{"meta":{"query_hash":"4f8342f09d3f","filters":{"venue":"Global Challenges"},"cohort_total":66,"direct_labels_cover":0,"predictions_cover":66,"exported":66,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/4f8342f09d3f","api":"https://metacan.xera.ac/api/v1/cohort?venue=Global+Challenges"},"results":[{"id":"W1938555360","doi":"10.1002/gch2.1004","title":"Global Challenges – an innovative journal for tackling humanity's major challenges","year":2015,"lang":"en","type":"editorial","venue":"Global Challenges","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Political science; Food security; Poverty; Public relations; Business; Engineering ethics; Economic growth; Economics; Engineering; Geography","score_opus":0.23024290359836141,"score_gpt":0.48930232274004876,"score_spread":0.25905941914168734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1938555360","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00056394865,0.18719827,0.00029045105,0.015250417,0.706428,0.0015084738,0.004491645,0.00025442452,0.08401439],"genre_scores_gemma":[0.01101106,0.034484312,0.0009968017,0.00005698729,0.95055056,0.00038171557,0.00054592424,0.0001379881,0.0018346513],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9821382,0.001752631,0.0022087968,0.002685059,0.009288131,0.0019271875],"domain_scores_gemma":[0.96972156,0.002027115,0.0017839117,0.0019529158,0.023382628,0.0011318837],"candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0149310585,0.001326935,0.0020347028,0.00062718417,0.0012838485,0.0019656913,0.0049778256,0.0023345002,0.00011207767],"category_scores_gemma":[0.014303913,0.0010797798,0.0005247549,0.0014505293,0.00046941484,0.0022452825,0.0013283115,0.0015995972,0.00032013556],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001559514,0.00041057332,0.000003073201,0.00018541444,0.00032036734,0.00011565614,0.0030610228,0.000023396009,8.92453e-7,0.027467655,0.8331852,0.13366726],"study_design_scores_gemma":[0.0017432845,0.004449302,0.00012750679,0.0002361787,0.00006736227,0.00005751341,0.0336374,0.00008838045,0.0000022459599,0.18172148,0.77694994,0.0009194329],"about_ca_topic_score_codex":0.00002626227,"about_ca_topic_score_gemma":0.013406094,"teacher_disagreement_score":0.24412258,"about_ca_system_score_codex":0.0021530483,"about_ca_system_score_gemma":0.0040006195,"threshold_uncertainty_score":0.9999482},"labels":[],"label_agreement":null},{"id":"W2552460742","doi":"10.1002/gch2.1011","title":"How many people must die from pandemics before the world learns?","year":2016,"lang":"en","type":"editorial","venue":"Global Challenges","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; University of Ottawa","funders":"","keywords":"Pandemic; History; Political science; Coronavirus disease 2019 (COVID-19); Medicine; Disease","score_opus":0.030891898649074802,"score_gpt":0.33191571638825884,"score_spread":0.301023817739184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2552460742","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0016373352,0.03914334,0.000061129904,0.066348694,0.84497523,0.0009617244,0.0024573724,0.00032008055,0.044095073],"genre_scores_gemma":[0.017404117,0.029404275,0.000027105161,0.000076899145,0.9151278,0.0001000448,0.00043764847,0.00006989312,0.03735218],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99698806,0.00013010652,0.00026714575,0.0006896945,0.0012374225,0.0006875824],"domain_scores_gemma":[0.9979221,0.00040535178,0.00015455212,0.0008460297,0.0004058089,0.00026614],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00033503422,0.00046253586,0.00072528474,0.00010160884,0.00025233213,0.00015791976,0.00043754993,0.0009250562,0.00015259173],"category_scores_gemma":[0.0005454412,0.0002527034,0.00034928578,0.0002028735,0.00019837065,0.00011351435,0.00036250663,0.0014357817,0.00022632911],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001203546,0.00007939303,0.0004241097,0.0001454725,0.00031590395,0.00005803443,0.00014134619,1.1762098e-7,0.0000044244052,0.00046696767,0.91947526,0.07876861],"study_design_scores_gemma":[0.0009947545,0.0003228219,0.003147651,0.0004154364,0.00020275902,0.000008384691,0.0005860038,0.000007019864,0.0000066668645,0.0012300406,0.9928448,0.00023362294],"about_ca_topic_score_codex":0.0010487726,"about_ca_topic_score_gemma":0.050406948,"teacher_disagreement_score":0.07853498,"about_ca_system_score_codex":0.0004940073,"about_ca_system_score_gemma":0.00028065586,"threshold_uncertainty_score":0.99999255},"labels":[],"label_agreement":null},{"id":"W2578317895","doi":"10.1002/gch2.1022","title":"Global health governance in the sustainable development goals: Is it grounded in the right to health?","year":2017,"lang":"en","type":"article","venue":"Global Challenges","topic":"Human Rights and Development","field":"Social Sciences","cited_by":83,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Global Health Research; Public Health Ontario; University of Toronto","funders":"Medical Research Council; Australian Government; Seventh Framework Programme; Canadian Institutes of Health Research; European Commission; World Health Organization","keywords":"Corporate governance; Sustainable development; Global health; Grounded theory; Political science; Business; Environmental planning; Health care; Sociology; Qualitative research; Geography; Social science; Law","score_opus":0.07176720287306793,"score_gpt":0.391223392767825,"score_spread":0.31945618989475705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2578317895","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03520573,0.0068041105,0.000020189107,0.66749454,0.0002971472,0.0012441875,0.000017946553,0.000027554046,0.28888863],"genre_scores_gemma":[0.9796179,0.0038090006,0.0003001378,0.014875331,0.00016020001,0.00010086792,0.0000019098693,0.0000045153133,0.0011301511],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99662733,0.000505675,0.0004178667,0.00042503735,0.0009541931,0.0010699215],"domain_scores_gemma":[0.9989112,0.00006317709,0.00024083497,0.00054614566,0.000067336776,0.00017127987],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004253965,0.00019617369,0.00029330817,0.00002166992,0.0024351976,0.00042921636,0.0017678312,0.000085793334,0.00008383724],"category_scores_gemma":[0.00012045629,0.000114478884,0.00004406458,0.00024570967,0.00017043753,0.00025745042,0.0001824758,0.00014082616,0.000088212284],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014834707,0.0001356326,0.0009814886,0.00004202267,0.000007808432,0.000053417247,0.17119937,0.0000016161814,2.5656748e-9,0.7559138,0.041413933,0.030236084],"study_design_scores_gemma":[0.00021739412,0.000044140397,0.2718928,0.00006139154,6.618447e-7,0.0000018842132,0.064316295,4.6119217e-7,1.2225507e-7,0.030634416,0.6327086,0.0001218589],"about_ca_topic_score_codex":0.03494763,"about_ca_topic_score_gemma":0.5574441,"teacher_disagreement_score":0.9444122,"about_ca_system_score_codex":0.0027669822,"about_ca_system_score_gemma":0.001957906,"threshold_uncertainty_score":0.9988635},"labels":[],"label_agreement":null},{"id":"W2606670365","doi":"10.1002/gch2.201700009","title":"Crossing the Death Valley to Transfer Environmental Decision Support Systems to the Water Market","year":2017,"lang":"en","type":"article","venue":"Global Challenges","topic":"Water resources management and optimization","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Agència Catalana de l'Aigua; Ministerio de Ciencia e Innovación; Canadian Institute for Advanced Research","keywords":"Bridging (networking); Key (lock); Water sector; Domain (mathematical analysis); Risk analysis (engineering); Business; Management science; Environmental planning; Computer science; Engineering; Geography; Computer security; Water supply","score_opus":0.021652658335694915,"score_gpt":0.22444790010647486,"score_spread":0.20279524177077995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2606670365","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81987756,0.002427107,0.04920378,0.012350369,0.0025513107,0.002047334,0.00009086045,0.00037862043,0.11107307],"genre_scores_gemma":[0.9985444,0.00032638974,0.00012866031,0.00008846991,0.00018838077,0.000037978592,0.0000057706197,0.00001970071,0.0006602761],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990959,0.000024511983,0.00014390118,0.00019074458,0.00024234728,0.00030260184],"domain_scores_gemma":[0.99934924,0.000011690047,0.000008800845,0.00054803485,0.0000061003543,0.00007614113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002787139,0.00015784167,0.00011172807,0.000018656709,0.0005643255,0.00062805216,0.0005803076,0.000048444897,0.00007779227],"category_scores_gemma":[0.000005283268,0.0000733378,0.000049838625,0.0000142166755,0.000028971992,0.0001252582,0.00015963997,0.000059294176,0.00027173423],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025086463,0.000083368264,0.0032751209,0.00018687935,0.0003310226,0.000060220933,0.016433105,0.7583654,0.00027529304,0.0012152203,0.028617797,0.19090575],"study_design_scores_gemma":[0.0004701394,0.00009986479,0.060917977,0.00008005325,0.000056513527,0.00001342795,0.0011120673,0.020366356,0.00030098367,0.00012572344,0.91605073,0.00040617495],"about_ca_topic_score_codex":0.000024877432,"about_ca_topic_score_gemma":0.00006952996,"teacher_disagreement_score":0.88743293,"about_ca_system_score_codex":0.00007459391,"about_ca_system_score_gemma":0.0000016096055,"threshold_uncertainty_score":0.6056322},"labels":[],"label_agreement":null},{"id":"W2784128664","doi":"10.1002/gch2.201700081","title":"Developing Evidence to Decision Frameworks and an Interactive Evidence to Decision Tool for Making and Using Decisions and Recommendations in Health Care","year":2018,"lang":"en","type":"article","venue":"Global Challenges","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":62,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; Impact","funders":"World Health Organization","keywords":"Credibility; Transparency (behavior); Salience (neuroscience); Health care; Knowledge management; Psychological intervention; Computer science; Clinical decision support system; Decision support system; Process management; Management science; Business; Medicine; Engineering; Nursing; Political science","score_opus":0.6291808506733375,"score_gpt":0.5794618569472775,"score_spread":0.049718993726060035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2784128664","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62743807,0.025255196,0.28885794,0.05656859,0.00044870062,0.0012613176,0.00012124625,0.00002369265,0.000025278428],"genre_scores_gemma":[0.6616774,0.004275278,0.3268543,0.0069408077,0.00016378566,0.00007004539,0.0000024048077,0.00001467163,0.0000012718708],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9964145,0.00022167702,0.0019053929,0.00094375625,0.00009810033,0.0004166141],"domain_scores_gemma":[0.99314135,0.005406736,0.0005867396,0.00037448618,0.00020637573,0.00028431905],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007235323,0.00021062764,0.000665432,0.00036172537,0.00043738156,0.00020561166,0.00021001611,0.00020012188,0.0000126295845],"category_scores_gemma":[0.019214878,0.00025830834,0.000029637926,0.00027319865,0.000050995724,0.0011289385,0.00028777675,0.00016600567,0.000025641788],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005966948,0.000068743844,0.042544678,0.0006455394,0.00004164018,0.000001648653,0.0517653,0.0003116174,0.0000027208848,0.07264176,0.001864161,0.8295155],"study_design_scores_gemma":[0.0021526457,0.0028662018,0.5945828,0.05219011,0.000023055552,0.000077044315,0.06601974,0.024887493,0.0000073210567,0.20577592,0.04936195,0.0020557474],"about_ca_topic_score_codex":0.00044457184,"about_ca_topic_score_gemma":0.005860359,"teacher_disagreement_score":0.82745975,"about_ca_system_score_codex":0.0012867703,"about_ca_system_score_gemma":0.00018830306,"threshold_uncertainty_score":0.9999869},"labels":[],"label_agreement":null},{"id":"W2789263540","doi":"10.1002/gch2.201700135","title":"Enhanced Flocculation of Oil Sands Mature Fine Tailings Using Hydrophobically Modified Polyacrylamide Copolymers","year":2018,"lang":"en","type":"article","venue":"Global Challenges","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Alberta Innovates","keywords":"Polyacrylamide; Flocculation; Tailings; Copolymer; Chemical engineering; Materials science; Chemistry; Polymer; Polymer chemistry; Composite material; Engineering; Metallurgy","score_opus":0.01693683929047885,"score_gpt":0.25706898411426904,"score_spread":0.2401321448237902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789263540","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9273105,0.0049830633,0.011247458,0.000060873448,0.0004177433,0.00007857793,0.000029920722,0.0006676454,0.055204164],"genre_scores_gemma":[0.9930362,0.0013755694,0.0052731563,0.000021327516,0.00020166277,0.00000915811,0.000010159796,0.000035986337,0.00003675707],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998747,0.000024881823,0.00033994354,0.00027879246,0.0002617068,0.00034770826],"domain_scores_gemma":[0.9993397,0.000029971401,0.00008807734,0.00034078406,0.00012081405,0.00008067201],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010979151,0.00025791186,0.00032758756,0.000073189214,0.00004700404,0.000015015297,0.00021493019,0.00027552416,0.000036110545],"category_scores_gemma":[0.00003987611,0.00026962176,0.00009539223,0.00023876164,0.00012544167,0.00016745231,0.000052035015,0.00014363493,0.000011650594],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000156408,0.00005688821,0.000028829108,0.00046176324,0.00013780901,0.0000062538397,0.00054767873,0.007953321,0.8826642,0.0025539643,0.00019280666,0.1052401],"study_design_scores_gemma":[0.00046113558,0.00017143915,0.0005597853,0.00029351152,0.000038011614,0.000010693212,0.00009746333,0.027196232,0.96867317,0.0017619254,0.0002977153,0.00043890698],"about_ca_topic_score_codex":0.000049621947,"about_ca_topic_score_gemma":0.0001153461,"teacher_disagreement_score":0.10480119,"about_ca_system_score_codex":0.00018469218,"about_ca_system_score_gemma":0.000026957941,"threshold_uncertainty_score":0.9999756},"labels":[],"label_agreement":null},{"id":"W2790758123","doi":"10.1002/gch2.201700071","title":"Chiral MoS<sub>2</sub> Quantum Dots: Dual‐Mode Detection Approaches for Avian Influenza Viruses","year":2018,"lang":"en","type":"article","venue":"Global Challenges","topic":"Advanced biosensing and bioanalysis techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; University of Guelph","keywords":"Quantum dot; Materials science; Conjugated system; Chirality (physics); Molybdenum disulfide; Fluorescence; Nanoparticle; Nanotechnology; Polymer; Optics","score_opus":0.05439270040365426,"score_gpt":0.3132868034113849,"score_spread":0.25889410300773064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790758123","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98703516,0.002795229,0.008251924,0.00023883513,0.00018783483,0.00030792208,0.0001544116,0.00017267701,0.00085598923],"genre_scores_gemma":[0.99626005,0.000924968,0.0014905471,0.0003169997,0.00089041074,0.000040004947,0.00004124044,0.000024915455,0.000010890655],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985645,0.00005482756,0.00025175614,0.0005979909,0.0001459126,0.0003850033],"domain_scores_gemma":[0.99919677,0.00000882043,0.00013566391,0.00041030077,0.00015514741,0.00009327969],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016925822,0.0002773503,0.0002305992,0.00004226594,0.00019407214,0.00003193548,0.00015558639,0.00031581672,3.9766533e-7],"category_scores_gemma":[0.00009282653,0.0002463138,0.00018414925,0.00011302117,0.00022612141,0.000011069195,0.0001027423,0.00007477195,0.000007117323],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040552305,0.00013129617,0.00012036143,0.000047092803,0.00018141358,0.0000016978533,0.000059718273,0.000010093253,0.84030426,0.0009606041,0.00022877715,0.15754917],"study_design_scores_gemma":[0.000361427,0.0008496113,0.0005384879,0.00002168502,0.0000611252,0.000022459319,0.00022229074,0.0002788282,0.9801642,0.003519573,0.013607144,0.00035317248],"about_ca_topic_score_codex":0.000010310022,"about_ca_topic_score_gemma":0.00055992696,"teacher_disagreement_score":0.157196,"about_ca_system_score_codex":0.000043243723,"about_ca_system_score_gemma":0.00003001273,"threshold_uncertainty_score":0.9999989},"labels":[],"label_agreement":null},{"id":"W2797532595","doi":"10.1002/gch2.201700132","title":"Large‐Scale Transdisciplinary Collaboration for Adaptation Research: Challenges and Insights","year":2018,"lang":"en","type":"article","venue":"Global Challenges","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":92,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University; McGill University; International Development Research Centre","funders":"International Development Research Centre; Department for International Development; Department for International Development, UK Government; Government of the United Kingdom","keywords":"General partnership; Adaptation (eye); Scale (ratio); Interpersonal communication; Knowledge management; Public relations; Sociology; Political science; Psychology; Computer science; Social science; Geography","score_opus":0.1251881526115579,"score_gpt":0.35459187556531235,"score_spread":0.22940372295375444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2797532595","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95398813,0.017212767,0.000037400543,0.008965212,0.00013527733,0.0005146903,0.000054647244,0.000047730737,0.019044116],"genre_scores_gemma":[0.98270184,0.0164133,0.00044309974,0.00004935835,0.00015927099,0.00012796915,0.000008660325,0.000009551723,0.00008697723],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9985058,0.00012230636,0.00014206007,0.00048081952,0.00035588216,0.00039317243],"domain_scores_gemma":[0.999431,0.00009576255,0.000046848396,0.00022164565,0.00010310783,0.000101649035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006013256,0.00012631483,0.00013180176,0.000019842657,0.000376886,0.00002683779,0.00015248005,0.00012512949,0.00007681578],"category_scores_gemma":[0.00008340117,0.000118047305,0.000027858594,0.00017736814,0.00041461937,0.00035139706,0.00013550548,0.00007014952,0.000056414705],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019045007,0.00016579013,0.000017821036,0.00011769172,0.0000072898347,0.000002350809,0.98289037,0.000012490929,0.00007625325,0.0060543222,0.0006078248,0.009857369],"study_design_scores_gemma":[0.00047412573,0.000636734,0.008619002,0.000023383269,0.0000072743214,0.0000029086293,0.8680722,0.00066090917,0.00011313882,0.07936782,0.041876525,0.00014596418],"about_ca_topic_score_codex":0.000005949079,"about_ca_topic_score_gemma":0.017675672,"teacher_disagreement_score":0.11481813,"about_ca_system_score_codex":0.00027490844,"about_ca_system_score_gemma":0.000020138326,"threshold_uncertainty_score":0.9863439},"labels":[],"label_agreement":null},{"id":"W2809373312","doi":"10.1002/gch2.201800004","title":"A Typology of Scientific Advisory Committees","year":2018,"lang":"en","type":"review","venue":"Global Challenges","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Global Health Research; York University; University of Ottawa","funders":"Canadian Institutes of Health Research; Norges Forskningsråd; Government of Ontario","keywords":"Typology; Advisory committee; Political science; Engineering ethics; Library science; Engineering; Public administration; Sociology; Computer science","score_opus":0.8541696912354003,"score_gpt":0.6475795331653768,"score_spread":0.20659015807002357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2809373312","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000392982,0.9456234,0.000018791223,0.00017989258,0.002342678,0.00037838618,0.00040539278,0.00002885155,0.050983336],"genre_scores_gemma":[0.00037237306,0.9978484,0.00024588592,0.00001028096,0.0002343782,0.0000216513,0.000016646538,0.000016648402,0.0012337455],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9870044,0.0009875288,0.0016143563,0.0015978526,0.007926379,0.0008695023],"domain_scores_gemma":[0.98858076,0.0040170657,0.00108142,0.0022863345,0.003611019,0.00042338762],"candidate_categories":["metaresearch","metaepi_narrow","bibliometrics","open_science","insufficient_payload"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.022318592,0.0004177424,0.0023100644,0.033509873,0.0002497994,0.0009974415,0.006829728,0.00064056535,0.0006289061],"category_scores_gemma":[0.020929042,0.00026507676,0.00089840917,0.12045103,0.0016659296,0.00022544804,0.0022615655,0.00036681653,0.0027892287],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029332225,0.00010546093,0.000035225894,0.0010046931,0.00005344766,0.000008186532,0.00002551065,3.17668e-8,3.3254818e-8,0.006674518,0.032539375,0.95955056],"study_design_scores_gemma":[0.000090573354,0.0001997254,0.00015111023,0.0006370149,0.000056793375,0.000029490517,0.00018673754,0.0000039168167,4.2441133e-7,0.0093470095,0.9890563,0.00024088589],"about_ca_topic_score_codex":0.0000227597,"about_ca_topic_score_gemma":0.00008006786,"teacher_disagreement_score":0.9593097,"about_ca_system_score_codex":0.00020402299,"about_ca_system_score_gemma":0.00092314434,"threshold_uncertainty_score":0.99998015},"labels":[],"label_agreement":null},{"id":"W2885874885","doi":"10.1002/gch2.201700074","title":"Scientific Advisory Committees at the World Health Organization: A Qualitative Study of How Their Design Affects Quality, Relevance, and Legitimacy","year":2018,"lang":"en","type":"article","venue":"Global Challenges","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact; Centre for Global Health Research; McMaster University; York University","funders":"Ontario Ministry of Research, Innovation and Science; Canadian Institutes of Health Research; Norges Forskningsråd; Government of Ontario","keywords":"Safeguarding; Legitimacy; Relevance (law); Public relations; Autonomy; Politics; Quality (philosophy); Political science; Independence (probability theory); Process (computing); Business; Medicine; Law; Nursing; Computer science","score_opus":0.14521952861388568,"score_gpt":0.39009716715004844,"score_spread":0.24487763853616276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2885874885","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.656617,0.006501474,0.00027844557,0.32294154,0.0009712741,0.0015805346,0.00003515877,0.0001735831,0.010901024],"genre_scores_gemma":[0.9923521,0.00025600317,0.0000807477,0.0064531136,0.0005669212,0.000022528522,0.000013240512,0.000015057977,0.00024024319],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.997613,0.0007327119,0.00038375775,0.0004490734,0.00029163496,0.0005298279],"domain_scores_gemma":[0.99761456,0.00080806145,0.0005574817,0.00044964283,0.00052307034,0.000047186422],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0041553783,0.00022425258,0.00047901846,0.00011072336,0.0009294092,0.00018978189,0.00036440825,0.00005461453,0.000037874288],"category_scores_gemma":[0.0011693583,0.00015112037,0.000035728208,0.0010428022,0.0006962419,0.00045033585,0.00055822916,0.000105906875,0.000038755465],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010500729,0.00047911739,0.0040937313,0.00077118864,0.00011881945,0.0000014905589,0.024006361,0.000046604557,0.000008882111,0.2202931,0.7415768,0.008498883],"study_design_scores_gemma":[0.0015454115,0.0005145568,0.0542391,0.00013527581,0.000034335557,0.000005445985,0.2106423,0.00027302434,0.000006452082,0.013838547,0.71834344,0.0004221447],"about_ca_topic_score_codex":0.002147635,"about_ca_topic_score_gemma":0.017262567,"teacher_disagreement_score":0.33573517,"about_ca_system_score_codex":0.000103518105,"about_ca_system_score_gemma":0.00007246562,"threshold_uncertainty_score":0.9632917},"labels":[],"label_agreement":null},{"id":"W2886173337","doi":"10.1002/gch2.201800055","title":"What Can Be Learned from Experience with Scientific Advisory Committees in the Field of International Environmental Politics?","year":2018,"lang":"en","type":"review","venue":"Global Challenges","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Global Affairs Canada; York University; University of Ottawa","funders":"Canadian Institutes of Health Research; Norges Forskningsråd; Government of Ontario","keywords":"Whaling; Politics; Advisory committee; Political science; Function (biology); Set (abstract data type); International regime; Environmental politics; Climate change; Variable (mathematics); Field (mathematics); Environmental ethics; Public administration; Law; Ecology; Biology","score_opus":0.23289404270750305,"score_gpt":0.33962440160788204,"score_spread":0.10673035890037899,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2886173337","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008058917,0.9816154,0.0000013997244,0.0022098867,0.001001039,0.00021679881,0.0025393306,0.000007588494,0.004349636],"genre_scores_gemma":[0.0122922,0.9866782,0.000028094071,0.0003351548,0.0002670054,0.0000567107,0.00025233085,0.000015682446,0.00007464896],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984417,0.000036893314,0.000618899,0.00054245273,0.00006497219,0.00029507332],"domain_scores_gemma":[0.99869585,0.00020001917,0.00048765537,0.0005587656,0.000007410798,0.00005029144],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030512208,0.00025567453,0.00077758456,0.00013368233,0.00007919657,0.00018224005,0.0008887331,0.0001951148,0.00032083289],"category_scores_gemma":[0.000047245885,0.000216855,0.00017105718,0.0000912558,0.00031981437,0.00023433918,0.00018362001,0.0001752956,0.000095784],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000101009944,0.0016280601,0.010158326,0.006081758,0.0012461462,0.00006215263,0.105958894,0.000006893668,1.6497593e-7,0.29232988,0.0058740885,0.5765526],"study_design_scores_gemma":[0.0001713169,0.00006868671,0.00034717892,0.00093491445,0.0000194222,0.0000073533192,0.007483799,0.000008619313,6.67978e-7,0.0047343667,0.9859659,0.00025776325],"about_ca_topic_score_codex":0.0005690896,"about_ca_topic_score_gemma":0.0017592169,"teacher_disagreement_score":0.9800918,"about_ca_system_score_codex":0.00024091706,"about_ca_system_score_gemma":0.000027220149,"threshold_uncertainty_score":0.88430905},"labels":[],"label_agreement":null},{"id":"W2887498976","doi":"10.1002/gch2.201800019","title":"An Overview of Systematic Reviews to Inform the Institutional Design of Scientific Advisory Committees","year":2018,"lang":"en","type":"review","venue":"Global Challenges","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Global Health Research; York University; University of Toronto; University of Ottawa","funders":"Ontario Ministry of Research, Innovation and Science; Canadian Institutes of Health Research; Norges Forskningsråd; Government of Ontario","keywords":"Helpfulness; Systematic review; Relevance (law); Inclusion (mineral); Management science; Legitimacy; Diversity (politics); Quality (philosophy); Scientific literature; Grey literature; Engineering ethics; Psychology; Political science; Engineering; MEDLINE; Sociology; Biology; Social science","score_opus":0.7236830857101195,"score_gpt":0.5626770356732227,"score_spread":0.16100605003689683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2887498976","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000010480702,0.9846794,0.00016565454,0.00027827357,0.00038183923,0.0064907433,0.00009523121,0.00005039889,0.007857388],"genre_scores_gemma":[0.00008556459,0.9978828,0.0010307159,0.000019567262,0.00014063784,0.0007317473,0.000009335653,0.000012059567,0.00008757361],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99272066,0.0033575713,0.0014296314,0.00041380245,0.00164808,0.00043022932],"domain_scores_gemma":[0.9960651,0.0008131015,0.0009334165,0.0013375358,0.00066726387,0.00018358226],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.016931674,0.00031502472,0.0020550988,0.00021088762,0.0005559292,0.000114297894,0.003153931,0.00032626,0.00006146193],"category_scores_gemma":[0.002994838,0.00019258105,0.0004475085,0.0015573611,0.0017981471,0.0002277974,0.0003213617,0.00022172547,0.00019397133],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038521575,0.000112839414,4.2847918e-7,0.39189014,0.00008110807,0.0000021336962,0.0016872308,0.0000012969202,8.662403e-8,0.12703007,0.004269014,0.4749218],"study_design_scores_gemma":[0.00002228616,0.00010974118,0.000002065716,0.11084075,0.00014852261,0.0000052894093,0.00070503115,0.0000015702918,2.8173045e-7,0.0012066553,0.88679355,0.00016425022],"about_ca_topic_score_codex":0.00016994886,"about_ca_topic_score_gemma":0.00068302744,"teacher_disagreement_score":0.88252455,"about_ca_system_score_codex":0.0004057733,"about_ca_system_score_gemma":0.0015059623,"threshold_uncertainty_score":0.7853227},"labels":[],"label_agreement":null},{"id":"W2889928422","doi":"10.1002/gch2.201800018","title":"Supporting Scientific Advice through a Boundary Organization","year":2018,"lang":"en","type":"review","venue":"Global Challenges","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Stakeholder engagement; Stakeholder; Public relations; Discipline; Natural resource management; Political science; Function (biology); Politics; Resource (disambiguation); Natural resource; Structuring; Knowledge management; Sociology; Computer science; Law","score_opus":0.5819143482867335,"score_gpt":0.5395737754777451,"score_spread":0.0423405728089884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2889928422","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000004010441,0.86811197,0.000009764415,0.00089674135,0.0011828839,0.00040986863,0.000084393934,0.000343205,0.12895718],"genre_scores_gemma":[0.00002012439,0.9970519,0.00021083957,0.000064921216,0.0009318142,0.000026647973,0.0006410638,0.00002876219,0.0010239291],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974088,0.0006405182,0.00047984938,0.00052281667,0.000480113,0.00046790496],"domain_scores_gemma":[0.99819875,0.00009922993,0.00048017903,0.00065932196,0.00044582962,0.000116676965],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012864933,0.00026454625,0.00059033564,0.00006376256,0.0017431462,0.00048455608,0.0008623963,0.0004505569,0.0015787312],"category_scores_gemma":[0.00052036345,0.00025594461,0.00018470343,0.0010331857,0.00066923443,0.00033743298,0.00026531809,0.0001874035,0.001901238],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.470089e-7,0.000045432833,0.0000032771745,0.0023710488,0.000023887633,0.0000013122616,0.015948543,8.56306e-9,1.5050258e-8,0.008592137,0.009065593,0.9639481],"study_design_scores_gemma":[0.000039903167,0.000012648557,0.00000502694,0.002104913,0.000116872856,0.0000059590157,0.006489403,3.314742e-7,1.4325477e-8,0.0010405921,0.98993117,0.00025316604],"about_ca_topic_score_codex":0.00026774168,"about_ca_topic_score_gemma":0.006601558,"teacher_disagreement_score":0.9808656,"about_ca_system_score_codex":0.0006397271,"about_ca_system_score_gemma":0.0007326229,"threshold_uncertainty_score":0.9999893},"labels":[],"label_agreement":null},{"id":"W2893488420","doi":"10.1002/gch2.201800020","title":"Towards a Systematic Understanding of How to Institutionally Design Scientific Advisory Committees: A Conceptual Framework and Introduction to a Special Journal Issue","year":2018,"lang":"en","type":"review","venue":"Global Challenges","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Global Affairs Canada; Centre for Global Health Research; York University; University of Ottawa","funders":"Ontario Ministry of Research, Innovation and Science; Canadian Institutes of Health Research; Norges Forskningsråd; Government of Ontario","keywords":"Relevance (law); Legitimacy; Engineering ethics; Management science; Quality (philosophy); Conceptual framework; Political science; Order (exchange); Public relations; Sociology; Business; Politics; Engineering; Epistemology; Social science","score_opus":0.3972221084473531,"score_gpt":0.46653389417017044,"score_spread":0.06931178572281732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2893488420","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000035785486,0.9467996,0.03427174,0.009240713,0.002977445,0.0031861963,0.00005978143,0.000076503275,0.0033844549],"genre_scores_gemma":[0.000362233,0.9774051,0.010884474,0.000027787992,0.010917912,0.0001653257,0.000003250775,0.000023519124,0.00021039897],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9942782,0.001920167,0.00070359226,0.00068546855,0.0017955592,0.00061702664],"domain_scores_gemma":[0.99737597,0.00053999183,0.0004659231,0.0004605888,0.0006637315,0.00049378665],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0075277532,0.0003583875,0.0014529801,0.0005309896,0.0009359274,0.0006878189,0.0011181795,0.00054163014,0.00008731321],"category_scores_gemma":[0.006545634,0.00031264857,0.0002300059,0.0013226301,0.0019340243,0.0002582261,0.00034951098,0.0005284301,0.00007594869],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058908783,0.00014109614,5.8002547e-7,0.05819659,0.00037244384,0.000040980896,0.028119903,0.0000042676866,2.9512498e-7,0.6101255,0.13716249,0.16577697],"study_design_scores_gemma":[0.000062207684,0.00030576834,5.2750414e-7,0.045679174,0.0001642082,0.00006291863,0.028967239,5.8484545e-7,2.8360074e-7,0.014432893,0.9100224,0.00030179945],"about_ca_topic_score_codex":0.000031222975,"about_ca_topic_score_gemma":0.00026427145,"teacher_disagreement_score":0.77285993,"about_ca_system_score_codex":0.0023864936,"about_ca_system_score_gemma":0.0024071168,"threshold_uncertainty_score":0.9999326},"labels":[],"label_agreement":null},{"id":"W2894073351","doi":"10.1002/gch2.201870194","title":"Human‐Centered Design: Developing Evidence to Decision Frameworks and an Interactive Evidence to Decision Tool for Making and Using Decisions and Recommendations in Health Care (Global Challenges 9/2018)","year":2018,"lang":"en","type":"article","venue":"Global Challenges","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Stakeholder; Health care; Context (archaeology); Knowledge management; Intervention (counseling); Management science; Psychology; Process management; Computer science; Business; Medicine; Nursing; Public relations; Political science; Engineering","score_opus":0.7934483457858991,"score_gpt":0.7047736048853479,"score_spread":0.08867474090055116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2894073351","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5757505,0.010564948,0.3377113,0.07006229,0.0009099631,0.0046765064,0.00018077555,0.00009712395,0.000046557645],"genre_scores_gemma":[0.67571217,0.0067359065,0.30781156,0.009236386,0.00022749398,0.0002522255,0.0000021052476,0.000020665437,0.000001493982],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99418294,0.0013602333,0.0014193921,0.0013234336,0.0005380849,0.001175924],"domain_scores_gemma":[0.98925996,0.008250565,0.00045479595,0.00056233525,0.00074392423,0.00072841614],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0043575717,0.0003837634,0.00060155283,0.00033507924,0.00200966,0.00012929575,0.0004440687,0.0003544224,0.000021248647],"category_scores_gemma":[0.012440255,0.0003776916,0.000032291162,0.00064673263,0.00013108124,0.0012896371,0.0009072896,0.000437434,0.000015796264],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007974827,0.00003985366,0.006860983,0.00051428133,0.000015627855,0.0000035626229,0.079879574,0.000035058743,0.00003401521,0.0045858347,0.0014198506,0.9058139],"study_design_scores_gemma":[0.0037920475,0.0052719535,0.64931715,0.09006284,0.000052384625,0.00007548137,0.18545036,0.0021884835,0.00002312323,0.03553611,0.026450966,0.0017791326],"about_ca_topic_score_codex":0.00042241364,"about_ca_topic_score_gemma":0.019046497,"teacher_disagreement_score":0.90403473,"about_ca_system_score_codex":0.0021097467,"about_ca_system_score_gemma":0.00084803085,"threshold_uncertainty_score":0.9998675},"labels":[],"label_agreement":null},{"id":"W2898127216","doi":"10.1002/gch2.201800023","title":"Ionic Liquids as Environmentally Benign Electrolytes for High‐Performance Supercapacitors","year":2018,"lang":"en","type":"review","venue":"Global Challenges","topic":"Supercapacitor Materials and Fabrication","field":"Materials Science","cited_by":73,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Supercapacitor; Electrolyte; Ionic liquid; Capacitor; Materials science; Electrochemistry; Energy storage; Thermal stability; Ionic conductivity; Power density; Nanotechnology; Voltage; Electrical engineering; Chemical engineering; Power (physics); Chemistry; Electrode; Engineering","score_opus":0.04392782560452383,"score_gpt":0.29003817345116883,"score_spread":0.246110347846645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898127216","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033996876,0.96060014,0.000019290173,0.000075731055,0.002462878,0.0011881365,0.0005063038,0.00019801299,0.00095262576],"genre_scores_gemma":[0.0136875585,0.98190725,0.0005968834,0.000042034335,0.0025905885,0.00077543996,0.00022979357,0.00008393184,0.00008651053],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965513,0.00021315357,0.0008269068,0.0011026004,0.00046888943,0.0008371553],"domain_scores_gemma":[0.99850094,0.00013054638,0.0003065847,0.00081130344,0.00007840432,0.00017222065],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00066886266,0.00075825147,0.0015099469,0.00008195561,0.0002939564,0.00016041378,0.0009238972,0.0006568357,0.000595302],"category_scores_gemma":[0.00007339087,0.00062504807,0.00034746266,0.0001306319,0.0002823307,0.00035363575,0.00015638728,0.00013802316,0.0022027285],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022170888,0.00045897046,0.000003369637,0.025678301,0.0003324337,0.0000075118046,0.00038655044,0.0000018052413,0.0071406425,0.019897994,0.002759151,0.94311154],"study_design_scores_gemma":[0.00031784453,0.0014138883,0.000021040043,0.0024377417,0.00048461574,0.00009199843,0.000085582134,0.0000025639702,0.003601641,0.00093254447,0.9896394,0.00097111583],"about_ca_topic_score_codex":0.00003662905,"about_ca_topic_score_gemma":0.000010234007,"teacher_disagreement_score":0.9868803,"about_ca_system_score_codex":0.0006263022,"about_ca_system_score_gemma":0.00020664319,"threshold_uncertainty_score":0.9996201},"labels":[],"label_agreement":null},{"id":"W2903022799","doi":"10.1002/gch2.201800049","title":"3D Macroporous Zinc Compound/Silicone Hybrid Foams for Amperometric Sensing of Glucose Oxidase","year":2018,"lang":"en","type":"article","venue":"Global Challenges","topic":"Electrochemical sensors and biosensors","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Chongqing Research Program of Basic Research and Frontier Technology; University of Texas at San Antonio; Louisiana State University","keywords":"Zinc; Amperometry; Glucose oxidase; X-ray photoelectron spectroscopy; Fourier transform infrared spectroscopy; Raman spectroscopy; Silicone; Materials science; Polymer; Infrared spectroscopy; Electrode; Chemical engineering; Chemistry; Biosensor; Organic chemistry; Nanotechnology; Electrochemistry; Physical chemistry; Composite material; Metallurgy; Optics","score_opus":0.017269094739801177,"score_gpt":0.2369878709472169,"score_spread":0.21971877620741573,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903022799","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98468477,0.010571902,0.00067749433,0.00017343431,0.00026113942,0.00022147897,0.00009156912,0.00025802568,0.0030601937],"genre_scores_gemma":[0.9941351,0.0014722456,0.003905109,0.00003910648,0.00038460543,0.0000026678836,0.000016529995,0.000030351395,0.000014320451],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986868,0.000018640676,0.00030705062,0.00028459882,0.0001981088,0.0005048317],"domain_scores_gemma":[0.9993108,0.00009206776,0.000059222126,0.00026800457,0.00013793648,0.00013200242],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011366098,0.00024517818,0.0003742519,0.00007099184,0.000064268104,0.000018512734,0.0001563896,0.000114877956,0.000015763262],"category_scores_gemma":[0.00006760771,0.00023119914,0.000119939046,0.000289855,0.00013785862,0.000053683103,0.00004121205,0.00009621029,0.000025976964],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027546517,0.00027309282,0.00007337474,0.00089188927,0.0004027067,0.00006366057,0.00026776112,0.0001000059,0.7001273,0.00198101,0.003482649,0.29206106],"study_design_scores_gemma":[0.0011949122,0.00068095943,0.00057009584,0.00009243652,0.0000727233,0.0001866914,0.00014398454,0.008339646,0.9724237,0.0017662713,0.013912949,0.0006156625],"about_ca_topic_score_codex":0.000037934817,"about_ca_topic_score_gemma":0.00009192946,"teacher_disagreement_score":0.2914454,"about_ca_system_score_codex":0.00013009283,"about_ca_system_score_gemma":0.000009484357,"threshold_uncertainty_score":0.9428028},"labels":[],"label_agreement":null},{"id":"W2985287323","doi":"10.1002/gch2.201900065","title":"Modeling and Forecasting of Energy Demands for Household Applications","year":2019,"lang":"en","type":"article","venue":"Global Challenges","topic":"Energy Load and Power Forecasting","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Autoregressive integrated moving average; Autoregressive model; Energy (signal processing); Energy consumption; Artificial neural network; Spline interpolation; Solar energy; Interpolation (computer graphics); Environmental science; Moving average; Econometrics; Computer science; Meteorology; Time series; Statistics; Engineering; Mathematics; Geography; Telecommunications; Artificial intelligence; Electrical engineering","score_opus":0.039778002906287455,"score_gpt":0.2201153764851382,"score_spread":0.18033737357885077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2985287323","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74797016,0.04345803,0.15689075,0.00007114629,0.00033525276,0.0003053626,0.00012963456,0.0004040085,0.050435636],"genre_scores_gemma":[0.9961189,0.0013095611,0.0023903458,0.000007927496,0.00008860372,0.000044125052,0.0000082043525,0.000017802551,0.000014549261],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99945796,0.0000038962526,0.00016780633,0.00013572816,0.00006352807,0.00017110707],"domain_scores_gemma":[0.99974686,0.0000416905,0.000022901831,0.00012023791,0.000026308946,0.00004200875],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007146915,0.00010198117,0.00015582338,0.000025458809,0.000027852153,0.0000077144105,0.00007285291,0.000067280365,0.0000012427967],"category_scores_gemma":[0.0000053350755,0.0001040706,0.00004033329,0.000052356307,0.000009915059,0.000059063463,0.000024449184,0.000031082254,4.5814332e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010138609,0.000012689238,0.00040814924,0.00056134106,0.000056750545,2.5826967e-7,0.000103514576,0.7988786,0.0003196477,0.10086113,0.000016311687,0.09877144],"study_design_scores_gemma":[0.00039379424,0.000049373717,0.00009571416,0.00009689554,0.000017287774,0.000009413373,0.0001788062,0.9884468,0.0004622132,0.0046581035,0.0053820354,0.00020958974],"about_ca_topic_score_codex":0.000011590629,"about_ca_topic_score_gemma":0.000050565915,"teacher_disagreement_score":0.24814871,"about_ca_system_score_codex":0.0000163425,"about_ca_system_score_gemma":0.000004997485,"threshold_uncertainty_score":0.42438757},"labels":[],"label_agreement":null},{"id":"W3191610732","doi":"10.1002/gch2.202100052","title":"Navigating Performance Standards for Face Mask Materials: A Custom‐Built Apparatus for Measuring Particle Filtration Efficiency","year":2021,"lang":"en","type":"article","venue":"Global Challenges","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; Impact; McMaster University","funders":"McMaster University; Hamilton Health Sciences","keywords":"Face masks; Context (archaeology); Filtration (mathematics); Process engineering; Flexibility (engineering); Computer science; Coronavirus disease 2019 (COVID-19); Engineering; Medicine","score_opus":0.059762509156782224,"score_gpt":0.34314934286810894,"score_spread":0.2833868337113267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3191610732","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.945896,0.0026625637,0.047625013,0.001367736,0.00052927947,0.00071788166,0.00015913059,0.00010497693,0.000937393],"genre_scores_gemma":[0.9982103,0.00025760583,0.00081261154,0.00006330434,0.00035415907,0.00017890672,0.00005567846,0.000010992395,0.000056455305],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989506,0.00002966148,0.00024804738,0.00025239788,0.0002496213,0.00026967947],"domain_scores_gemma":[0.9991925,0.000042424672,0.00008678654,0.00014392815,0.00047199056,0.00006237936],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005029316,0.000117654046,0.00021254472,0.00000722548,0.00018452067,0.000043228465,0.0000343397,0.00008168354,0.000025686672],"category_scores_gemma":[0.00026465126,0.00011098996,0.00008098046,0.00008619848,0.000017792972,0.0001335392,0.000014757972,0.000059344882,0.000005899053],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0053077904,0.0012430864,0.007830354,0.007373066,0.00047073138,0.000018500605,0.0054886723,0.0050285296,0.20534584,0.017219074,0.0008853127,0.743789],"study_design_scores_gemma":[0.01261431,0.0022188067,0.035998978,0.0014710835,0.00045781728,0.00017233628,0.004171955,0.0886505,0.8249878,0.00079077575,0.027712667,0.0007529699],"about_ca_topic_score_codex":0.0000050098142,"about_ca_topic_score_gemma":0.000023830678,"teacher_disagreement_score":0.7430361,"about_ca_system_score_codex":0.00015890496,"about_ca_system_score_gemma":0.00014043033,"threshold_uncertainty_score":0.45260394},"labels":[],"label_agreement":null},{"id":"W4200293842","doi":"10.1002/gch2.202170102","title":"Masthead: (Global Challenges 10/2021)","year":2021,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.034636638856872286,"score_gpt":0.24847854578397122,"score_spread":0.21384190692709892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200293842","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00024756466,0.47164997,0.00003787434,0.0019445047,0.004649042,0.00016602632,0.0008726673,0.000737847,0.5196945],"genre_scores_gemma":[0.0351778,0.94374865,0.000498776,0.000061774204,0.0027687962,0.00021249882,0.00038099388,0.00016375481,0.016986957],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966448,0.00006770948,0.00054468954,0.0009992111,0.0005709657,0.0011726439],"domain_scores_gemma":[0.9981501,0.000075757336,0.00011172835,0.0013070027,0.00015482014,0.0002005756],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00013209786,0.0010742396,0.0012238155,0.00009506579,0.00011184406,0.00012710327,0.0010005698,0.0017140873,0.0058583273],"category_scores_gemma":[0.000062570594,0.0011141511,0.00041725853,0.00031144347,0.0001804861,0.00013353047,0.0005026955,0.00065491494,0.010690306],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019407164,0.00008877006,0.0000046167056,0.0020110612,0.00083371537,0.00024160693,0.00018166393,0.0011641541,0.0000027837204,0.019519052,0.73871875,0.23721439],"study_design_scores_gemma":[0.0002821483,0.00011823663,0.00019552911,0.00064697926,0.0000727438,0.00010238938,0.003706857,0.000071172195,0.00004351056,0.0016901263,0.99196285,0.00110743],"about_ca_topic_score_codex":0.00003648183,"about_ca_topic_score_gemma":0.0004858796,"teacher_disagreement_score":0.50270754,"about_ca_system_score_codex":0.0007689149,"about_ca_system_score_gemma":0.00012709088,"threshold_uncertainty_score":0.9995819},"labels":[],"label_agreement":null},{"id":"W4200356735","doi":"10.1002/gch2.202170122","title":"Masthead: (Global Challenges 12/2021)","year":2021,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.0359964215153508,"score_gpt":0.24569394556219049,"score_spread":0.2096975240468397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200356735","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003214368,0.47164017,0.000047482394,0.002087998,0.005901302,0.0001846917,0.00085343595,0.0007582062,0.5182053],"genre_scores_gemma":[0.047354132,0.9421738,0.000521495,0.000070410344,0.0025986363,0.00019415117,0.0002961961,0.00015067848,0.006640504],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99660355,0.00006824425,0.0005505952,0.0010046044,0.00057803094,0.0011949491],"domain_scores_gemma":[0.99818826,0.00007496545,0.00011216512,0.0013086695,0.000112110574,0.00020383355],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00013244936,0.001083099,0.001240981,0.00009502836,0.000114103736,0.00012671607,0.0010018054,0.0017293991,0.0022881506],"category_scores_gemma":[0.00005350904,0.0011228094,0.00042181052,0.00024817174,0.00018252354,0.00013592718,0.00050415104,0.0007408736,0.005393],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021490938,0.000115800794,0.00001378303,0.0027219232,0.0011575106,0.00034483874,0.0003036428,0.0013523308,0.00000468109,0.03200062,0.63164663,0.33031675],"study_design_scores_gemma":[0.00029851703,0.000116299205,0.00036963,0.000719458,0.00007988845,0.00012398974,0.004409933,0.00005978097,0.0000461083,0.0021762475,0.9904275,0.0011726468],"about_ca_topic_score_codex":0.000048926428,"about_ca_topic_score_gemma":0.00091228884,"teacher_disagreement_score":0.51156473,"about_ca_system_score_codex":0.0007728844,"about_ca_system_score_gemma":0.00012344855,"threshold_uncertainty_score":0.99956656},"labels":[],"label_agreement":null},{"id":"W4205803263","doi":"10.1002/gch2.202070082","title":"Masthead: (Global Challenges 8/2020)","year":2020,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.07989605058505073,"score_gpt":0.3364044393843713,"score_spread":0.2565083887993206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205803263","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012438343,0.15310293,0.0000075720923,0.11999727,0.005360865,0.00039559972,0.0006107792,0.00027729862,0.7201233],"genre_scores_gemma":[0.0459268,0.8513328,0.00065413787,0.0016034563,0.010381083,0.00023734866,0.00038657503,0.00012686357,0.089350976],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9939705,0.00063690165,0.00078046037,0.0017645172,0.0013444826,0.0015031066],"domain_scores_gemma":[0.99753815,0.00019703431,0.00054033945,0.00063056254,0.00020098255,0.0008929108],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000714349,0.0009838433,0.0013356489,0.00006088669,0.0006740277,0.00022336768,0.002029039,0.0015755814,0.0047528353],"category_scores_gemma":[0.00020552805,0.0010708018,0.0005602087,0.00040282359,0.00079068646,0.00031475778,0.00053153525,0.00065151264,0.036594216],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051014522,0.00011657474,0.00004106513,0.0002545094,0.00048660277,0.000096556614,0.0073730503,0.000010800767,1.0607315e-7,0.16053788,0.721729,0.10930284],"study_design_scores_gemma":[0.00035635795,0.00008500069,0.0014184859,0.00021066394,0.000063018866,0.000014443932,0.014533384,0.0000013310463,2.7940547e-7,0.0068168207,0.9754689,0.0010313519],"about_ca_topic_score_codex":0.00083388464,"about_ca_topic_score_gemma":0.0049503488,"teacher_disagreement_score":0.6982298,"about_ca_system_score_codex":0.003029753,"about_ca_system_score_gemma":0.0018571317,"threshold_uncertainty_score":0.9997206},"labels":[],"label_agreement":null},{"id":"W4207073927","doi":"10.1002/gch2.202070072","title":"Masthead: (Global Challenges 7/2020)","year":2020,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.07989605058505073,"score_gpt":0.3364044393843713,"score_spread":0.2565083887993206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4207073927","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012195613,0.15429938,0.000007743103,0.119443916,0.0053560515,0.00039557056,0.0006019374,0.00027800014,0.7194955],"genre_scores_gemma":[0.045934003,0.8510005,0.0006673761,0.0015898022,0.010422073,0.0002374102,0.00038098023,0.0001268988,0.08964097],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99396735,0.00063716713,0.0007808956,0.0017656338,0.001344866,0.0015041112],"domain_scores_gemma":[0.99753726,0.00019713963,0.000540602,0.00063104235,0.0002005998,0.00089333474],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007153015,0.0009841983,0.0013364777,0.000060927065,0.0006742976,0.00022319687,0.0020311745,0.0015868632,0.0046355776],"category_scores_gemma":[0.00020564586,0.0010710995,0.000560428,0.00040315228,0.00079029554,0.00031489626,0.0005319797,0.000652089,0.036406923],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050812585,0.0001160747,0.0000411077,0.00025382568,0.00048688616,0.0000962837,0.007197326,0.000010897777,1.03663524e-7,0.1610097,0.7199241,0.110812895],"study_design_scores_gemma":[0.00035684012,0.000085086045,0.0014163945,0.00021087933,0.00006305992,0.000014455747,0.014048165,0.0000013643656,2.7868936e-7,0.006845077,0.9759263,0.0010321402],"about_ca_topic_score_codex":0.00082883175,"about_ca_topic_score_gemma":0.004867759,"teacher_disagreement_score":0.6967011,"about_ca_system_score_codex":0.0030077323,"about_ca_system_score_gemma":0.0018640565,"threshold_uncertainty_score":0.9997093},"labels":[],"label_agreement":null},{"id":"W4210262275","doi":"10.1002/gch2.202170112","title":"Masthead: (Global Challenges 11/2021)","year":2021,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; Library science; World Wide Web","score_opus":0.03295230704659694,"score_gpt":0.24725731534832757,"score_spread":0.21430500830173063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210262275","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00074680545,0.5101252,0.00005133657,0.002643238,0.0064735888,0.0001960969,0.0009886324,0.00084132975,0.47793376],"genre_scores_gemma":[0.06251905,0.9274032,0.00055571226,0.00007301859,0.0027397196,0.00020299747,0.00032436155,0.0001600331,0.0060218982],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99659634,0.00006833074,0.0005517817,0.0010082362,0.0005773218,0.0011979644],"domain_scores_gemma":[0.9981553,0.00007518977,0.00011255429,0.0013138162,0.00013904744,0.00020412546],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00013343706,0.00108473,0.0012422174,0.00009684791,0.00011418286,0.0001258145,0.0010113108,0.001713669,0.002163623],"category_scores_gemma":[0.0000552247,0.0011250823,0.00042133412,0.00031661915,0.00018278757,0.00013663562,0.00050663814,0.00064493885,0.0049884473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016367627,0.00012632468,0.000024759613,0.0029523857,0.000959393,0.000378636,0.00030516638,0.0014797362,0.000004526617,0.04587088,0.6982225,0.24965928],"study_design_scores_gemma":[0.0002906449,0.000091241876,0.00039213974,0.0007055855,0.000075875534,0.00012426365,0.0048263813,0.000059274098,0.00004896372,0.0018571983,0.99037415,0.001154296],"about_ca_topic_score_codex":0.00006789459,"about_ca_topic_score_gemma":0.001314262,"teacher_disagreement_score":0.47191188,"about_ca_system_score_codex":0.0007701468,"about_ca_system_score_gemma":0.00012440314,"threshold_uncertainty_score":0.9995823},"labels":[],"label_agreement":null},{"id":"W4210590170","doi":"10.1002/gch2.202270022","title":"Masthead: (Global Challenges 2/2022)","year":2022,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.032096499327009934,"score_gpt":0.24491658124042395,"score_spread":0.212820081913414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210590170","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0004226076,0.45744866,0.000018180015,0.0018332058,0.007006552,0.00024973077,0.0017694259,0.0014540033,0.5297976],"genre_scores_gemma":[0.04930245,0.9397662,0.00022012273,0.000103988095,0.0016536311,0.000541422,0.00034302237,0.00019016804,0.00787895],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966151,0.000077274475,0.0005131042,0.0009208507,0.0007202855,0.00115335],"domain_scores_gemma":[0.99837345,0.000070609625,0.0001223829,0.0012042369,0.000058322268,0.00017097384],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001787857,0.0009999315,0.0010441444,0.00012811685,0.00019579986,0.00007363206,0.001369518,0.0010646187,0.0068909004],"category_scores_gemma":[0.000034989032,0.0010660354,0.00037042118,0.00032824438,0.00016422632,0.00012430278,0.00076594856,0.0009632524,0.0050572967],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025257115,0.000083301704,0.0000062628565,0.0015084186,0.00063245423,0.00013501516,0.00022815954,0.0017548233,0.0000016870223,0.041456133,0.73375165,0.22041683],"study_design_scores_gemma":[0.00026485443,0.0001898416,0.0002372109,0.00015392885,0.000059082442,0.000105044084,0.004378175,0.000059625338,0.00001171874,0.0032134054,0.9902976,0.0010294889],"about_ca_topic_score_codex":0.000054623593,"about_ca_topic_score_gemma":0.00031782308,"teacher_disagreement_score":0.52191865,"about_ca_system_score_codex":0.0012556975,"about_ca_system_score_gemma":0.000089476795,"threshold_uncertainty_score":0.999179},"labels":[],"label_agreement":null},{"id":"W4210647560","doi":"10.1002/gch2.202170012","title":"Masthead: (Global Challenges 1/2021)","year":2021,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Environmental Engineering and Cultural Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.0292046257970211,"score_gpt":0.2439894132948215,"score_spread":0.2147847874978004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210647560","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00005355927,0.6003001,0.0016175748,0.0075640655,0.003796172,0.00015421116,0.00017814267,0.00017473032,0.38616148],"genre_scores_gemma":[0.024034342,0.9433623,0.004464789,0.00029707633,0.0019878345,0.00015504501,0.000115878145,0.000052456973,0.025530273],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99639726,0.00012197032,0.0004018188,0.0014505169,0.0007514415,0.00087696913],"domain_scores_gemma":[0.9983218,0.000044482927,0.0001642022,0.001135916,0.00006982117,0.00026383533],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014305954,0.00084290205,0.00087900105,0.00002863708,0.00019770295,0.00017094692,0.0016423725,0.00056034385,0.00038998824],"category_scores_gemma":[0.000027443804,0.0007543087,0.00035313275,0.00026241105,0.000112902664,0.00024526604,0.0014466582,0.00040974122,0.006514246],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013451335,0.00043598984,0.0000059300373,0.0011256487,0.0010260711,0.00039378763,0.00131423,0.0011819821,0.000015051504,0.104872376,0.19315861,0.69645685],"study_design_scores_gemma":[0.00031675593,0.00019527154,0.0013213378,0.0006243187,0.000045448527,0.00017809865,0.001572556,0.00008859361,0.00003519276,0.0010717454,0.9932805,0.0012701951],"about_ca_topic_score_codex":0.000042577274,"about_ca_topic_score_gemma":0.00014440679,"teacher_disagreement_score":0.8001219,"about_ca_system_score_codex":0.0006793484,"about_ca_system_score_gemma":0.000077647805,"threshold_uncertainty_score":0.9994908},"labels":[],"label_agreement":null},{"id":"W4229827057","doi":"10.1002/gch2.201970092","title":"Masthead: (Global Challenges 9/2019)","year":2019,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.07266513439362797,"score_gpt":0.33946551372966227,"score_spread":0.2668003793360343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229827057","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00028389378,0.18623433,0.0000074458762,0.03709219,0.011132273,0.0005328433,0.0006857604,0.00020819236,0.7638231],"genre_scores_gemma":[0.03163588,0.6063097,0.0003142924,0.00062604796,0.004884934,0.00014410896,0.0003471711,0.00010432502,0.35563356],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9938416,0.000621755,0.0007611245,0.0016885259,0.0013773089,0.0017097079],"domain_scores_gemma":[0.9973902,0.00025322562,0.00060672936,0.0009280958,0.00024802683,0.0005737298],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010928364,0.00099588,0.0013743025,0.00011240784,0.0005617913,0.00021452698,0.0020810026,0.0019501183,0.0046739806],"category_scores_gemma":[0.0001287809,0.0010517789,0.00055673864,0.00029440832,0.000735185,0.0003842488,0.00047194128,0.00058781944,0.07913158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004259653,0.00014765895,0.00008617652,0.00023370926,0.00044581378,0.000021087,0.004121334,0.000023307486,8.996466e-8,0.2126556,0.6851461,0.0970765],"study_design_scores_gemma":[0.0004270929,0.000079570964,0.002761415,0.0003140587,0.000048120553,0.000010914564,0.009373257,8.9080953e-7,2.654719e-7,0.0052469466,0.9806407,0.0010967564],"about_ca_topic_score_codex":0.0015739196,"about_ca_topic_score_gemma":0.0049624303,"teacher_disagreement_score":0.42007536,"about_ca_system_score_codex":0.0036397493,"about_ca_system_score_gemma":0.0020492172,"threshold_uncertainty_score":0.99934554},"labels":[],"label_agreement":null},{"id":"W4230085911","doi":"10.1002/gch2.202070092","title":"Masthead: (Global Challenges 9/2020)","year":2020,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.07989605058505073,"score_gpt":0.3364044393843713,"score_spread":0.2565083887993206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230085911","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012240923,0.15336038,0.000007763373,0.11979587,0.0053600715,0.00039585854,0.0006023615,0.00027819411,0.7200771],"genre_scores_gemma":[0.04657412,0.8503283,0.00066567224,0.001593414,0.010446757,0.00023795135,0.00038184482,0.0001271872,0.089644745],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.993967,0.00063719717,0.00078092644,0.0017656942,0.0013449633,0.0015042141],"domain_scores_gemma":[0.9975369,0.00019715303,0.00054061686,0.00063106563,0.00020088283,0.00089337485],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007154156,0.0009842312,0.0013365418,0.00006091072,0.00067433313,0.00022320417,0.002031294,0.0015869505,0.0046365517],"category_scores_gemma":[0.00020587796,0.0010711348,0.0005604479,0.000403046,0.0007903645,0.0003149058,0.0005319964,0.00065214816,0.036414817],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050919312,0.000116326395,0.00004120258,0.00025438005,0.00048792697,0.000096484306,0.007251136,0.000010927243,1.0368477e-7,0.1613613,0.71931344,0.11101583],"study_design_scores_gemma":[0.00035690726,0.000085090986,0.0014267059,0.00021064057,0.000063063235,0.000014456302,0.0140605755,0.0000013651113,2.7606046e-7,0.006846557,0.9759022,0.0010321726],"about_ca_topic_score_codex":0.00082572247,"about_ca_topic_score_gemma":0.0048543927,"teacher_disagreement_score":0.6969679,"about_ca_system_score_codex":0.003008333,"about_ca_system_score_gemma":0.0018662711,"threshold_uncertainty_score":0.9997092},"labels":[],"label_agreement":null},{"id":"W4230713112","doi":"10.1002/gch2.201870175","title":"Masthead: (Global Challenges 7/2018)","year":2018,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Sociopolitical Dynamics in Nepal","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.08423209688273887,"score_gpt":0.38166101215289644,"score_spread":0.2974289152701576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230713112","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000314076,0.12537545,0.000027987368,0.018249722,0.013977539,0.00059167173,0.0016346601,0.00036046875,0.8394684],"genre_scores_gemma":[0.096393794,0.7226958,0.001532272,0.0015510002,0.03945315,0.00026253736,0.0003192233,0.00026131095,0.13753086],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99199855,0.0010238419,0.000735755,0.0017232152,0.0020587856,0.0024598655],"domain_scores_gemma":[0.996423,0.00042691774,0.00039313224,0.00125985,0.0005121985,0.0009848886],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012389788,0.0010130827,0.001237735,0.00008442254,0.0008439125,0.00023548305,0.0023943873,0.0028433115,0.005584579],"category_scores_gemma":[0.00077764085,0.0010681641,0.0005716696,0.00039088223,0.0030781312,0.00025473835,0.000636697,0.0007934874,0.046003524],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003382735,0.0001802588,0.000014610209,0.00027126362,0.00022614123,0.000031296793,0.0036172264,0.0000013792669,8.298136e-8,0.72985065,0.25148034,0.014292892],"study_design_scores_gemma":[0.00028697177,0.00020498263,0.00042117754,0.00037298896,0.00009181222,0.000013063089,0.0145619605,0.0000048835464,3.6203815e-7,0.09788238,0.88514453,0.0010148992],"about_ca_topic_score_codex":0.0019979586,"about_ca_topic_score_gemma":0.014862474,"teacher_disagreement_score":0.70193756,"about_ca_system_score_codex":0.003664548,"about_ca_system_score_gemma":0.0012519326,"threshold_uncertainty_score":0.9996349},"labels":[],"label_agreement":null},{"id":"W4230990966","doi":"10.1002/gch2.201970052","title":"Masthead: (Global Challenges 5/2019)","year":2019,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.07266513439362797,"score_gpt":0.33946551372966227,"score_spread":0.2668003793360343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230990966","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0002857133,0.1862284,0.0000074381383,0.037057478,0.011133918,0.0005328617,0.0006858032,0.00020820918,0.76386017],"genre_scores_gemma":[0.031745933,0.60647637,0.00031412562,0.0006261173,0.0048861494,0.00014415706,0.00034728745,0.000104360304,0.35535547],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99384195,0.00062173104,0.0007610775,0.0016884558,0.0013772004,0.0017096121],"domain_scores_gemma":[0.99739033,0.0002532057,0.000606697,0.0009280294,0.0002480072,0.0005737072],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010926087,0.0009958576,0.0013742483,0.00011216139,0.00056175474,0.00021452057,0.00208077,0.0019503231,0.004670763],"category_scores_gemma":[0.00012876432,0.0010517616,0.00055672036,0.0002943721,0.0007351002,0.00038423453,0.00047190805,0.00058784726,0.07912674],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042753378,0.0001482091,0.00008674134,0.00023459885,0.00044749342,0.000021166388,0.0041311025,0.000023391103,9.069371e-8,0.21321112,0.6839517,0.09770167],"study_design_scores_gemma":[0.0004270393,0.00007956425,0.002780688,0.00031408897,0.000048122296,0.000010914781,0.009346834,8.9054004e-7,2.635038e-7,0.0052432953,0.9806515,0.0010968058],"about_ca_topic_score_codex":0.0015729354,"about_ca_topic_score_gemma":0.004955275,"teacher_disagreement_score":0.420248,"about_ca_system_score_codex":0.0036394529,"about_ca_system_score_gemma":0.0020489462,"threshold_uncertainty_score":0.99934536},"labels":[],"label_agreement":null},{"id":"W4231161073","doi":"10.1002/gch2.201770004","title":"Masthead: (Global Challenges 2/2017)","year":2017,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Sociopolitical Dynamics in Nepal","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Université Nice Sophia Antipolis; University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Computer science; Engineering; Astrobiology; Physics","score_opus":0.11889569176034151,"score_gpt":0.4117089758489112,"score_spread":0.29281328408856966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231161073","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00016656867,0.16107404,0.000012364565,0.024964873,0.01197265,0.0005729046,0.001749395,0.00026730937,0.7992199],"genre_scores_gemma":[0.12220353,0.720932,0.0005495593,0.0005547435,0.016554195,0.00018973295,0.00020502692,0.00014751009,0.1386637],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99243957,0.00084614573,0.0006461819,0.0016950612,0.0019972017,0.0023758365],"domain_scores_gemma":[0.99560875,0.0003903835,0.0006118091,0.0019563427,0.000443984,0.0009887435],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.0012841336,0.0010157495,0.0013710213,0.00007242086,0.0016212853,0.00045029446,0.0036711148,0.0028756422,0.0022155363],"category_scores_gemma":[0.001243363,0.0010774111,0.0006444332,0.00014188308,0.0027635533,0.0003543873,0.0007561098,0.0009910042,0.025919689],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000287663,0.00016354758,0.000020389496,0.00029089994,0.00023971208,0.000087122855,0.0027838883,0.0000026208138,6.5442926e-8,0.81535846,0.15018184,0.030842714],"study_design_scores_gemma":[0.00032831143,0.00010981442,0.0010089416,0.0004311943,0.00010050481,0.000018442244,0.010194121,0.000004255681,1.877282e-7,0.09638813,0.89037377,0.0010423053],"about_ca_topic_score_codex":0.0032325613,"about_ca_topic_score_gemma":0.018606143,"teacher_disagreement_score":0.74019194,"about_ca_system_score_codex":0.0029813114,"about_ca_system_score_gemma":0.0014805319,"threshold_uncertainty_score":0.99995035},"labels":[],"label_agreement":null},{"id":"W4231701349","doi":"10.1002/gch2.201870002","title":"Masthead: (Global Challenges 1/2018)","year":2018,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Sociopolitical Dynamics in Nepal","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.08423209688273887,"score_gpt":0.38166101215289644,"score_spread":0.2974289152701576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231701349","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00031233087,0.12649855,0.00002770717,0.018204652,0.013955634,0.000590805,0.0016323117,0.00035996744,0.83841807],"genre_scores_gemma":[0.09580925,0.72651255,0.0015135707,0.001552635,0.039236106,0.00026112288,0.00031741697,0.00025990195,0.13453741],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99199927,0.0010235823,0.0007356512,0.0017230995,0.002058569,0.0024598304],"domain_scores_gemma":[0.99642247,0.00042689088,0.00039309176,0.0012597063,0.0005130477,0.0009848229],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012383056,0.0010130538,0.0012376651,0.00008439156,0.0008438483,0.00023191079,0.0023941367,0.002843381,0.005582865],"category_scores_gemma":[0.0007786353,0.0010681421,0.0005716414,0.00039073708,0.003077636,0.00025474702,0.00063665735,0.00079349946,0.046007574],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003384295,0.00018060881,0.000014598705,0.0002718016,0.0002265993,0.00003135668,0.003650874,0.0000013807704,8.286822e-8,0.7276821,0.25360543,0.014301314],"study_design_scores_gemma":[0.00028707372,0.00020586113,0.0004216581,0.00037252594,0.00009182083,0.000013059708,0.014716253,0.00000488396,3.6109807e-7,0.09756105,0.8853105,0.0010149836],"about_ca_topic_score_codex":0.0020027738,"about_ca_topic_score_gemma":0.014823854,"teacher_disagreement_score":0.7038806,"about_ca_system_score_codex":0.0036624512,"about_ca_system_score_gemma":0.0012528794,"threshold_uncertainty_score":0.9996354},"labels":[],"label_agreement":null},{"id":"W4232180798","doi":"10.1002/gch2.202070052","title":"Masthead: (Global Challenges 5/2020)","year":2020,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.07989605058505073,"score_gpt":0.3364044393843713,"score_spread":0.2565083887993206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232180798","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012271116,0.15322152,0.000007739475,0.120457895,0.0053563262,0.0003955609,0.00060188014,0.00027799804,0.71955836],"genre_scores_gemma":[0.04682034,0.8501793,0.0006650465,0.0015925617,0.010443389,0.00023794334,0.00038182968,0.00012718322,0.08955239],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9939675,0.0006371486,0.00078085874,0.001765617,0.0013447714,0.0015041176],"domain_scores_gemma":[0.99753714,0.0001971353,0.0005405657,0.00063101895,0.00020084958,0.0008933076],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007152106,0.0009842,0.0013364777,0.000060776,0.00067425106,0.0002231807,0.0020309978,0.0015870562,0.0046332614],"category_scores_gemma":[0.00020582745,0.001071117,0.00056042307,0.00040297475,0.0007904214,0.00031488607,0.0005319436,0.0006521495,0.03641256],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050977404,0.00011646586,0.0000413163,0.00025470604,0.00048831775,0.00009660227,0.007220549,0.000010938704,1.0426165e-7,0.16082166,0.71947676,0.11142162],"study_design_scores_gemma":[0.00035685327,0.000085082334,0.0014346632,0.0002106553,0.000063061,0.0000144558035,0.014017075,0.0000013646587,2.7400253e-7,0.0068423646,0.97594196,0.0010322038],"about_ca_topic_score_codex":0.0008298661,"about_ca_topic_score_gemma":0.0048816954,"teacher_disagreement_score":0.6969578,"about_ca_system_score_codex":0.0030073766,"about_ca_system_score_gemma":0.0018651753,"threshold_uncertainty_score":0.99970907},"labels":[],"label_agreement":null},{"id":"W4232559301","doi":"10.1002/gch2.202170082","title":"Masthead: (Global Challenges 8/2021)","year":2021,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; Library science; World Wide Web","score_opus":0.033369296496422576,"score_gpt":0.2474360330380464,"score_spread":0.21406673654162384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232559301","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000435131,0.49523515,0.00004513061,0.0019389489,0.005834904,0.00016705549,0.0008698744,0.000731154,0.49474266],"genre_scores_gemma":[0.047812786,0.94294965,0.0004907666,0.000065222455,0.002434934,0.00017777897,0.00028247287,0.00013820961,0.0056482],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99678123,0.0000637381,0.00052130455,0.0009549746,0.00054633996,0.001132404],"domain_scores_gemma":[0.9982492,0.00006941003,0.00010369099,0.0012537076,0.00013175025,0.00019224301],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00012411403,0.0010287641,0.0011815251,0.0000891971,0.00010582986,0.000119478726,0.00095315045,0.0016435627,0.0023221348],"category_scores_gemma":[0.000051495597,0.0010667492,0.00039888622,0.00029960056,0.00017203421,0.00012789578,0.00047097082,0.00070194143,0.006018368],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016169157,0.000098097335,0.000008572865,0.0023958096,0.00095242576,0.00029321984,0.0002464678,0.0011807443,0.0000040745485,0.0327942,0.5771402,0.38487002],"study_design_scores_gemma":[0.00027639954,0.00010451254,0.00029927574,0.0007013948,0.00007294924,0.000121957164,0.005878809,0.00005650674,0.000048831207,0.0022409346,0.9890603,0.001138128],"about_ca_topic_score_codex":0.000044663146,"about_ca_topic_score_gemma":0.0007093769,"teacher_disagreement_score":0.48909447,"about_ca_system_score_codex":0.000756517,"about_ca_system_score_gemma":0.00011846216,"threshold_uncertainty_score":0.9996525},"labels":[],"label_agreement":null},{"id":"W4232803607","doi":"10.1002/gch2.201970122","title":"Masthead: (Global Challenges 12/2019)","year":2019,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.07805577670016153,"score_gpt":0.3349300294530139,"score_spread":0.25687425275285236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232803607","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0002564926,0.16429466,0.0000077507875,0.036123466,0.011404539,0.0005755749,0.0007126266,0.0002193395,0.78640556],"genre_scores_gemma":[0.030789563,0.5886223,0.00032073233,0.00064357166,0.00503167,0.0001513988,0.0003667121,0.00011059595,0.3739635],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935906,0.0006435285,0.0007978078,0.0017543628,0.0014328777,0.0017808437],"domain_scores_gemma":[0.99732745,0.000265533,0.000637759,0.00096102525,0.0002079376,0.0006002791],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0011268088,0.0010445159,0.0014346335,0.000117341915,0.0005881566,0.00022526701,0.0021539244,0.0020175243,0.004624016],"category_scores_gemma":[0.00012832019,0.0011012217,0.00058361207,0.00024390037,0.0007666256,0.00040233438,0.0004974352,0.00061443547,0.0668799],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050932696,0.00016206266,0.00011736426,0.00025212418,0.00050840504,0.000023692455,0.0045980313,0.000025367628,1.03764755e-7,0.18396159,0.71074545,0.09955488],"study_design_scores_gemma":[0.00046259043,0.00008897709,0.0033843718,0.00032761582,0.000053404732,0.000011653815,0.009336037,9.818483e-7,2.7457406e-7,0.0050474843,0.9801382,0.0011484204],"about_ca_topic_score_codex":0.0017005247,"about_ca_topic_score_gemma":0.007706179,"teacher_disagreement_score":0.42432758,"about_ca_system_score_codex":0.0036630265,"about_ca_system_score_gemma":0.0020418912,"threshold_uncertainty_score":0.99927807},"labels":[],"label_agreement":null},{"id":"W4233456804","doi":"10.1002/gch2.201870021","title":"Masthead: (Global Challenges 2/2018)","year":2018,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Sociopolitical Dynamics in Nepal","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.08423209688273887,"score_gpt":0.38166101215289644,"score_spread":0.2974289152701576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233456804","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00030951068,0.12437816,0.000028041433,0.018544316,0.0139721995,0.0005922512,0.0016381871,0.0003606832,0.84017664],"genre_scores_gemma":[0.09882631,0.71904415,0.0015455374,0.0015710287,0.04001526,0.00026580726,0.00032401716,0.000265097,0.13814278],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920016,0.0010235342,0.00073541095,0.0017220011,0.0020582103,0.0024592618],"domain_scores_gemma":[0.99643725,0.00042676902,0.00039297048,0.0012591556,0.00049921894,0.0009846485],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012382327,0.001012767,0.001237309,0.00008418843,0.00084374024,0.00023522438,0.0023917835,0.0028426738,0.005579781],"category_scores_gemma":[0.0007759614,0.00106779,0.0005715927,0.00039067704,0.0030781368,0.00025452525,0.00063632743,0.00079234655,0.04531863],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033747554,0.00017988884,0.000014621017,0.0002707005,0.00022562905,0.000031226715,0.0036044759,0.0000013775347,8.258104e-8,0.72747016,0.25401947,0.0141486],"study_design_scores_gemma":[0.00028696464,0.00020499295,0.00042376918,0.00037252906,0.00009182046,0.000013062473,0.014670319,0.00000487766,3.585557e-7,0.09789381,0.88502264,0.001014884],"about_ca_topic_score_codex":0.001974409,"about_ca_topic_score_gemma":0.014844391,"teacher_disagreement_score":0.7020339,"about_ca_system_score_codex":0.0036626088,"about_ca_system_score_gemma":0.0012507733,"threshold_uncertainty_score":0.9996349},"labels":[],"label_agreement":null},{"id":"W4234497563","doi":"10.1002/gch2.201970022","title":"Masthead: (Global Challenges 2/2019)","year":2019,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Sociopolitical Dynamics in Nepal","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.06268653568858906,"score_gpt":0.3716888688406452,"score_spread":0.30900233315205616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234497563","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00025172535,0.1755024,0.000023068385,0.020298382,0.01530195,0.0007559137,0.0020049675,0.00028497697,0.7855766],"genre_scores_gemma":[0.10623735,0.6603024,0.00059321255,0.001187419,0.012991135,0.00014759808,0.00037232984,0.00020470409,0.21796384],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99211496,0.0009903045,0.000716108,0.0017086118,0.0020982088,0.002371788],"domain_scores_gemma":[0.99651885,0.00056754757,0.00039711784,0.0013063806,0.00040887287,0.0008012148],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010814989,0.0010116182,0.0013961253,0.00008631598,0.0005236434,0.00021875772,0.0023186444,0.002860503,0.0037054275],"category_scores_gemma":[0.0005609838,0.0010723226,0.0006373273,0.00035357504,0.0014306701,0.00026566596,0.0005998237,0.0009883207,0.07010597],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029646524,0.0001624621,0.000025952826,0.00033269223,0.00021700785,0.000024551635,0.002490836,0.000012747785,9.522199e-8,0.82033426,0.16047327,0.015896501],"study_design_scores_gemma":[0.0003766668,0.00015404497,0.00065960945,0.00038578888,0.0000834293,0.000011378228,0.014540604,0.000007800642,2.2462815e-7,0.05544091,0.92721486,0.0011246878],"about_ca_topic_score_codex":0.0023936983,"about_ca_topic_score_gemma":0.0065952307,"teacher_disagreement_score":0.7667416,"about_ca_system_score_codex":0.0034622669,"about_ca_system_score_gemma":0.0014917515,"threshold_uncertainty_score":0.9991727},"labels":[],"label_agreement":null},{"id":"W4235796768","doi":"10.1002/gch2.202170032","title":"Masthead: (Global Challenges 3/2021)","year":2021,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.033369296496422576,"score_gpt":0.2474360330380464,"score_spread":0.21406673654162384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235796768","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00042827125,0.4969806,0.000046512796,0.0019359428,0.005836266,0.000167364,0.00086437643,0.0007339568,0.4930067],"genre_scores_gemma":[0.04777138,0.9429817,0.00050220796,0.00006441411,0.0024396305,0.00017764766,0.00027756076,0.00013796055,0.0056474563],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99678034,0.00006375918,0.0005215763,0.00095534045,0.00054624345,0.001132733],"domain_scores_gemma":[0.9982483,0.00007053452,0.000103751074,0.0012544731,0.00013165896,0.00019127765],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00012425533,0.0010290025,0.0011820217,0.000089225774,0.00010580108,0.00011936071,0.0009540093,0.0016557667,0.0022312663],"category_scores_gemma":[0.000052373638,0.0010668775,0.0003990324,0.00029956107,0.00017191323,0.00012793756,0.00047127556,0.00070245477,0.0059826737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000161407,0.00009791803,0.000008515174,0.002394405,0.00095554924,0.00029313326,0.0002394241,0.001211439,0.000004073383,0.032725528,0.57302606,0.3890278],"study_design_scores_gemma":[0.00027689917,0.00010465147,0.00029649833,0.0007029898,0.000073049654,0.00012017845,0.0056162793,0.00005885789,0.000049248858,0.002247566,0.9893141,0.001139721],"about_ca_topic_score_codex":0.000044446064,"about_ca_topic_score_gemma":0.0006921012,"teacher_disagreement_score":0.48735923,"about_ca_system_score_codex":0.0007487669,"about_ca_system_score_gemma":0.00011866356,"threshold_uncertainty_score":0.9996403},"labels":[],"label_agreement":null},{"id":"W4237816667","doi":"10.1002/gch2.201870205","title":"Masthead: (Global Challenges 10/2018)","year":2018,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Sociopolitical Dynamics in Nepal","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.0865456477126135,"score_gpt":0.38159533071041485,"score_spread":0.2950496829978013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237816667","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00021785079,0.10999403,0.000023390074,0.017057586,0.010206304,0.0006053407,0.0016934285,0.00037481298,0.8598273],"genre_scores_gemma":[0.062305257,0.51564294,0.0012487079,0.0012794835,0.03878758,0.00028190934,0.0003922852,0.00027575507,0.37978604],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99176675,0.0010519692,0.00076537696,0.0017866789,0.002120694,0.0025085276],"domain_scores_gemma":[0.9962192,0.00045523385,0.000413583,0.0013065723,0.000593227,0.0010121738],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001272048,0.0010580965,0.0012811553,0.00008865352,0.0008631679,0.00024884177,0.0024814857,0.0029217866,0.013999818],"category_scores_gemma":[0.00089609897,0.0011143599,0.000596251,0.00040398285,0.0031286536,0.0002636813,0.00067120465,0.00073879235,0.07434377],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043891687,0.00017910558,0.00000844689,0.00023343728,0.00022059854,0.000029092764,0.0028242478,0.0000016173179,6.860427e-8,0.579072,0.40503013,0.012357392],"study_design_scores_gemma":[0.00031333696,0.00023613722,0.0003035189,0.00033027085,0.000096599666,0.00001190841,0.012571244,0.0000081489625,3.6269404e-7,0.07693517,0.90814304,0.001050236],"about_ca_topic_score_codex":0.0016578898,"about_ca_topic_score_gemma":0.011781947,"teacher_disagreement_score":0.503113,"about_ca_system_score_codex":0.0036701611,"about_ca_system_score_gemma":0.001289831,"threshold_uncertainty_score":0.99958426},"labels":[],"label_agreement":null},{"id":"W4238900188","doi":"10.1002/gch2.201770062","title":"Masthead: (Global Challenges 8/2017)","year":2017,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Sociopolitical Dynamics in Nepal","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.11889569176034151,"score_gpt":0.4117089758489112,"score_spread":0.29281328408856966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238900188","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00017255399,0.16106178,0.000012068183,0.024716683,0.011994279,0.0005726767,0.0017727151,0.0002665958,0.79943067],"genre_scores_gemma":[0.11951894,0.72463185,0.0005351763,0.0005539169,0.01629832,0.00018783484,0.00020555916,0.00014573887,0.13792267],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9924407,0.0008460403,0.0006461163,0.0016951606,0.0019971798,0.0023748],"domain_scores_gemma":[0.9955971,0.00039030667,0.00061175757,0.0019559031,0.00045641724,0.0009885059],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.0012831588,0.0010156914,0.0013706236,0.000072573035,0.001620953,0.00045114226,0.0036711614,0.0028554045,0.0022749656],"category_scores_gemma":[0.0012453236,0.0010774822,0.0006442619,0.00014183922,0.0027649433,0.00035452447,0.00075590267,0.000991534,0.026459416],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028879556,0.00016419684,0.000020302268,0.00029158164,0.00023951633,0.000087353845,0.0028565596,0.0000025937625,6.7156385e-8,0.81747454,0.14822446,0.030609956],"study_design_scores_gemma":[0.00032815945,0.00010979445,0.0010051887,0.00043166184,0.000100518795,0.000018444196,0.010486873,0.00000415816,1.9021977e-7,0.09608981,0.89038277,0.0010424393],"about_ca_topic_score_codex":0.0032914118,"about_ca_topic_score_gemma":0.018947447,"teacher_disagreement_score":0.7421583,"about_ca_system_score_codex":0.0030052257,"about_ca_system_score_gemma":0.0014762724,"threshold_uncertainty_score":0.999949},"labels":[],"label_agreement":null},{"id":"W4239159239","doi":"10.1002/gch2.202070042","title":"Masthead: (Global Challenges 4/2020)","year":2020,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.07989605058505073,"score_gpt":0.3364044393843713,"score_spread":0.2565083887993206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239159239","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012298184,0.15333948,0.0000077593495,0.11980635,0.005359829,0.0003961483,0.00060136925,0.00027827438,0.7200878],"genre_scores_gemma":[0.04674265,0.8500968,0.0006651949,0.0015931289,0.0104442295,0.00023792654,0.00038157956,0.00012719941,0.08971126],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9939672,0.0006372273,0.0007809315,0.0017656612,0.0013449269,0.0015040538],"domain_scores_gemma":[0.99753696,0.00019713963,0.0005406191,0.00063104776,0.00020087925,0.0008933675],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00071543275,0.0009842206,0.0013365397,0.00006012959,0.00067430997,0.00022319605,0.002031272,0.0015869437,0.0046321684],"category_scores_gemma":[0.0002058569,0.0010711275,0.00056043995,0.00040322714,0.00079047366,0.00031485816,0.0005319767,0.0006521643,0.03641353],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005091463,0.00011620172,0.000041471805,0.00025398735,0.00048739908,0.00009638142,0.0072407895,0.000010891285,1.0342332e-7,0.16140486,0.7194203,0.110876665],"study_design_scores_gemma":[0.0003571831,0.00008508219,0.0014348965,0.0002105859,0.000063059204,0.000014454385,0.014116729,0.0000013629518,2.759398e-7,0.00684577,0.9758384,0.0010321554],"about_ca_topic_score_codex":0.0008287421,"about_ca_topic_score_gemma":0.0048658634,"teacher_disagreement_score":0.6967574,"about_ca_system_score_codex":0.0030083016,"about_ca_system_score_gemma":0.0018662647,"threshold_uncertainty_score":0.9997092},"labels":[],"label_agreement":null},{"id":"W4239532298","doi":"10.1002/gch2.202170072","title":"Masthead: (Global Challenges 7/2021)","year":2021,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; Library science; World Wide Web","score_opus":0.033369296496422576,"score_gpt":0.2474360330380464,"score_spread":0.21406673654162384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239532298","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0004264409,0.4964019,0.000046217177,0.0019288786,0.0058319424,0.00016711466,0.00085708295,0.0007334033,0.493607],"genre_scores_gemma":[0.047820948,0.9429058,0.0005011623,0.00006464139,0.002445035,0.00017782788,0.0002781991,0.0001382503,0.005668153],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967793,0.00006376592,0.00052160874,0.00095560733,0.00054650306,0.001133196],"domain_scores_gemma":[0.9982483,0.00006944884,0.00010374371,0.0012547047,0.00013148777,0.00019233853],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00012428725,0.0010291522,0.001182292,0.00008925897,0.00010587421,0.00011938315,0.0009542009,0.0016558742,0.0022620999],"category_scores_gemma":[0.00005152648,0.0010670596,0.00039904963,0.00029985633,0.0001719452,0.00012795466,0.0004713828,0.00070259103,0.0059851343],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016034466,0.00009724635,0.000008546054,0.0023790225,0.0009489961,0.00029112294,0.0002392898,0.0011868171,0.000003961043,0.03278636,0.57391334,0.38812923],"study_design_scores_gemma":[0.0002764464,0.00010449215,0.0002984417,0.0007012711,0.00007290812,0.000121909645,0.005664648,0.000057914975,0.000048639708,0.0022478958,0.9892678,0.0011376208],"about_ca_topic_score_codex":0.000044379874,"about_ca_topic_score_gemma":0.0006969502,"teacher_disagreement_score":0.48793888,"about_ca_system_score_codex":0.00075075345,"about_ca_system_score_gemma":0.00011892505,"threshold_uncertainty_score":0.99964017},"labels":[],"label_agreement":null},{"id":"W4240734056","doi":"10.1002/gch2.201970072","title":"Masthead: (Global Challenges 7/2019)","year":2019,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.07266513439362797,"score_gpt":0.33946551372966227,"score_spread":0.2668003793360343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240734056","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00028341613,0.18724787,0.000007423951,0.036946088,0.0111202365,0.00053228793,0.0006850602,0.00020798139,0.7629696],"genre_scores_gemma":[0.031271353,0.60698205,0.00031511483,0.0006246279,0.004873707,0.00014379241,0.0003464123,0.00010409655,0.35533884],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.993842,0.00062167813,0.00076109054,0.0016884586,0.001377203,0.0017095776],"domain_scores_gemma":[0.9973907,0.0002531943,0.00060671143,0.00092805736,0.000247677,0.0005737005],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010925988,0.0009958437,0.0013742297,0.00011243771,0.0005617445,0.00021451862,0.0020808699,0.0019499756,0.0046729683],"category_scores_gemma":[0.00012863179,0.0010517406,0.00055671675,0.00029448487,0.0007349571,0.00038423392,0.0004719257,0.00058775954,0.07911495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042551506,0.00014749271,0.00008601684,0.00023344229,0.00044532653,0.000021064972,0.0041114846,0.000023268554,9.003923e-8,0.21194156,0.68596196,0.09698572],"study_design_scores_gemma":[0.00042700526,0.00007956532,0.0027412002,0.00031441043,0.000048117417,0.000010913973,0.009364405,8.90303e-7,2.679935e-7,0.0052435994,0.9806729,0.0010967064],"about_ca_topic_score_codex":0.0015796539,"about_ca_topic_score_gemma":0.0049755904,"teacher_disagreement_score":0.41973418,"about_ca_system_score_codex":0.0036389527,"about_ca_system_score_gemma":0.0020467215,"threshold_uncertainty_score":0.9993457},"labels":[],"label_agreement":null},{"id":"W4243316046","doi":"10.1002/gch2.201970112","title":"Masthead: (Global Challenges 11/2019)","year":2019,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.07071104621950576,"score_gpt":0.33653401438688113,"score_spread":0.2658229681673754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243316046","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005418797,0.16300584,0.000007803633,0.042166837,0.011650429,0.0005780309,0.00075107417,0.00022656856,0.78107154],"genre_scores_gemma":[0.04278964,0.5772693,0.00036013065,0.0007036922,0.00559087,0.00016941012,0.00041647247,0.0001237916,0.37257668],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935792,0.00064431486,0.0007995051,0.0017606658,0.0014311752,0.001785151],"domain_scores_gemma":[0.9972697,0.00026626902,0.00063992536,0.00096472003,0.00025824935,0.00060115464],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0011349882,0.0010460684,0.0014360256,0.000119599616,0.00058850535,0.00022381227,0.002174128,0.0020001116,0.0044510188],"category_scores_gemma":[0.00013238909,0.0011034268,0.00058295805,0.00030891458,0.0007676445,0.00040442802,0.00049985957,0.00053702074,0.062562756],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035502395,0.00015935177,0.00018674546,0.00024657414,0.00038319355,0.000023442237,0.00417224,0.000025017873,9.0673026e-8,0.22880076,0.69873405,0.067233026],"study_design_scores_gemma":[0.00045793457,0.00007133646,0.0036139453,0.00032525524,0.00005160229,0.000011856111,0.010322542,9.893197e-7,2.9541354e-7,0.004427716,0.97956806,0.0011484474],"about_ca_topic_score_codex":0.0023376897,"about_ca_topic_score_gemma":0.01098587,"teacher_disagreement_score":0.41426346,"about_ca_system_score_codex":0.0036502513,"about_ca_system_score_gemma":0.002058039,"threshold_uncertainty_score":0.9992955},"labels":[],"label_agreement":null},{"id":"W4243529804","doi":"10.1002/gch2.201870215","title":"Masthead: (Global Challenges 11/2018)","year":2018,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.09314369122216824,"score_gpt":0.34546368545963774,"score_spread":0.2523199942374695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243529804","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00069249293,0.11083785,0.000009465106,0.0395076,0.010710278,0.0004590677,0.0006202515,0.00028369247,0.8368793],"genre_scores_gemma":[0.046627536,0.647723,0.00097353576,0.0009978369,0.017732415,0.0003218342,0.00039593235,0.00017176621,0.28505614],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99348724,0.00066495896,0.0008200458,0.0017740407,0.0014054703,0.0018482446],"domain_scores_gemma":[0.9971882,0.00020302733,0.0006335525,0.00093162584,0.00031235153,0.00073125045],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001291456,0.0010472828,0.0012803399,0.00011676349,0.00092647667,0.00023980043,0.0022387765,0.0019883385,0.006590245],"category_scores_gemma":[0.00018032172,0.0010991183,0.00052561227,0.00033973707,0.0015936815,0.00038838963,0.0005287093,0.00043501586,0.041230064],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035616118,0.00015597002,0.00010007001,0.000165577,0.00035325193,0.000026124777,0.0052634496,0.0000026859095,7.034717e-8,0.1325901,0.80588335,0.055423737],"study_design_scores_gemma":[0.00037767753,0.000100112535,0.0026106592,0.0003092846,0.00006028744,0.000014427292,0.011109514,6.7642515e-7,4.915496e-7,0.0085040005,0.97580093,0.0011119228],"about_ca_topic_score_codex":0.0020216468,"about_ca_topic_score_gemma":0.022930013,"teacher_disagreement_score":0.55182314,"about_ca_system_score_codex":0.0038569039,"about_ca_system_score_gemma":0.0017434512,"threshold_uncertainty_score":0.9999671},"labels":[],"label_agreement":null},{"id":"W4245875942","doi":"10.1002/gch2.201970042","title":"Masthead: (Global Challenges 4/2019)","year":2019,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; Library science; World Wide Web","score_opus":0.030754634701771665,"score_gpt":0.24523351900999982,"score_spread":0.21447888430822815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245875942","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00047006513,0.4382586,0.0000468893,0.0016506914,0.0089744385,0.0003125983,0.0012683044,0.0012488904,0.54776955],"genre_scores_gemma":[0.09887634,0.8835968,0.00033268324,0.00009190018,0.0019518703,0.00014794047,0.00024971587,0.00019503415,0.014557728],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99679995,0.00004747386,0.000511627,0.00090144604,0.00054621673,0.0011933163],"domain_scores_gemma":[0.9981782,0.00007239274,0.00012673854,0.0013641325,0.00009336653,0.00016520772],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013504604,0.0010787117,0.0012001512,0.000108480934,0.00007911571,0.00008898364,0.0012119802,0.0017994319,0.0008780087],"category_scores_gemma":[0.000030362293,0.0010603337,0.00036114609,0.00020527901,0.00016278043,0.00015785825,0.00040508632,0.0006862452,0.028455842],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002294531,0.00006111889,0.000013476724,0.0022292035,0.0006227951,0.000042872918,0.00015906747,0.0019524905,0.0000022196718,0.032922063,0.82816243,0.13380928],"study_design_scores_gemma":[0.00034055303,0.00016912432,0.00053065404,0.000517923,0.00005512004,0.00006889872,0.0016474981,0.00008308941,0.000020030096,0.002327746,0.9930809,0.001158466],"about_ca_topic_score_codex":0.000053484215,"about_ca_topic_score_gemma":0.0002395481,"teacher_disagreement_score":0.5332118,"about_ca_system_score_codex":0.0007330197,"about_ca_system_score_gemma":0.00008768095,"threshold_uncertainty_score":0.99949646},"labels":[],"label_agreement":null},{"id":"W4246933118","doi":"10.1002/gch2.201970082","title":"Masthead: (Global Challenges 8/2019)","year":2019,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.07266513439362797,"score_gpt":0.33946551372966227,"score_spread":0.2668003793360343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246933118","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0002892271,0.18596919,0.0000072642883,0.03715973,0.011136793,0.00053264253,0.00069553405,0.00020757937,0.764002],"genre_scores_gemma":[0.03128825,0.607682,0.00030907834,0.0006304336,0.0048578796,0.00014385523,0.00035174406,0.00010414012,0.35463265],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9938453,0.0006214194,0.00076066674,0.0016873915,0.0013768111,0.0017084368],"domain_scores_gemma":[0.9973916,0.0002530591,0.0006064168,0.00092735206,0.0002481496,0.00057342823],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010911444,0.0009954845,0.0013733775,0.0001123632,0.00056151964,0.00021468279,0.0020786822,0.0019361173,0.0047911676],"category_scores_gemma":[0.0001285581,0.0010514482,0.0005564988,0.00029424473,0.0007353207,0.00038406494,0.00047153138,0.0005872399,0.07950383],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042725595,0.00014814538,0.0000859378,0.00023409838,0.00044511916,0.000021127142,0.0042125443,0.000023064114,9.214291e-8,0.21141522,0.68771356,0.09565837],"study_design_scores_gemma":[0.0004264971,0.00007949832,0.0027456838,0.00031414002,0.00004809385,0.000010906811,0.0096910605,8.6870085e-7,2.687255e-7,0.005222764,0.98036414,0.0010960456],"about_ca_topic_score_codex":0.0015892768,"about_ca_topic_score_gemma":0.00506,"teacher_disagreement_score":0.4217128,"about_ca_system_score_codex":0.0036655776,"about_ca_system_score_gemma":0.0020391194,"threshold_uncertainty_score":0.9993596},"labels":[],"label_agreement":null},{"id":"W4247482041","doi":"10.1002/gch2.201870225","title":"Masthead: (Global Challenges 12/2018)","year":2018,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.10281531228611493,"score_gpt":0.3439401399304214,"score_spread":0.24112482764430646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247482041","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003010274,0.11215952,0.000009413346,0.033795502,0.01047978,0.00045757086,0.0005952569,0.00027506304,0.8419269],"genre_scores_gemma":[0.033415888,0.67773354,0.00087250886,0.000921388,0.016098656,0.00028633064,0.00035342886,0.00015497477,0.27016327],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935085,0.0006637407,0.0008168733,0.0017627866,0.0014057194,0.0018423563],"domain_scores_gemma":[0.99729407,0.00020228501,0.00063031394,0.00092620606,0.00021748229,0.0007296281],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012789073,0.0010445868,0.0012776899,0.00011329509,0.0009256043,0.00024002549,0.0022082743,0.0020035321,0.0065919934],"category_scores_gemma":[0.00017191115,0.0010955315,0.000526168,0.00026819456,0.0015907022,0.00038483986,0.0005249553,0.0004971349,0.04071885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050159695,0.00015615599,0.00006181742,0.0001667186,0.000460699,0.000025990928,0.0057087536,0.0000026815817,7.928231e-8,0.10308336,0.8099362,0.0803474],"study_design_scores_gemma":[0.00037975496,0.00012471461,0.0024221756,0.0003111754,0.000062295214,0.000014145062,0.010027865,6.63065e-7,4.5637003e-7,0.009676525,0.97587097,0.0011092847],"about_ca_topic_score_codex":0.0014582359,"about_ca_topic_score_gemma":0.0157981,"teacher_disagreement_score":0.57176363,"about_ca_system_score_codex":0.003861514,"about_ca_system_score_gemma":0.001715337,"threshold_uncertainty_score":0.9999625},"labels":[],"label_agreement":null},{"id":"W4247507664","doi":"10.1002/gch2.202070022","title":"Masthead: (Global Challenges 2/2020)","year":2020,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; Library science; World Wide Web","score_opus":0.07989605058505073,"score_gpt":0.3364044393843713,"score_spread":0.2565083887993206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247507664","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001199908,0.15292016,0.000007742307,0.120965086,0.0053472505,0.00039546308,0.0006020643,0.00027781192,0.7193644],"genre_scores_gemma":[0.047197104,0.849119,0.0006714909,0.0016056246,0.010540077,0.00023993663,0.00038556053,0.00012838977,0.090112805],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9939695,0.000636966,0.0007805949,0.0017646543,0.0013445549,0.0015037343],"domain_scores_gemma":[0.9975412,0.00019707506,0.0005404282,0.0006307599,0.00019734449,0.00089321076],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007149268,0.0009839428,0.0013360758,0.00006080719,0.0006741153,0.00022302059,0.0020294958,0.0015865997,0.004641836],"category_scores_gemma":[0.00020542437,0.0010707929,0.0005603342,0.00040295278,0.0007902434,0.0003146968,0.00053174543,0.00065119064,0.03604791],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050616043,0.000115640076,0.000040980245,0.0002528627,0.00048500136,0.0000959033,0.007152977,0.00001086468,1.0288113e-7,0.1609558,0.72138983,0.10944943],"study_design_scores_gemma":[0.00035676957,0.00008505848,0.0014201149,0.000210545,0.00006304201,0.000014450702,0.01412528,0.0000013630809,2.759515e-7,0.0068912082,0.9758001,0.0010317964],"about_ca_topic_score_codex":0.00082024443,"about_ca_topic_score_gemma":0.00487815,"teacher_disagreement_score":0.6961989,"about_ca_system_score_codex":0.0030063519,"about_ca_system_score_gemma":0.0018632753,"threshold_uncertainty_score":0.99970955},"labels":[],"label_agreement":null},{"id":"W4247739008","doi":"10.1002/gch2.201870185","title":"Masthead: (Global Challenges 8/2018)","year":2018,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Sociopolitical Dynamics in Nepal","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.08423209688273887,"score_gpt":0.38166101215289644,"score_spread":0.2974289152701576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247739008","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00032058742,0.12434968,0.000027365604,0.01835571,0.0139955245,0.00059193606,0.0016598072,0.0003596721,0.8403397],"genre_scores_gemma":[0.09638968,0.72330606,0.0015013797,0.0015648147,0.039300095,0.000262499,0.00032405698,0.00026126785,0.13709018],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920028,0.0010234067,0.00073533633,0.0017221023,0.0020581877,0.002458189],"domain_scores_gemma":[0.9964239,0.0004266843,0.00039293672,0.0012588704,0.00051319733,0.0009844102],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012372927,0.0010127091,0.0012369502,0.00008436534,0.00084356713,0.00023566734,0.0023918138,0.0028226676,0.0057289344],"category_scores_gemma":[0.0007771855,0.0010678604,0.0005714408,0.00039055632,0.0030796847,0.0002546238,0.00063615304,0.00079277024,0.046243127],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033919478,0.0001808112,0.00001457525,0.00027164767,0.00022570469,0.000031345597,0.003702766,0.0000013648878,8.484091e-8,0.7300155,0.25146657,0.014055694],"study_design_scores_gemma":[0.0002867918,0.00020492708,0.00042213305,0.000372881,0.00009182043,0.000013062034,0.015087414,0.0000047652215,3.632638e-7,0.097578384,0.88492256,0.0010148729],"about_ca_topic_score_codex":0.0020104004,"about_ca_topic_score_gemma":0.015117753,"teacher_disagreement_score":0.7032495,"about_ca_system_score_codex":0.0036919678,"about_ca_system_score_gemma":0.001247174,"threshold_uncertainty_score":0.9996334},"labels":[],"label_agreement":null},{"id":"W4249458423","doi":"10.1002/gch2.201970102","title":"Masthead: (Global Challenges 10/2019)","year":2019,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.0753086025969379,"score_gpt":0.33970718211293943,"score_spread":0.26439857951600154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249458423","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00020236142,0.17423376,0.000006281299,0.034200847,0.009165299,0.0005330172,0.00072130776,0.0002161835,0.78072095],"genre_scores_gemma":[0.01783237,0.42308068,0.00023769354,0.00043875593,0.0041426253,0.00012988609,0.0003570763,0.000092835035,0.5536881],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.993662,0.000638644,0.0007895263,0.0017453831,0.0014159027,0.0017485457],"domain_scores_gemma":[0.99725896,0.00026823004,0.0006353491,0.0009598382,0.00028660957,0.0005909968],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0011239036,0.0010362179,0.0014153311,0.00011745749,0.00057679025,0.00022597492,0.0021517165,0.0020002474,0.011655771],"category_scores_gemma":[0.00014944753,0.0010930022,0.0005774757,0.0003039993,0.0007582444,0.00039549827,0.0004960785,0.00054516504,0.12327007],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005198632,0.00014045347,0.000045446253,0.00021086028,0.00041502903,0.000018819883,0.0031323775,0.000024594745,7.07923e-8,0.131791,0.7836237,0.0805457],"study_design_scores_gemma":[0.00045783128,0.00009441388,0.001896583,0.00030772336,0.00005097937,0.000010112753,0.008231022,0.0000012158017,2.7268615e-7,0.00415924,0.9836553,0.0011353537],"about_ca_topic_score_codex":0.0012808973,"about_ca_topic_score_gemma":0.0042062504,"teacher_disagreement_score":0.24884692,"about_ca_system_score_codex":0.0036444964,"about_ca_system_score_gemma":0.0021008656,"threshold_uncertainty_score":0.99929535},"labels":[],"label_agreement":null},{"id":"W4250311892","doi":"10.1002/gch2.202170022","title":"Masthead: (Global Challenges 2/2021)","year":2021,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.033369296496422576,"score_gpt":0.2474360330380464,"score_spread":0.21406673654162384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250311892","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00041961268,0.49532533,0.00004625123,0.0019612783,0.0058268495,0.00016720826,0.00085799553,0.00073350285,0.49466196],"genre_scores_gemma":[0.048930325,0.941776,0.0005017465,0.00006497141,0.0024610036,0.00017886369,0.00028021942,0.000139215,0.0056676725],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967805,0.00006374488,0.00052139885,0.00095505285,0.00054637104,0.0011328994],"domain_scores_gemma":[0.9982512,0.00006942497,0.00010370869,0.0012541163,0.00012925635,0.00019231037],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00012421912,0.0010288728,0.0011819202,0.00008907528,0.00010584425,0.000119284516,0.00095337507,0.0016555866,0.0022653022],"category_scores_gemma":[0.00005146842,0.00106674,0.00039897973,0.0002997011,0.00017193332,0.00012786986,0.0004711657,0.0007015786,0.005921484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015993088,0.00009700799,0.00000853087,0.0023730684,0.00094654405,0.0002903464,0.00023809393,0.001184787,0.0000039355577,0.03283588,0.5779861,0.3840197],"study_design_scores_gemma":[0.00027671622,0.00010458032,0.0002996168,0.0007009369,0.000072972696,0.000122009325,0.00570423,0.000057926376,0.000048196966,0.0022665036,0.98920774,0.0011385699],"about_ca_topic_score_codex":0.000043898643,"about_ca_topic_score_gemma":0.000698513,"teacher_disagreement_score":0.4889943,"about_ca_system_score_codex":0.00075039215,"about_ca_system_score_gemma":0.00011887282,"threshold_uncertainty_score":0.99964046},"labels":[],"label_agreement":null},{"id":"W4251361372","doi":"10.1002/gch2.201770073","title":"Masthead: (Global Challenges 9/2017)","year":2017,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.13579769208465153,"score_gpt":0.378277431228993,"score_spread":0.24247973914434146,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251361372","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00018843716,0.1703501,0.000004033416,0.0447714,0.008699322,0.00040392796,0.0005960002,0.00019413748,0.7747926],"genre_scores_gemma":[0.039957844,0.69066274,0.00031922568,0.00032688366,0.006771905,0.00020125482,0.0002127055,0.00008302045,0.26146442],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9940775,0.0005335228,0.00068867597,0.0016753306,0.0013125964,0.0017123502],"domain_scores_gemma":[0.99655384,0.00017603213,0.00092325726,0.0013743192,0.00026869625,0.0007038678],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012913767,0.0009998232,0.0013502401,0.00009478469,0.0016844415,0.00043262003,0.0032526567,0.0019601139,0.0028382232],"category_scores_gemma":[0.0002792258,0.0010566212,0.0005627643,0.000121230834,0.0013946067,0.00050831056,0.00059095945,0.0005893645,0.030315196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039874547,0.00014324121,0.000065697226,0.00019769477,0.00047331018,0.00006957336,0.00442544,0.000004835867,6.0240815e-8,0.16766748,0.6562152,0.17069761],"study_design_scores_gemma":[0.00039316254,0.000060261453,0.00438745,0.00036815778,0.000060641236,0.000018345743,0.006968457,5.204614e-7,2.3463677e-7,0.009855013,0.9768162,0.001071586],"about_ca_topic_score_codex":0.002107018,"about_ca_topic_score_gemma":0.013632578,"teacher_disagreement_score":0.52031267,"about_ca_system_score_codex":0.0031478205,"about_ca_system_score_gemma":0.002034327,"threshold_uncertainty_score":0.99961525},"labels":[],"label_agreement":null},{"id":"W4251767731","doi":"10.1002/gch2.201870165","title":"Masthead: (Global Challenges 5‐6/2018)","year":2018,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Sociopolitical Dynamics in Nepal","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Engineering; Geology; Aeronautics; Astrobiology; Physics","score_opus":0.08423209688273887,"score_gpt":0.38166101215289644,"score_spread":0.2974289152701576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251767731","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003209032,0.12503174,0.000028720966,0.018237578,0.014089155,0.00060271635,0.0016747412,0.0003679976,0.83964646],"genre_scores_gemma":[0.09885744,0.7193274,0.0015448494,0.0015688438,0.039756972,0.00026718,0.00032276576,0.00026704086,0.13808751],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9918683,0.001042887,0.00074990984,0.0017511799,0.002089151,0.002498565],"domain_scores_gemma":[0.99636185,0.00043362964,0.0004011059,0.0012822025,0.0005166394,0.0010045959],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012615009,0.0010318591,0.0012579174,0.00008658027,0.00085790013,0.00024010942,0.0024312406,0.0028908104,0.0056613022],"category_scores_gemma":[0.00079102034,0.0010887076,0.0005823739,0.00039948424,0.0031187143,0.00026015032,0.0006466069,0.00080891995,0.046337377],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035182096,0.00018597775,0.000014402581,0.00027646287,0.0002314597,0.00003215576,0.0036578602,0.0000014197134,9.1246214e-8,0.7290654,0.25191754,0.014582015],"study_design_scores_gemma":[0.0002931942,0.0002127079,0.0004157619,0.00038109074,0.000093374525,0.0000134875345,0.014618642,0.000005014312,3.9110785e-7,0.09748335,0.8854454,0.0010375676],"about_ca_topic_score_codex":0.0019377344,"about_ca_topic_score_gemma":0.014786672,"teacher_disagreement_score":0.70155895,"about_ca_system_score_codex":0.0037280226,"about_ca_system_score_gemma":0.001275972,"threshold_uncertainty_score":0.9995942},"labels":[],"label_agreement":null},{"id":"W4252026341","doi":"10.1002/gch2.201970032","title":"Masthead: (Global Challenges 3/2019)","year":2019,"lang":"it","type":"paratext","venue":"Global Challenges","topic":"Sociopolitical Dynamics in Nepal","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.06493379352995815,"score_gpt":0.35722195412568186,"score_spread":0.2922881605957237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252026341","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011687785,0.187584,0.0000293606,0.030257825,0.022681927,0.0014360255,0.004103265,0.00037688276,0.75236195],"genre_scores_gemma":[0.26423004,0.638565,0.00043447877,0.0010958591,0.011160851,0.00014229584,0.0003369458,0.00024273572,0.08379176],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9841824,0.00206904,0.001661828,0.00363074,0.0038008695,0.004655085],"domain_scores_gemma":[0.9928398,0.0012208532,0.0009762986,0.0024591675,0.00082688313,0.0016769913],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0019230351,0.0023302147,0.0029707963,0.00014526723,0.00095611677,0.000471009,0.0043963124,0.0052601215,0.005384759],"category_scores_gemma":[0.00089438516,0.002490544,0.0014492248,0.00083465385,0.0030475766,0.0005419859,0.0015171785,0.0019694404,0.11725032],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011615996,0.0005934261,0.0001497569,0.001068112,0.0007461349,0.00008488695,0.0058822557,0.00004909384,3.513836e-7,0.9224035,0.046468064,0.02243823],"study_design_scores_gemma":[0.0011376834,0.00068935944,0.004374603,0.0012532164,0.00036636225,0.000053946445,0.047092315,0.00010067556,5.5877365e-7,0.096209325,0.84577465,0.002947335],"about_ca_topic_score_codex":0.0026325618,"about_ca_topic_score_gemma":0.003325781,"teacher_disagreement_score":0.8261942,"about_ca_system_score_codex":0.006189002,"about_ca_system_score_gemma":0.0021928083,"threshold_uncertainty_score":0.99966556},"labels":[],"label_agreement":null},{"id":"W4252925610","doi":"10.1002/gch2.202070102","title":"Masthead: (Global Challenges 10/2020)","year":2020,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; Library science; World Wide Web","score_opus":0.08251403016320008,"score_gpt":0.3366547059815729,"score_spread":0.2541406758183728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252925610","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00008733627,0.14427523,0.00000656946,0.10976778,0.0044923015,0.0003990448,0.00063782086,0.00028802975,0.7400459],"genre_scores_gemma":[0.031271074,0.7339924,0.0006085072,0.0013469402,0.010693358,0.00026091724,0.00048335906,0.00013830829,0.22120516],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9937832,0.00065532204,0.00081010227,0.0018251293,0.0013845969,0.0015416774],"domain_scores_gemma":[0.997423,0.00021033478,0.00056629657,0.00065715937,0.00023283386,0.0009104077],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007448633,0.0010242228,0.0013772534,0.0000645968,0.00068985607,0.00023518725,0.0020998053,0.0016324642,0.011621057],"category_scores_gemma":[0.0002376852,0.0011131684,0.0005820807,0.00041582918,0.0008121313,0.00032461746,0.00055902504,0.00060435716,0.05904877],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000061138206,0.000109777495,0.000021245107,0.00022697005,0.00044883648,0.00008315893,0.0053696116,0.000011740871,8.034721e-8,0.09814239,0.8047589,0.09076615],"study_design_scores_gemma":[0.00038414603,0.00010166151,0.000981034,0.00020838718,0.000066573986,0.0000133151725,0.012334926,0.000001860512,2.8202328e-7,0.0053965063,0.97944105,0.001070265],"about_ca_topic_score_codex":0.0006810562,"about_ca_topic_score_gemma":0.0041270424,"teacher_disagreement_score":0.58971715,"about_ca_system_score_codex":0.0030329085,"about_ca_system_score_gemma":0.0019217692,"threshold_uncertainty_score":0.99966365},"labels":[],"label_agreement":null},{"id":"W4255241766","doi":"10.1002/gch2.202170062","title":"Masthead: (Global Challenges 6/2021)","year":2021,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","score_opus":0.033369296496422576,"score_gpt":0.2474360330380464,"score_spread":0.21406673654162384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255241766","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0004288246,0.49604782,0.000046221376,0.0019281355,0.0058195363,0.00016698963,0.000865046,0.0007337954,0.49396363],"genre_scores_gemma":[0.04922432,0.9415196,0.0004993025,0.000064721426,0.0024488631,0.00017740011,0.0002756068,0.00013846642,0.0056516933],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99678075,0.000063798994,0.00052128325,0.00095504255,0.000546226,0.0011329069],"domain_scores_gemma":[0.99825037,0.000069320406,0.00010366109,0.0012538381,0.00013009804,0.00019270778],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00012438912,0.0010287195,0.0011808535,0.00008921107,0.000105851286,0.00011930344,0.00095383456,0.0016601358,0.0022603201],"category_scores_gemma":[0.00005169422,0.0010666815,0.00039879553,0.00029960452,0.00017192184,0.00012789488,0.00047060507,0.0007034685,0.005955005],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016084627,0.000098526434,0.000008371677,0.0023855937,0.0009609452,0.0002926005,0.00024079622,0.0011898738,0.0000042009847,0.0327738,0.5702097,0.3918195],"study_design_scores_gemma":[0.00027649026,0.00010562263,0.00029573136,0.00070327317,0.00007308454,0.0001223413,0.005646779,0.000058231995,0.00005067728,0.002240789,0.9892858,0.0011411529],"about_ca_topic_score_codex":0.00004248384,"about_ca_topic_score_gemma":0.0006907155,"teacher_disagreement_score":0.48831195,"about_ca_system_score_codex":0.0007524157,"about_ca_system_score_gemma":0.0001189632,"threshold_uncertainty_score":0.99963593},"labels":[],"label_agreement":null},{"id":"W4318825015","doi":"10.1002/gch2.202200162","title":"Big Things, Small Packages: An Update on Microalgae as Sustainable Sources of Nutraceutical Peptides for Promoting Cardiovascular Health","year":2023,"lang":"en","type":"review","venue":"Global Challenges","topic":"Algal biology and biofuel production","field":"Energy","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Nutraceutical; Health benefits; Biotechnology; Dyslipidemia; Chemistry; Biochemical engineering; Biochemistry; Biology; Medicine; Disease; Engineering; Traditional medicine","score_opus":0.11625494252718728,"score_gpt":0.3445940221135735,"score_spread":0.22833907958638622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318825015","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00030813713,0.99569046,0.000014375924,0.000846961,0.00040703575,0.0015009643,0.00010043839,0.0003050108,0.0008266006],"genre_scores_gemma":[0.00042951998,0.9972066,0.00026409308,0.000078831195,0.0011226368,0.00018782426,0.000400691,0.00008050967,0.0002292368],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99605066,0.00074545736,0.00081344886,0.0011656927,0.00027221223,0.000952518],"domain_scores_gemma":[0.9981125,0.00015035458,0.0005279903,0.00081060285,0.00021059635,0.00018794143],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0023460225,0.00063477503,0.0022381984,0.0001425565,0.00030846646,0.000042821106,0.00053393235,0.0008860808,0.0000049100886],"category_scores_gemma":[0.00040453242,0.0004948687,0.001104466,0.0003018818,0.0001933417,0.000097218384,0.00017645294,0.00046640707,0.00008943075],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004621403,0.00014368191,0.0000011996757,0.05800567,0.0012140244,0.000025655017,0.00030889577,0.000008868201,1.8578409e-7,0.03626643,0.00007858604,0.90390056],"study_design_scores_gemma":[0.00023191806,0.00097628543,0.0000074794143,0.0043051755,0.000610358,0.00008762009,0.0018739941,0.0000022165043,0.000018008735,0.0074934014,0.9839202,0.000473327],"about_ca_topic_score_codex":0.0008342198,"about_ca_topic_score_gemma":0.00022294743,"teacher_disagreement_score":0.98384166,"about_ca_system_score_codex":0.0003286488,"about_ca_system_score_gemma":0.0003826993,"threshold_uncertainty_score":0.9997503},"labels":[],"label_agreement":null},{"id":"W4387306175","doi":"10.1002/gch2.202300158","title":"Sustainable Engineering Design in Education: A Pilot Study of Teaching Right‐to‐Repair Principles through Project‐Based Learning","year":2023,"lang":"en","type":"article","venue":"Global Challenges","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Safe Engineering Services & Technologies (Canada)","funders":"","keywords":"Work (physics); Project-based learning; Sustainable design; Engineering; Engineering management; Sustainable development; Sustainability; Engineering ethics; Pedagogy; Psychology; Political science; Mechanical engineering","score_opus":0.0983106264334229,"score_gpt":0.3867113475808138,"score_spread":0.2884007211473909,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387306175","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9850582,0.00056295586,0.000117195574,0.0028166047,0.00034954384,0.0023647153,7.1207654e-7,0.00063432637,0.008095754],"genre_scores_gemma":[0.9961396,0.000054526638,0.0024636872,0.000019194902,0.00016997513,0.0005427972,0.0000023238395,0.000015288833,0.0005926053],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9973698,0.0008272279,0.00032548883,0.00041232567,0.00048512837,0.0005799764],"domain_scores_gemma":[0.99886537,0.00041108264,0.00009537292,0.00027940236,0.00027195815,0.000076834425],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002811347,0.00016221816,0.00022693707,0.00024191383,0.00034157993,0.000050374194,0.00032865032,0.00006286621,0.000009766212],"category_scores_gemma":[0.0026034596,0.00017717654,0.00003725861,0.0013474536,0.00005146995,0.00029874465,0.0000999659,0.00021675132,0.000010302724],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015968026,0.0054308563,0.075261176,0.0008542503,0.00006277187,0.000035146404,0.5730107,0.12404505,0.000013780217,0.21731617,0.0011845089,0.002625953],"study_design_scores_gemma":[0.00039689345,0.001389192,0.06932201,0.00010220853,0.000018615776,5.119712e-7,0.86334836,0.00055278785,0.000012172694,0.0019783094,0.06259008,0.00028884324],"about_ca_topic_score_codex":0.016786583,"about_ca_topic_score_gemma":0.002711666,"teacher_disagreement_score":0.2903377,"about_ca_system_score_codex":0.0012780265,"about_ca_system_score_gemma":0.0015257245,"threshold_uncertainty_score":0.9897607},"labels":[],"label_agreement":null},{"id":"W4388768396","doi":"10.1002/gch2.202300184","title":"A Preliminary Assessment of Global CO<sub>2</sub>: Spatial Patterns, Temporal Trends, and Policy Implications","year":2023,"lang":"en","type":"article","venue":"Global Challenges","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Qatar National Library; Qatar National Research Fund; Qatar University; Fonds National de la Recherche Luxembourg; Qatar Foundation","keywords":"Environmental science","score_opus":0.016181401169726814,"score_gpt":0.2839915195983992,"score_spread":0.26781011842867236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388768396","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9861986,0.00022098231,0.0012123218,0.0039953217,0.000054087384,0.00014759913,0.00023566105,0.000097083845,0.007838315],"genre_scores_gemma":[0.99651223,0.0022945749,0.000934027,0.0000788703,0.00005365095,0.000033109984,0.00005180848,0.000011791996,0.000029957355],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9986326,0.000047361726,0.0002421772,0.0004144821,0.00030799152,0.00035536493],"domain_scores_gemma":[0.999402,0.00001663022,0.00011596668,0.00029597932,0.0000032418648,0.00016620746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001115571,0.00020641944,0.000206939,0.000007956846,0.000099261095,0.000012484321,0.00021638683,0.000106319036,0.000048633246],"category_scores_gemma":[0.0000062574836,0.00020273535,0.000067679095,0.00029513898,0.00025599147,0.00011319831,0.00041274054,0.000071310016,0.000046839574],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017633392,0.00013300536,0.75467885,0.000019073068,0.00002525801,0.00000837005,0.00007303336,0.0017769141,0.00025487712,0.002208354,0.0004108116,0.24039382],"study_design_scores_gemma":[0.00028945715,0.00023853859,0.99506366,0.000011225742,0.000018881196,0.000022637649,0.0002758522,0.0018450925,0.000019630177,0.0014241092,0.00061381725,0.00017709383],"about_ca_topic_score_codex":0.0011828454,"about_ca_topic_score_gemma":0.00063634047,"teacher_disagreement_score":0.24038482,"about_ca_system_score_codex":0.0004786387,"about_ca_system_score_gemma":0.000020435866,"threshold_uncertainty_score":0.8267307},"labels":[],"label_agreement":null},{"id":"W4390977476","doi":"10.1002/gch2.202300205","title":"Thermodynamics, Environmental and Sustainability Impacts of a Turbofan Engine Under Different Design Conditions Considering Variable Needs in the Aviation Industry","year":2024,"lang":"en","type":"article","venue":"Global Challenges","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ministry of Education and Child Care","funders":"","keywords":"Exergy; Turbofan; Combustor; Environmental science; Sustainability; Gas compressor; Thermodynamics; Automotive engineering; Engineering; Process engineering; Chemistry; Mechanical engineering; Physics; Combustion","score_opus":0.016824190091391338,"score_gpt":0.24665409321178275,"score_spread":0.22982990312039142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390977476","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9836527,0.0027419082,0.010113074,0.0021980156,0.000038320475,0.00035784452,0.000036887403,0.00008210658,0.000779119],"genre_scores_gemma":[0.9989888,0.000644151,0.00028556597,0.0000308312,0.0000068393642,0.000026289295,0.0000043248488,0.000005543303,0.000007659635],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99925697,0.000073909,0.00013810126,0.00019240775,0.00014214337,0.00019647536],"domain_scores_gemma":[0.99961615,0.00015178032,0.000028832033,0.00017044609,0.0000021362614,0.00003064172],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019407517,0.00012706926,0.00011661487,0.000034324185,0.00004746628,0.000020130217,0.00011816032,0.0001455596,0.00007206647],"category_scores_gemma":[0.000036878875,0.00008989469,0.000021130147,0.00013732254,0.00026866753,0.00015131358,0.0001011068,0.00021625348,0.0000030963047],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016659906,0.0018201965,0.17244592,0.0008763834,0.0002914627,0.00019706899,0.016704936,0.06295092,0.0453458,0.5284069,0.00037160094,0.1704222],"study_design_scores_gemma":[0.00031141308,0.00017949744,0.3639631,0.000059563114,0.000029569164,0.000046014982,0.022101453,0.00611221,0.0006621867,0.606158,0.0001379889,0.00023896845],"about_ca_topic_score_codex":0.00005797619,"about_ca_topic_score_gemma":0.000043864202,"teacher_disagreement_score":0.19151717,"about_ca_system_score_codex":0.00038756797,"about_ca_system_score_gemma":0.0000129592,"threshold_uncertainty_score":0.3665799},"labels":[],"label_agreement":null},{"id":"W4404704756","doi":"10.1002/gch2.202400183","title":"Harnessing Cattail Biomass for Sustainable Fibers and Engineered Bioproducts: A Review","year":2024,"lang":"en","type":"review","venue":"Global Challenges","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Bioproducts; Typha; Fiber; Arundo donax; Biomass (ecology); Materials science; Energy crop; Pulp and paper industry; Biofuel; Environmental science; Bioenergy; Agronomy; Wetland; Composite material; Biotechnology; Biology; Engineering","score_opus":0.04443206182484238,"score_gpt":0.31593631009134615,"score_spread":0.27150424826650377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404704756","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[4.3802788e-7,0.9961266,0.00019587258,0.00013736861,0.0009450975,0.0013229536,0.000254966,0.00052032905,0.000496369],"genre_scores_gemma":[0.0000027692347,0.99773467,0.0009936244,0.000012282587,0.00034520726,0.0004375256,0.00010297718,0.00012008506,0.00025088488],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983251,0.0000211175,0.00045242763,0.0005376238,0.00010893325,0.0005547696],"domain_scores_gemma":[0.9993306,0.000029812945,0.00007506312,0.00037200886,0.000074583186,0.00011797737],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002690559,0.00059005705,0.001507954,0.000076763004,0.00005117308,0.00008457755,0.00019094541,0.0002805643,0.0000055124106],"category_scores_gemma":[0.00008024302,0.00048485718,0.0002230969,0.0002446399,0.000021449725,0.00012663509,0.00011070005,0.00013765879,0.000021633272],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.348651e-7,0.0000035978915,2.8018585e-10,0.50982726,0.000110678535,0.000022064945,0.0000104048595,0.000001112066,0.0000013305215,0.0039190054,0.0029469698,0.48315695],"study_design_scores_gemma":[0.00006953646,0.000025987414,7.869134e-9,0.049393333,0.0011464569,0.00007099527,0.00006262944,0.000016881972,0.0000055101304,0.001337495,0.94740444,0.00046674066],"about_ca_topic_score_codex":0.0000031364095,"about_ca_topic_score_gemma":0.0000027447252,"teacher_disagreement_score":0.9444575,"about_ca_system_score_codex":0.00027684736,"about_ca_system_score_gemma":0.0000766549,"threshold_uncertainty_score":0.9997603},"labels":[],"label_agreement":null},{"id":"W4405570636","doi":"10.1002/gch2.202400207","title":"Extreme Temperature Events in Kazakhstan and Their Impacts on Public Health and Energy Demand","year":2024,"lang":"en","type":"article","venue":"Global Challenges","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Climate change; Public health; Energy consumption; Environmental science; Heating degree day; Extreme weather; Consumption (sociology); Fossil fuel; Natural resource economics; Extreme Cold; Ecological footprint; Global warming; Greenhouse gas; Environmental protection; Environmental health; Geography; Agricultural economics; Climatology; Medicine; Ecology; Sustainability; Economics; Biology","score_opus":0.10122163142957663,"score_gpt":0.31221795071041686,"score_spread":0.21099631928084023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405570636","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86379576,0.08291924,0.0000012625171,0.048379995,0.000136064,0.000106167005,0.00005143242,0.000056963014,0.0045531346],"genre_scores_gemma":[0.93148726,0.06649837,0.000009234117,0.0018720876,0.00006587124,0.000008233222,0.0000093664585,0.000010178098,0.000039375194],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99869376,0.000084273,0.00015710137,0.0003865159,0.00015771101,0.00052065187],"domain_scores_gemma":[0.9992547,0.000047603342,0.000029144516,0.00013945063,0.0000029054288,0.00052619935],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003536153,0.00018350828,0.0001903673,0.00004675162,0.000091629816,0.000048973958,0.000077164346,0.000102333666,0.000065870336],"category_scores_gemma":[0.000027095772,0.00013397624,0.000018869106,0.00017019306,0.000055626457,0.0002060906,0.00011434652,0.00012383223,0.000018904859],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012448437,0.00044709575,0.065445386,0.0010786214,0.00004043036,0.00011450034,0.023212766,0.000009466714,0.00039791546,0.012491551,0.014716105,0.88192165],"study_design_scores_gemma":[0.0012119993,0.0016192223,0.8476894,0.001271392,0.0000057961984,0.00021145708,0.006071065,0.0004251991,0.0000447102,0.016586214,0.12417128,0.00069227454],"about_ca_topic_score_codex":0.00031985765,"about_ca_topic_score_gemma":0.0059901103,"teacher_disagreement_score":0.8812294,"about_ca_system_score_codex":0.00033358406,"about_ca_system_score_gemma":0.000034293775,"threshold_uncertainty_score":0.5463393},"labels":[],"label_agreement":null},{"id":"W4408336185","doi":"10.1002/gch2.202400240","title":"Sustainable Strategies for Converting Organic, Electronic, and Plastic Waste From Municipal Solid Waste Into Functional Materials","year":2025,"lang":"en","type":"article","venue":"Global Challenges","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; University of Toronto","funders":"","keywords":"Waste management; Municipal solid waste; Leaching (pedology); Refuse-derived fuel; Environmental science; Engineering","score_opus":0.011682586537754752,"score_gpt":0.25279518574266885,"score_spread":0.2411125992049141,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408336185","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98607,0.0016787768,0.0037867425,0.00072647835,0.0002141382,0.00036022573,0.000013671038,0.00016032647,0.0069896732],"genre_scores_gemma":[0.9980383,0.00081604044,0.00026399552,0.000093901035,0.000082461236,0.00006693645,0.000018826842,0.000010606245,0.0006089157],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99868983,0.00004791263,0.00023381803,0.00041307925,0.00014944465,0.00046593405],"domain_scores_gemma":[0.9995529,0.00011050853,0.00007650522,0.00019661318,0.000016858792,0.000046612244],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027960705,0.00018762783,0.00022163756,0.000029771352,0.00022123154,0.0001130536,0.00020219051,0.00009536883,0.00015124421],"category_scores_gemma":[0.000062314844,0.00017717575,0.000034049517,0.00009389644,0.00010936785,0.00024644984,0.00040997565,0.000071323484,0.0000150157],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019278119,0.00060903834,0.004275992,0.0021065038,0.0011129598,0.000050900177,0.005688607,0.0056648334,0.14938554,0.7573318,0.018495187,0.0533508],"study_design_scores_gemma":[0.0026671076,0.00081118254,0.0053011347,0.0003050394,0.00029754484,0.000005584841,0.1181138,0.00462662,0.06934492,0.7721852,0.02521677,0.001125076],"about_ca_topic_score_codex":0.00079662906,"about_ca_topic_score_gemma":0.00067356473,"teacher_disagreement_score":0.11242519,"about_ca_system_score_codex":0.00023787294,"about_ca_system_score_gemma":0.000028987444,"threshold_uncertainty_score":0.72250175},"labels":[],"label_agreement":null},{"id":"W4409048300","doi":"10.1002/gch2.202400356","title":"Energy Generation and Carbon Footprint under Future Projections (2022–2100) of Central Asian Temperature Extremes","year":2025,"lang":"en","type":"article","venue":"Global Challenges","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Environmental science; Renewable energy; Climate change; Carbon footprint; Global warming; Limiting; Greenhouse gas; Meteorology; Atmospheric sciences; Natural resource economics; Geography; Engineering; Economics","score_opus":0.014449642504197611,"score_gpt":0.22182998033753676,"score_spread":0.20738033783333915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409048300","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39330086,0.03782174,0.0001404041,0.026186595,0.0017911129,0.00034969134,0.000077837605,0.00018219602,0.54014957],"genre_scores_gemma":[0.9974459,0.0016532689,0.0001484265,0.000075154836,0.00020457206,0.000028222616,0.000007008652,0.0000070965957,0.0004303521],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9988577,0.00006766054,0.00017387835,0.00040401128,0.0002105554,0.00028619415],"domain_scores_gemma":[0.9996453,0.000007439008,0.00005149327,0.00021636585,0.00001854307,0.000060884846],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000051920986,0.00019045404,0.0001866586,0.000033536267,0.00014617165,0.000018116718,0.00012252672,0.00014415928,0.000018982382],"category_scores_gemma":[0.0000059306776,0.00016279444,0.00004617349,0.00020819785,0.00013522968,0.000049212453,0.00023606417,0.00007777012,5.4245214e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008096525,0.00047227216,0.006060161,0.00012080492,0.00040008617,0.000023039669,0.0018816851,0.0007504455,0.05215027,0.7827059,0.0029985255,0.15235585],"study_design_scores_gemma":[0.002475194,0.0009190251,0.61235404,0.0002287721,0.00035464956,0.00012998426,0.02779323,0.0014504009,0.084475584,0.20469567,0.063296266,0.0018271967],"about_ca_topic_score_codex":0.001338055,"about_ca_topic_score_gemma":0.018788073,"teacher_disagreement_score":0.60629386,"about_ca_system_score_codex":0.00021340854,"about_ca_system_score_gemma":0.000020488525,"threshold_uncertainty_score":0.9991165},"labels":[],"label_agreement":null},{"id":"W4409559140","doi":"10.1002/gch2.1705","title":"Sustainable Strategies for Converting Organic, Electronic, and Plastic Waste From Municipal Solid Waste Into Functional Materials (Global Challenges 4/2025)","year":2025,"lang":"en","type":"article","venue":"Global Challenges","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; University of Toronto","funders":"","keywords":"Municipal solid waste; Waste management; Plastic waste; Electronic waste; Biodegradable waste; Environmental science; Business; Engineering","score_opus":0.016479364630431023,"score_gpt":0.2637884499087145,"score_spread":0.24730908527828344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409559140","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96166414,0.013081333,0.0025975998,0.002440772,0.00048745846,0.0007068209,0.000047315767,0.0003479685,0.01862658],"genre_scores_gemma":[0.9921653,0.0066386103,0.00031662962,0.00011796336,0.00015765207,0.00012512179,0.00002956974,0.000017581744,0.00043156111],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99762225,0.000105021834,0.0004034919,0.0007685413,0.0002863688,0.0008143335],"domain_scores_gemma":[0.9992063,0.00016261516,0.00014339502,0.00035450948,0.000036432077,0.00009673258],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046864658,0.00036466675,0.00041680373,0.000040757877,0.00032780363,0.0001642546,0.00038315836,0.00019740197,0.00016824881],"category_scores_gemma":[0.00010741669,0.0003520603,0.00007079571,0.00015635959,0.00019652648,0.00038919595,0.00073300186,0.000120594384,0.000029455752],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001669291,0.0006595924,0.0024501544,0.002245548,0.0011966719,0.000062543695,0.003748044,0.0028858364,0.018764025,0.88055557,0.008636758,0.07712598],"study_design_scores_gemma":[0.0032339192,0.0010844867,0.009349707,0.0004674912,0.0004202194,0.000011269678,0.14535393,0.0027316085,0.01727597,0.79280925,0.02574942,0.0015127336],"about_ca_topic_score_codex":0.0009165584,"about_ca_topic_score_gemma":0.0017320174,"teacher_disagreement_score":0.14160588,"about_ca_system_score_codex":0.0005491902,"about_ca_system_score_gemma":0.00006269412,"threshold_uncertainty_score":0.9998931},"labels":[],"label_agreement":null}]}