{"meta":{"query_hash":"6173a05c7af6","filters":{"venue":"WIT transactions on information and communication technologies"},"cohort_total":13,"direct_labels_cover":0,"predictions_cover":13,"exported":13,"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/6173a05c7af6","api":"https://metacan.xera.ac/api/v1/cohort?venue=WIT+transactions+on+information+and+communication+technologies"},"results":[{"id":"W1980703416","doi":"10.2495/risk080141","title":"The prediction and mapping of coastal flood risk associated with storm surge events and long-term sea level changes","year":2008,"lang":"en","type":"article","venue":"WIT transactions on information and communication technologies","topic":"Geophysics and Gravity Measurements","field":"Earth and Planetary 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":true,"ca_institutions":"Nova Scotia Community College","funders":"","keywords":"Storm surge; Flood myth; Digital elevation model; Coastal flood; Water level; Environmental science; Storm; Geographic information system; Hydrology (agriculture); Elevation (ballistics); Bay; Sea level; Tide gauge; Structural basin; Lidar; Meteorology; Geology; Climate change; Remote sensing; Physical geography; Geography; Cartography; Oceanography; Sea level rise","score_opus":0.03158772926557212,"score_gpt":0.19776655213071304,"score_spread":0.1661788228651409,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980703416","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":[0.9949524,0.00026817387,0.0036508164,0.00040726358,0.000021026184,0.00018895952,0.00033114915,0.00009103353,0.00008919964],"genre_scores_gemma":[0.9923826,0.007345556,0.0001262715,0.000011510944,8.523228e-7,0.0000076153683,0.00010648687,0.0000012501537,0.000017853563],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9994998,0.00003912924,0.00015575325,0.00005838564,0.00015975407,0.000087187684],"domain_scores_gemma":[0.9994607,0.000091049245,0.00016392535,0.00018580737,0.00007933766,0.00001921084],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019831488,0.000077392964,0.00008507263,0.000101326805,0.0008062617,0.000032217682,0.000101133766,0.00006181205,0.000003261015],"category_scores_gemma":[0.000023292132,0.000054442262,0.000009970693,0.00016423155,0.00023650729,0.00038153798,0.0000056113845,0.0001569597,0.0000011264029],"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":[0.00003340728,0.000023039764,0.66903716,0.000014407869,0.000057951074,6.4995916e-8,0.00077382685,0.00009350697,0.0000061130204,0.0000377596,0.0000072232,0.32991555],"study_design_scores_gemma":[0.00036413805,0.00014850668,0.9960003,0.00004846792,0.000015294625,0.0000067791966,0.0015513715,0.0013146462,0.00019445014,0.00016227942,0.00013061962,0.00006318519],"about_ca_topic_score_codex":0.00038755845,"about_ca_topic_score_gemma":0.0054838285,"teacher_disagreement_score":0.32985237,"about_ca_system_score_codex":0.000003872419,"about_ca_system_score_gemma":0.000014278627,"threshold_uncertainty_score":0.62011945},"labels":[],"label_agreement":null},{"id":"W1999183620","doi":"10.2495/risk140121","title":"Environmental risk assessment of cement dust on soils and vegetables in an urban city of South Western Nigeria","year":2014,"lang":"en","type":"article","venue":"WIT transactions on information and communication technologies","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":3,"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":"","keywords":"Inductively coupled plasma; Soil water; Environmental chemistry; Environmental science; Contamination; Soil test; Cement; Transfer factor; Inductively coupled plasma mass spectrometry; Chemistry; Metallurgy; Materials science; Mass spectrometry; Soil science","score_opus":0.01115693616672698,"score_gpt":0.23428686585050584,"score_spread":0.22312992968377887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999183620","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":[0.9788543,0.000023683197,0.01990379,0.00018058,0.000012169851,0.00025246866,0.000029917157,0.0000560024,0.00068711647],"genre_scores_gemma":[0.995729,0.0008587401,0.003289091,0.000038743856,5.8062915e-7,0.00005918194,0.000011022323,0.00000446527,0.000009132245],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990125,0.00011475934,0.00042368157,0.00011999974,0.00022173708,0.00010736522],"domain_scores_gemma":[0.9990437,0.00006600258,0.00025783706,0.0006012307,0.0000033917386,0.000027855835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044521072,0.000118952375,0.00016449744,0.00014035932,0.00013247962,0.000019438905,0.0002342449,0.00010224551,0.00007151637],"category_scores_gemma":[0.000014959711,0.000110436944,0.000019161515,0.0001007625,0.0004770596,0.0005530252,0.000047306636,0.00021522892,0.000007867254],"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":[0.000054131047,0.00063541584,0.6550212,0.00004173965,0.000025478379,4.6381853e-8,0.004105077,0.011345761,0.0023158004,0.00076354947,0.0000062301488,0.3256856],"study_design_scores_gemma":[0.00077402644,0.000607527,0.97122365,0.000054009746,0.000017804523,0.0000010313639,0.0057977694,0.0069859293,0.012700654,0.00052727305,0.001116975,0.00019331987],"about_ca_topic_score_codex":0.00004477666,"about_ca_topic_score_gemma":0.000055939625,"teacher_disagreement_score":0.3254923,"about_ca_system_score_codex":0.00009416323,"about_ca_system_score_gemma":0.000003823421,"threshold_uncertainty_score":0.4503488},"labels":[],"label_agreement":null},{"id":"W2004624951","doi":"10.2495/data070071","title":"Genetic Algorithms in a dynamically changing environment","year":2007,"lang":"en","type":"article","venue":"WIT transactions on information and communication technologies","topic":"Metaheuristic Optimization Algorithms Research","field":"Computer Science","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":"McMaster University","funders":"","keywords":"Crossover; Computer science; Transformation (genetics); Genetic algorithm; Selection (genetic algorithm); Operator (biology); Generator (circuit theory); Adaptation (eye); Population; Mathematical optimization; Quality control and genetic algorithms; Mutation; Algorithm; Linear map; Genetic operator; Meta-optimization; Artificial intelligence; Machine learning; Mathematics","score_opus":0.010721761327469695,"score_gpt":0.2390097840484396,"score_spread":0.2282880227209699,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004624951","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001021096,0.00012525482,0.99504155,0.0021305338,0.000026805405,0.00025992765,0.0000024968456,0.00044462684,0.00094772887],"genre_scores_gemma":[0.5891202,0.0016058149,0.4090298,0.00011012363,0.0000010559742,0.00007013944,0.0000049765604,0.0000039561864,0.000053940235],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989183,0.000040669664,0.00041125398,0.00013303988,0.00026217522,0.00023455621],"domain_scores_gemma":[0.9989356,0.00012582366,0.00009726666,0.00075177953,0.000052684853,0.00003685394],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060776586,0.00010683684,0.00010462482,0.001077273,0.00022678844,0.00014017726,0.00071158865,0.000109467015,0.000019240673],"category_scores_gemma":[0.00003923136,0.00010569316,0.000019792042,0.00077689445,0.00012414467,0.0008160981,0.00006621172,0.0003048705,0.000052347004],"study_design_candidate":"simulation_or_modeling","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":[0.0000053731205,0.00005042073,0.000031939446,0.000008240403,0.0000058918854,6.7572324e-7,0.0006699424,0.004276459,0.00001207426,0.014512374,0.0000046412583,0.98042196],"study_design_scores_gemma":[0.00068853045,0.00011699135,0.003285808,0.0000389852,0.0000038021597,0.000024379291,0.0029330251,0.98258305,0.0010321346,0.0038018227,0.005234785,0.00025670658],"about_ca_topic_score_codex":0.000013136742,"about_ca_topic_score_gemma":0.00000890266,"teacher_disagreement_score":0.98016524,"about_ca_system_score_codex":0.00010058863,"about_ca_system_score_gemma":0.000021592372,"threshold_uncertainty_score":0.43100417},"labels":[],"label_agreement":null},{"id":"W2005496448","doi":"10.2495/risk080381","title":"Vulnerability assessment survey of oil and gas facilities to climate-driven sea level rises and storm surges on the west coast of Trinidad","year":2008,"lang":"en","type":"article","venue":"WIT transactions on information and communication technologies","topic":"Tropical and Extratropical Cyclones Research","field":"Earth and Planetary Sciences","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":"Université de Montréal","funders":"","keywords":"Storm surge; Environmental science; Vulnerability assessment; Vulnerability (computing); Climate change; Storm; Submarine pipeline; Coastal erosion; Sea level; Global warming; Climatology; Erosion; Geography; Oceanography; Meteorology; Physical geography; Geology","score_opus":0.0695256127822987,"score_gpt":0.27530431992485943,"score_spread":0.20577870714256075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005496448","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":[0.9949416,0.000120843215,0.00084131496,0.002947702,0.000010703858,0.00009982253,0.0006834932,0.0000521491,0.00030240335],"genre_scores_gemma":[0.991807,0.0076194406,0.00047351484,0.000032293603,5.5640135e-7,0.000011526626,0.000044627715,9.421971e-7,0.000010096657],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992068,0.00012922555,0.00028950447,0.00007833195,0.00018692034,0.00010922596],"domain_scores_gemma":[0.9987686,0.00071117684,0.00007679807,0.00029137766,0.00011622222,0.000035769466],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002708195,0.00008452805,0.00015418458,0.0001262648,0.00038797123,0.000031156836,0.00018179973,0.000068654415,0.000072030845],"category_scores_gemma":[0.000112281465,0.000055008746,0.000017343744,0.0002049977,0.0005826345,0.00025705242,0.000014808022,0.00021619469,0.000003596943],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013057125,0.000042430853,0.67047846,0.00008125145,0.0000141783685,5.180172e-8,0.00054444734,0.00042855315,0.0000081755325,0.0009580877,0.000021050573,0.3272927],"study_design_scores_gemma":[0.00017007538,0.00029661309,0.9944779,0.00002419044,0.0000030758265,0.000002728782,0.0032501991,0.0007934426,0.0002965269,0.00011976874,0.0005027895,0.00006264143],"about_ca_topic_score_codex":0.007455202,"about_ca_topic_score_gemma":0.019217022,"teacher_disagreement_score":0.3272301,"about_ca_system_score_codex":0.0000058543096,"about_ca_system_score_gemma":0.000024892908,"threshold_uncertainty_score":0.9991542},"labels":[],"label_agreement":null},{"id":"W2015103751","doi":"10.2495/risk140331","title":"Creating common operational pictures for disaster response with collaborative work","year":2014,"lang":"en","type":"article","venue":"WIT transactions on information and communication technologies","topic":"Advanced Computational Techniques and Applications","field":"Computer 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":"Public Safety Canada","funders":"National Natural Science Foundation of China","keywords":"Computer science; Work (physics); Human–computer interaction","score_opus":0.008684278393762403,"score_gpt":0.2578487043490254,"score_spread":0.249164425955263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2015103751","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0026108543,0.000032701842,0.98436725,0.010887994,0.000012022477,0.00050875754,0.000016846168,0.0008769991,0.0006865625],"genre_scores_gemma":[0.6587917,0.000046376168,0.33995426,0.00046955378,0.0000019371353,0.00066878786,0.000024944282,0.000004355611,0.000038065944],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992383,0.000064695676,0.00028215174,0.00014670074,0.00014957276,0.000118571],"domain_scores_gemma":[0.9983951,0.00055878185,0.0001586188,0.0006060709,0.00025501326,0.00002644747],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024569838,0.00013580958,0.00012457224,0.00019409998,0.0007801187,0.00026049622,0.000512482,0.00008481462,0.0000025975344],"category_scores_gemma":[0.000046898116,0.00011189652,0.000022873484,0.00052673736,0.00015077858,0.001169786,0.000027545777,0.0001688972,0.0000055531773],"study_design_candidate":"theoretical_or_conceptual","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":[0.00033130925,0.00006239602,0.000024263722,0.0000129456475,0.00002220105,2.9058496e-8,0.0015083819,0.015643185,0.000047965303,0.6198489,0.00020899014,0.3622894],"study_design_scores_gemma":[0.0038679973,0.0026414918,0.0037778148,0.00041186938,0.00005307545,0.00004455522,0.008939479,0.35838714,0.01825803,0.22588463,0.3762359,0.0014980339],"about_ca_topic_score_codex":0.0000019513686,"about_ca_topic_score_gemma":0.0000044014737,"teacher_disagreement_score":0.65618086,"about_ca_system_score_codex":0.000039728497,"about_ca_system_score_gemma":0.000036897407,"threshold_uncertainty_score":0.6000121},"labels":[],"label_agreement":null},{"id":"W2059692706","doi":"10.2495/risk140211","title":"Estimating post- and pre-mitigation contingency in construction","year":2014,"lang":"en","type":"article","venue":"WIT transactions on information and communication technologies","topic":"Construction Project Management and Performance","field":"Decision Sciences","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":"Concordia University","funders":"","keywords":"Contingency; Contingency plan; Risk analysis (engineering); Risk management; Computer science; Cost contingency; Cost estimate; Schedule; Estimation; Control (management); Business; Engineering; Cost engineering; Systems engineering; Computer security","score_opus":0.01843034806305818,"score_gpt":0.2900816312226168,"score_spread":0.27165128315955867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059692706","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":[0.52795064,0.00008099145,0.45807335,0.005743101,0.00018400609,0.00045165772,0.000008180359,0.0005281359,0.006979909],"genre_scores_gemma":[0.9776727,0.00035422493,0.021712277,0.00012948777,0.000003095457,0.00006638348,0.000009345902,0.0000030743593,0.00004943162],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987181,0.00009203605,0.0006348676,0.00015451948,0.00028346266,0.00011700983],"domain_scores_gemma":[0.9986742,0.00031794817,0.00029576384,0.0004943111,0.00019656334,0.000021223632],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011030101,0.00011412276,0.00014788442,0.0008753774,0.00041572927,0.0003132706,0.00028646452,0.00011007806,0.00004174021],"category_scores_gemma":[0.00051677454,0.00010124408,0.000021241105,0.0006564073,0.00030125555,0.0024065538,0.000030785373,0.00025281,0.000026255726],"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":[0.000017059741,0.000009220993,0.0020615638,0.000011176661,0.0000037196528,1.2870093e-8,0.000929457,0.0005513775,0.00001881966,0.027454663,0.000015306128,0.9689276],"study_design_scores_gemma":[0.0028158776,0.0005092398,0.076412655,0.00028861556,0.0000367544,0.00007775024,0.053965308,0.686899,0.002160585,0.13973182,0.036293305,0.00080907386],"about_ca_topic_score_codex":0.000041849704,"about_ca_topic_score_gemma":0.00007779976,"teacher_disagreement_score":0.96811855,"about_ca_system_score_codex":0.000024263463,"about_ca_system_score_gemma":0.000015468126,"threshold_uncertainty_score":0.41286138},"labels":[],"label_agreement":null},{"id":"W2062666034","doi":"10.2495/data070181","title":"Performance of information retrieval models using term co-occurrences","year":2007,"lang":"en","type":"article","venue":"WIT transactions on information and communication technologies","topic":"Rough Sets and Fuzzy Logic","field":"Computer 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":"Université du Québec à Montréal","funders":"","keywords":"Computer science; Vector space model; Term Discrimination; Divergence-from-randomness model; Scalability; Standard Boolean model; Set (abstract data type); Exploit; Term (time); Information retrieval; Boolean model; Data mining; Artificial intelligence; Search engine; Boolean function; Concept search; Database; Algorithm; Boolean expression","score_opus":0.028851710767718704,"score_gpt":0.2618619079778876,"score_spread":0.2330101972101689,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062666034","genre_codex":"methods","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":[0.06714952,0.000090890026,0.9278893,0.00036783598,0.000055485605,0.00019882836,0.00001171114,0.00046672553,0.0037697395],"genre_scores_gemma":[0.9515982,0.0012226299,0.04708104,0.000072380564,0.0000010660315,0.000006275867,0.000014555708,0.0000016495737,0.0000021835172],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989845,0.000018339291,0.0005375574,0.00007164453,0.00023719604,0.00015074895],"domain_scores_gemma":[0.9988065,0.00007072022,0.00030995146,0.00063490553,0.00015293041,0.000024993424],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004646818,0.00011399543,0.00012776746,0.0005135251,0.00034957367,0.00012969847,0.00071614154,0.00013548958,0.0000035425137],"category_scores_gemma":[0.000016558735,0.000100203266,0.000029940074,0.0005631058,0.0001885494,0.0057569044,0.00003233875,0.00022238646,0.0000075874286],"study_design_candidate":"simulation_or_modeling","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":[0.000045142755,0.000043761902,0.00015771207,0.00005616529,0.000014848183,4.648992e-8,0.002219526,0.0053984537,0.000060839313,0.040800788,0.000017754126,0.951185],"study_design_scores_gemma":[0.0007169543,0.00042485917,0.0020047144,0.0001383858,0.000015527914,0.000028755943,0.004943255,0.9644034,0.019296922,0.0052112215,0.002441475,0.00037454392],"about_ca_topic_score_codex":0.000013663833,"about_ca_topic_score_gemma":0.0000016849509,"teacher_disagreement_score":0.95900494,"about_ca_system_score_codex":0.0000413164,"about_ca_system_score_gemma":0.00003929546,"threshold_uncertainty_score":0.41736165},"labels":[],"label_agreement":null},{"id":"W2080468825","doi":"10.2495/data070221","title":"Knowledge discovery in a circle of trust","year":2007,"lang":"en","type":"article","venue":"WIT transactions on information and communication technologies","topic":"Privacy-Preserving Technologies in Data","field":"Computer 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 Ottawa","funders":"","keywords":"Computer science; Identity management; Context (archaeology); Internet privacy; Identity (music); Computer security; Information privacy; Alliance; World Wide Web; Personally identifiable information; Architecture; Access control","score_opus":0.018460458165194878,"score_gpt":0.26513089328919287,"score_spread":0.246670435123998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080468825","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020986412,0.0003348753,0.9672317,0.0071122856,0.00004460829,0.00019059933,0.000009804294,0.0011120901,0.0029776373],"genre_scores_gemma":[0.9303062,0.0011041289,0.06850123,0.00003647829,4.6809453e-7,0.000031879863,0.0000058705964,0.0000027344452,0.00001101664],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9991174,0.000023835242,0.00045405363,0.000119066994,0.0001265025,0.00015915713],"domain_scores_gemma":[0.9955737,0.00018549609,0.00016077327,0.00399945,0.00006714783,0.000013450179],"candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.0005310935,0.000096750104,0.00013275055,0.00080826017,0.00012612075,0.000090245776,0.006657701,0.0001664502,0.0000021661601],"category_scores_gemma":[0.00084246777,0.00009958382,0.000024459683,0.0010200217,0.00025481166,0.0029127086,0.0015842814,0.00033620858,0.000011054785],"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":[0.0000142310755,0.00010603623,0.00018842841,0.000035029825,0.000008843848,1.8132543e-7,0.0005747272,0.000027934395,0.000112481015,0.037699692,0.00031089026,0.9609215],"study_design_scores_gemma":[0.0035615955,0.0007182486,0.03583335,0.0007941767,0.000023997874,0.000059057707,0.030589908,0.10533469,0.21172887,0.5878434,0.022238035,0.0012746413],"about_ca_topic_score_codex":0.00003375865,"about_ca_topic_score_gemma":0.0000724221,"teacher_disagreement_score":0.9596469,"about_ca_system_score_codex":0.0000633697,"about_ca_system_score_gemma":0.000030521027,"threshold_uncertainty_score":0.9987168},"labels":[],"label_agreement":null},{"id":"W2198937222","doi":"10.2495/risk080041","title":"Occurrence neighbourhoods and risk assessment from landslide hazard in northern Spain","year":2008,"lang":"en","type":"article","venue":"WIT transactions on information and communication technologies","topic":"Landslides and related hazards","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":"Geological Survey of Canada","funders":"European Commission","keywords":"Thematic map; Hazard; Landslide; Computer science; Boundary (topology); Cartography; Geography; Geology; Mathematics; Seismology","score_opus":0.007931963444289375,"score_gpt":0.21539342224646515,"score_spread":0.20746145880217579,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2198937222","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":[0.9605067,0.00017627538,0.033594858,0.0015884931,0.000027727961,0.00021756394,0.0000883424,0.00030735746,0.003492702],"genre_scores_gemma":[0.98245233,0.0142551875,0.0031379333,0.000057898833,6.288004e-7,0.00004165923,0.000039530267,0.0000021387348,0.000012670788],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9993718,0.000045216446,0.00024418966,0.000102468766,0.00012820707,0.000108096625],"domain_scores_gemma":[0.99944055,0.000073029005,0.000107469335,0.00034302464,0.000010362561,0.000025574194],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014707485,0.000101461075,0.000104761726,0.00010071628,0.00036153308,0.00004289843,0.00018993995,0.00012859244,0.000087570384],"category_scores_gemma":[0.000017537468,0.00008196362,0.000017389057,0.00021234645,0.0002497331,0.0006122651,0.000032658514,0.0003838083,0.00004960035],"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":[0.000027345499,0.000062581195,0.42540613,0.000004067613,0.000017083348,5.852186e-7,0.0014294427,0.0024291065,0.000013934343,0.00012604614,0.00008628922,0.5703974],"study_design_scores_gemma":[0.0019826915,0.0002277162,0.9425096,0.00008324784,0.0000388161,0.00003158091,0.00709508,0.017969731,0.00051973056,0.0030454597,0.025993476,0.0005029011],"about_ca_topic_score_codex":0.0006373359,"about_ca_topic_score_gemma":0.0015057558,"teacher_disagreement_score":0.5698945,"about_ca_system_score_codex":0.00006496341,"about_ca_system_score_gemma":0.000011088362,"threshold_uncertainty_score":0.33423793},"labels":[],"label_agreement":null},{"id":"W2212603311","doi":"10.2495/ci040271","title":"Instructional Technology Innovation AsTransformational Learning:Female Faculty’s Narratives Of Experience","year":2004,"lang":"en","type":"article","venue":"WIT transactions on information and communication technologies","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":2,"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":"","keywords":"Transformative learning; Narrative; Pedagogy; Cognitive reframing; Sociology; Transformational leadership; Sociocultural evolution; Realm; Narrative inquiry; Psychology; Social psychology","score_opus":0.020732984246526275,"score_gpt":0.3081004980837035,"score_spread":0.28736751383717724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2212603311","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":[0.77319974,0.00007714156,0.19506909,0.022245748,0.00011621386,0.00037013768,0.000018372833,0.000879084,0.008024471],"genre_scores_gemma":[0.988215,0.00036558913,0.011072261,0.000047090678,0.000004261971,0.0001119656,0.000045305816,0.0000032222501,0.00013527964],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99909014,0.000033747263,0.00042399572,0.00008326019,0.00024673512,0.0001220978],"domain_scores_gemma":[0.9990313,0.000027573918,0.0002614775,0.00020613316,0.0004559225,0.00001756395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019385862,0.00009539171,0.00010839887,0.0006680001,0.00082856993,0.000059218193,0.00028104463,0.0001920205,0.000050209586],"category_scores_gemma":[0.00012599608,0.00009818872,0.00002333398,0.0011968092,0.00078959856,0.001324756,0.000009036464,0.00030426154,0.000012433784],"study_design_candidate":"qualitative","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":[0.000014964921,0.000048662183,0.00039393053,0.00001290522,0.0000134207685,1.7797303e-8,0.061796296,0.00061599433,0.00008699609,0.7455128,0.000009539397,0.19149448],"study_design_scores_gemma":[0.00089157675,0.00016203451,0.0013822395,0.00011518397,0.000008897276,0.0000063686603,0.81999105,0.000050771607,0.010667651,0.064179696,0.102276616,0.00026790524],"about_ca_topic_score_codex":0.00006544404,"about_ca_topic_score_gemma":0.00006420426,"teacher_disagreement_score":0.75819474,"about_ca_system_score_codex":0.00008204018,"about_ca_system_score_gemma":0.00016176127,"threshold_uncertainty_score":0.63727736},"labels":[],"label_agreement":null},{"id":"W2226365712","doi":"10.2495/mis020381","title":"Testing The New AnnAGNPS Simulation Model On An Intensively Cultivated Watershed Within The Canadian Climatic Context","year":2002,"lang":"en","type":"article","venue":"WIT transactions on information and communication technologies","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Watershed; Context (archaeology); Computer science; Geography; Machine learning; Archaeology","score_opus":0.040176386619143585,"score_gpt":0.23433425865916716,"score_spread":0.19415787204002358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2226365712","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":[0.66416365,0.00013162028,0.11557541,0.17442283,0.00016514896,0.0030692942,0.000070607384,0.002236098,0.040165346],"genre_scores_gemma":[0.9971091,0.00005144714,0.0008380334,0.0018058511,0.0000013611113,0.000049153074,0.00001985923,0.000004532207,0.00012067527],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999323,0.000055463628,0.00025914054,0.0000905438,0.00012550066,0.00014631431],"domain_scores_gemma":[0.9991299,0.00014640104,0.00012612774,0.00051392784,0.000038944916,0.000044711927],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021192178,0.00011212222,0.00008298565,0.00009751461,0.0012002913,0.00013010006,0.000398691,0.00011227816,0.00007699019],"category_scores_gemma":[0.000110698966,0.000065587454,0.000017380182,0.00027774612,0.0002804849,0.000618243,0.000017254271,0.0003181038,0.00010627884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030138868,0.00005121738,0.0008607963,0.0000044176736,0.000018204111,1.5083657e-7,0.009102224,0.6659514,0.00006681529,0.0026862426,0.0013698081,0.31985858],"study_design_scores_gemma":[0.00029544692,0.00014123456,0.004063855,0.00001535228,0.000011225344,0.000005202087,0.0054061925,0.9850972,0.00018273696,0.0018112588,0.0028562215,0.00011403171],"about_ca_topic_score_codex":0.0061964714,"about_ca_topic_score_gemma":0.025331983,"teacher_disagreement_score":0.33294544,"about_ca_system_score_codex":0.00011530157,"about_ca_system_score_gemma":0.000014193753,"threshold_uncertainty_score":0.99245316},"labels":[],"label_agreement":null},{"id":"W2334863488","doi":"10.2495/csse140591","title":"TAHU: a TLS parallel heterogeneous multi-core system","year":2014,"lang":"en","type":"article","venue":"WIT transactions on information and communication technologies","topic":"Distributed and Parallel Computing Systems","field":"Computer 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":"McGill University","funders":"","keywords":"Computer science; Core (optical fiber); Parallel computing; Multi-core processor; Distributed computing; Telecommunications","score_opus":0.01868109248069742,"score_gpt":0.22878605818832107,"score_spread":0.21010496570762366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2334863488","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001323424,0.0001408833,0.99305713,0.0012272728,0.00009984401,0.00024190088,0.000008803688,0.002688368,0.0012123882],"genre_scores_gemma":[0.96016043,0.00013481033,0.039405208,0.00012724663,0.0000025121267,0.00010029291,0.000018686475,0.000004476892,0.000046319183],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990048,0.000071871036,0.00042035547,0.00015217352,0.00017154393,0.00017925432],"domain_scores_gemma":[0.99837136,0.00009374958,0.00020720497,0.0011765187,0.000112433365,0.00003871539],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029920728,0.00015923071,0.00017257089,0.00024749077,0.0005049172,0.00029606686,0.000978358,0.00015452881,0.0000019041081],"category_scores_gemma":[0.000023161932,0.00014404012,0.000048167294,0.00035231694,0.00010444276,0.00077145686,0.00004888553,0.00024047196,0.000101894846],"study_design_candidate":"simulation_or_modeling","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":[0.000020385509,0.00013724073,0.000056802215,0.00017945393,0.00006714037,5.493762e-7,0.0019716155,0.0676271,0.000025541938,0.29033378,0.0003217528,0.6392586],"study_design_scores_gemma":[0.00084533356,0.00016928223,0.00017254679,0.00016139682,0.000009852288,0.00008836447,0.0015427454,0.9583936,0.00038213888,0.001531612,0.036381066,0.00032207018],"about_ca_topic_score_codex":0.000026352436,"about_ca_topic_score_gemma":0.000007076722,"teacher_disagreement_score":0.95883703,"about_ca_system_score_codex":0.0000504827,"about_ca_system_score_gemma":0.000018696945,"threshold_uncertainty_score":0.5873786},"labels":[],"label_agreement":null},{"id":"W4238224849","doi":"10.2495/isme132983","title":"How to impact on the speed of information transfer and business performance through implementing MIS?","year":2013,"lang":"en","type":"article","venue":"WIT transactions on information and communication technologies","topic":"Information Technology Governance and Strategy","field":"Business, Management and Accounting","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":"University of Waterloo","funders":"","keywords":"Computer science; Transfer (computing); Parallel computing","score_opus":0.013725375487017945,"score_gpt":0.21479493836163746,"score_spread":0.20106956287461952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238224849","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":[0.8984169,0.000047089183,0.051133603,0.03165155,0.0000532322,0.0012451373,0.000024608064,0.00065562205,0.016772263],"genre_scores_gemma":[0.99742854,0.00052853924,0.00048526918,0.0013580535,0.0000048975307,0.00013289528,0.00003251299,0.000005204549,0.000024096396],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990742,0.000007532066,0.00044382733,0.000072762516,0.00020264293,0.00019900064],"domain_scores_gemma":[0.9988481,0.000054478984,0.0002533945,0.00047273346,0.00036391415,0.000007388494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021386714,0.00018225428,0.00016233962,0.00042991643,0.0005383935,0.00056090776,0.00038031908,0.00013223512,0.000063331216],"category_scores_gemma":[0.00006344028,0.00012445098,0.00003554651,0.0007567002,0.00017647762,0.009477143,0.000029690877,0.00025493972,0.00008289135],"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":[0.000103109756,0.000055336834,0.00080157584,0.0002943116,0.000069033376,3.0552943e-8,0.0017357509,0.0009937194,0.00013592001,0.23901646,0.0016134249,0.7551813],"study_design_scores_gemma":[0.005763703,0.0009898037,0.14009082,0.0012143599,0.00022460021,0.00003890134,0.2054703,0.06504142,0.033311207,0.031737052,0.51357263,0.0025451942],"about_ca_topic_score_codex":0.0002120075,"about_ca_topic_score_gemma":0.000012540772,"teacher_disagreement_score":0.75263613,"about_ca_system_score_codex":0.00002816478,"about_ca_system_score_gemma":0.000015884476,"threshold_uncertainty_score":0.68707},"labels":[],"label_agreement":null}]}