0.00009299504,0.0002439439,0.0002892735,0.000202317,0.0001123682,0.0000472103,0.00005228542,0.00002711666],"category_scores_gemma":[0.00005272515,0.00007494375,0.00001458349,0.0005706471,0.0001544242,0.0003744447,0.00001996767,0.00008383209,9.079952e-8],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005654132,"about_ca_system_score_gemma":0.008028972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003133746,"about_ca_topic_score_gemma":0.0001083038,"domain_scores_codex":[0.9988692,0.0001248243,0.000369288,0.0001384541,0.0003651698,0.0001330984],"domain_scores_gemma":[0.9990748,0.00004725663,0.0002432342,0.00004543534,0.0003653751,0.0002238792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004264966,0.00004699671,0.4744727,0.0001896434,0.0003507167,4.228416e-7,0.1643832,0.00006035242,0.000003935604,0.03214123,0.001195248,0.3271128],"study_design_scores_gemma":[0.0001310819,0.0000658393,0.9355116,0.00005552381,0.00005893412,0.000006768164,0.007097101,0.00004862736,0.000007253419,0.00313272,0.05380986,0.00007466351],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916255,0.004355932,0.00005562342,0.002927651,0.0001749378,0.0001480626,0.000003986459,0.000004314435,0.0007039996],"genre_scores_gemma":[0.9957007,0.001020474,0.00260297,0.0004383415,0.0001270993,0.000004322897,0.000005051088,0.00000171248,0.00009937977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4610389,"threshold_uncertainty_score":0.9975946,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405417331","doi":"10.24294/jipd9960","title":"Effects of road users’ education programmes on driving behaviour in Nigeria","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Transport Canada","funders":"","keywords":"Likert scale; Transport engineering; Exploratory factor analysis; Constraint (computer-aided design); Road traffic safety; Road traffic; Scale (ratio); Aggressive driving; Business; Engineering; Human factors and ergonomics; Applied psychology; Psychology; Poison control; Marketing; Geography; Environmental health; Medicine; Service (business)","retraction":null,"screen_n_in":null,"score":{"opus":0.003019864357777182,"gpt":0.2345295865047226,"spread":0.2315097221469454,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001035883,0.0001121512,0.0001687555,0.0003512376,0.00001992809,0.00002676216,0.00006024267,0.00007053831,0.000004581222],"category_scores_gemma":[0.00002903522,0.00008452029,0.00003122285,0.0001649113,0.00001583383,0.00008681964,0.00001237455,0.0002097981,8.390662e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001282996,"about_ca_system_score_gemma":0.0003594847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005800128,"about_ca_topic_score_gemma":0.00001075858,"domain_scores_codex":[0.9993273,0.00001325931,0.000337382,0.00006351994,0.0001281439,0.0001303851],"domain_scores_gemma":[0.9997777,0.00003999455,0.00005137272,0.00003742486,0.00002576893,0.00006777093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003047058,0.00007278603,0.03623394,0.0008297942,0.0001269862,0.0000347036,0.01438484,0.005552249,0.001711815,0.0008019147,0.001465095,0.9387554],"study_design_scores_gemma":[0.0002549436,0.00005672106,0.9868112,0.0008109854,0.000009221795,0.00007147502,0.0002273092,0.00008909745,0.005751837,0.0002069434,0.005595509,0.000114749],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975175,0.001077938,0.0004048224,0.00007969935,0.0006026572,0.00008926777,5.413655e-7,0.00002305528,0.0002044798],"genre_scores_gemma":[0.9951558,0.0001516447,0.00445539,0.00002890073,0.0001709111,0.000003330397,9.46747e-7,0.00001240845,0.0000207253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9505773,"threshold_uncertainty_score":0.3446637,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408283319","doi":"10.24294/jipd11421","title":"Unraveling the empirical impact on MSMEs: Socio-economic characteristics, nudging application, and e-commerce adoption","year":2025,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Technology Adoption and User Behaviour","field":"Decision 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":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Business; Empirical research; Industrial organization; Economics; Mathematics; Statistics","retraction":null,"screen_n_in":null,"score":{"opus":0.06454551251912764,"gpt":0.4081324112689395,"spread":0.3435868987498119,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001135137,0.0001491123,0.000274411,0.0005010019,0.0003297722,0.0001677903,0.0003121193,0.0001354223,0.00002892698],"category_scores_gemma":[0.0004411989,0.00008105758,0.00005658122,0.0002071026,0.0001315188,0.0001235882,0.0001061469,0.0003810544,0.000008937906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000213651,"about_ca_system_score_gemma":0.0005093332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007179014,"about_ca_topic_score_gemma":0.0000021863,"domain_scores_codex":[0.9985825,0.00007192549,0.0007475058,0.0001805442,0.0002573051,0.0001602486],"domain_scores_gemma":[0.9987066,0.0003739177,0.0004933826,0.0001850009,0.0001547905,0.00008626738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001107743,0.0000300252,0.5925007,0.000006081708,0.00007511523,0.000002362054,0.00302919,0.0001806349,0.0001481262,0.006771187,0.007314695,0.3898311],"study_design_scores_gemma":[0.0003476519,0.00003177737,0.9608899,0.00002549828,0.00001041654,0.00007633636,0.0009921213,0.00016271,0.00007923507,0.01139128,0.02591317,0.00007993966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715393,0.00008657822,0.01617164,0.01176173,0.0001835903,0.00008633753,0.000005498316,0.00001173681,0.0001536289],"genre_scores_gemma":[0.9948055,0.00008671303,0.002467976,0.00241101,0.0001332445,0.000002529962,0.000001314522,0.000004780081,0.00008697996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3897512,"threshold_uncertainty_score":0.3305432,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403855657","doi":"10.24294/jipd.v8i12.8978","title":"Kambo tourism village masterplan: Community participation in tourism development","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Diverse Aspects of Tourism Research","field":"Social 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":"Encana (Canada)","funders":"Direktorat Jenderal Pendidikan Tinggi; Kementerian Pendidikan, Kebudayaan, Riset, dan Teknologi","keywords":"Tourism; Business; Community development; Environmental planning; Economic growth; Regional science; Geography; Economics; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.02915872315828523,"gpt":0.3626459301048467,"spread":0.3334872069465615,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002359803,0.000170761,0.0002717347,0.0007984486,0.0005031379,0.0003253895,0.0003614903,0.0001512428,0.0001648607],"category_scores_gemma":[0.0004703951,0.0001429804,0.00004379765,0.0004549419,0.0001551946,0.0004748257,0.0001799558,0.0007814394,0.00002101579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006791009,"about_ca_system_score_gemma":0.002574295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006451269,"about_ca_topic_score_gemma":0.0007380896,"domain_scores_codex":[0.9975631,0.0003816039,0.000644415,0.000137542,0.0007965672,0.0004767208],"domain_scores_gemma":[0.9989854,0.0002863075,0.0001647373,0.0001092426,0.0001507006,0.000303577],"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":[0.0002210704,0.0002678289,0.01214104,0.0003524525,0.0003686654,0.001786442,0.3294917,0.0002421459,0.0006104473,0.01539503,0.0287972,0.6103259],"study_design_scores_gemma":[0.0008232384,0.0001065616,0.3747865,0.0005457397,0.00001485685,0.00006813381,0.01218731,0.00002874521,0.001665776,0.01003672,0.5993385,0.0003979483],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737858,0.0004754953,0.0003905434,0.003095754,0.0004842099,0.000188532,0.000002446536,0.00003020735,0.02154697],"genre_scores_gemma":[0.9899753,0.0001790756,0.008366566,0.0002550511,0.0006082362,0.000005188204,0.000002418977,0.00001316632,0.0005949934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.609928,"threshold_uncertainty_score":0.583057,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399383775","doi":"10.24294/jipd.v8i6.3725","title":"Russian MNCS and international investment paradigm (Before COVID-19)","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Economic and Technological Developments in Russia","field":"Social 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":"Savaria (Canada)","funders":"","keywords":"Multinational corporation; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Investment (military); Business; Political science; Virology; Medicine; Infectious disease (medical specialty); Politics; Disease; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.02815926374631461,"gpt":0.3392587130520249,"spread":0.3110994493057103,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005151323,0.0001295001,0.0001776146,0.0003306155,0.0002967959,0.0002073949,0.0002116629,0.0001445281,0.0002090011],"category_scores_gemma":[0.0003069257,0.00009301632,0.0000311991,0.0001504755,0.0003030533,0.0002267852,0.0001035766,0.0002458966,0.000004853126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005597998,"about_ca_system_score_gemma":0.001884476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000381522,"about_ca_topic_score_gemma":0.00005162978,"domain_scores_codex":[0.9989631,0.00003421548,0.0004206979,0.0001561491,0.0002107616,0.0002150299],"domain_scores_gemma":[0.9993343,0.00007571062,0.0001456191,0.00004958471,0.0000202557,0.0003744905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001176149,0.000008664139,0.004335757,0.00002525406,0.0001192796,0.00004154961,0.01293222,0.000006662649,0.000002911692,0.8940583,0.002980487,0.08547717],"study_design_scores_gemma":[0.0001748559,0.00002231489,0.02127177,0.00004322423,0.000005151217,0.000118849,0.000672568,0.000009432233,0.00001114125,0.2589991,0.7185795,0.00009207138],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5183992,0.005998923,0.01604934,0.2730741,0.005229066,0.0008059329,0.00005435919,0.0003990671,0.17999],"genre_scores_gemma":[0.9733241,0.001413336,0.01729653,0.006343991,0.0006090782,0.000005092412,0.000003619563,0.000009776618,0.0009945302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7155991,"threshold_uncertainty_score":0.3793095,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403905795","doi":"10.24294/jipd.v8i12.6185","title":"Harnessing community participation tourism development in Himalayan region of Uttarakhand State, India","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Policy and Development","topic":"Tourism, Volunteerism, and Development","field":"Social 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":"Savaria (Canada)","funders":"","keywords":"Tourism; State (computer science); Geography; Community participation; Community development; Regional science; Economic growth; Environmental planning; Political science; Environmental protection; Socioeconomics; Sociology; Computer science; Economics; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.02433348318551092,"gpt":0.3174796219999159,"spread":0.293146138814405,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001692251,0.0002084795,0.0003882766,0.0008043724,0.0004245301,0.0001491016,0.0002322282,0.0001556375,0.00002625356],"category_scores_gemma":[0.0002752861,0.0001765964,0.00005814086,0.0005800194,0.0001856816,0.0004475467,0.00009768946,0.0005824903,0.000001971577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006554927,"about_ca_system_score_gemma":0.003727713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00075692,"about_ca_topic_score_gemma":0.0007043803,"domain_scores_codex":[0.9974552,0.0003283964,0.001094619,0.0001476121,0.0005702687,0.0004038688],"domain_scores_gemma":[0.9988435,0.0002083083,0.0004165713,0.0001009056,0.0002047261,0.0002260207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001419821,0.0001341673,0.04208306,0.0003139646,0.0001895863,0.0001944538,0.6928881,0.0001652621,0.0002034809,0.00115904,0.002632358,0.2598946],"study_design_scores_gemma":[0.0007192341,0.00008042491,0.8547292,0.0009246534,0.0000175311,0.00007532689,0.01087993,0.00001326861,0.003076551,0.00517904,0.123961,0.0003438111],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952696,0.001122612,0.001669084,0.0004731691,0.0004390497,0.0001572076,0.000001665807,0.00002181933,0.0008457864],"genre_scores_gemma":[0.9874852,0.0003891658,0.01154604,0.0001542517,0.000223277,0.000006527414,0.000003565943,0.00001552082,0.0001765005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8126462,"threshold_uncertainty_score":0.7201392,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}