{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":12,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":12,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"4d6d08a86c74","filters":{"venue":"International Conference on Cyber Warfare and Security"}},"results":[{"id":"W4322622740","doi":"10.34190/iccws.18.1.1087","title":"An Analysis of Crypto Scams during the Covid-19 Pandemic: 2020-2022","year":2023,"lang":"en","type":"article","venue":"International Conference on Cyber Warfare and Security","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Society of Intestinal Research","funders":"","keywords":"Cryptocurrency; Hacker; Payment; Coronavirus disease 2019 (COVID-19); Business; Phishing; Investment (military); Pandemic; Computer security; The Internet; Internet privacy; Law; Political science; Finance; Computer science; Medicine","authors":[{"name":"Johannes George Botha","is_ca":true},{"name":"Danielle Botha","is_ca":false},{"name":"Louise Leenen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03907373255714448,"gpt":0.3267058481328989,"spread":0.2876321155757544,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001358648,0.0004519189,0.0003124296,0.002331792,0.0005789594,0.001902833,0.0005683705,0.001179596,0.004060085],"category_scores_gemma":[0.004241702,0.0002223555,0.0006554445,0.002230149,0.0003318906,0.001969552,0.001270709,0.001193969,0.001509701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001367991,"about_ca_system_score_gemma":0.001115091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03348026,"about_ca_topic_score_gemma":0.02577282,"domain_scores_codex":[0.9988862,0.0001035911,0.00008906085,0.0001403677,0.0003814476,0.0003994519],"domain_scores_gemma":[0.9953246,0.0005590481,0.001553899,0.0001016503,0.001716436,0.0007443372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004203465,0.0001457949,0.9428723,0.0002286535,0.0001261459,0.001225843,0.001073494,0.002604745,0.0009118742,0.001883898,0.02205025,0.02645657],"study_design_scores_gemma":[0.00001026353,0.0001346679,0.9692408,0.0001993926,0.00003953205,0.0006493285,0.005367245,0.006006747,0.000383563,0.0004395295,0.01747961,0.00004919533],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9409317,0.002150611,0.001029153,0.003218626,0.0001761804,0.0001421573,0.03222759,0.0001165729,0.02000729],"genre_scores_gemma":[0.973955,0.001330976,0.0003007881,0.0005866986,0.0001058715,0.0000663106,0.02101407,0.00002827925,0.002612114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03348026,"threshold_uncertainty_score":0.06657076,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393091513","doi":"10.34190/iccws.19.1.1992","title":"Friend or Foe – The Impact of ChatGPT on Capture the Flag Competitions","year":2024,"lang":"en","type":"article","venue":"International Conference on Cyber Warfare and Security","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Society of Intestinal Research","funders":"","keywords":"Flag (linear algebra); Mathematics; Algebra over a field","authors":[{"name":"Heloise Pieterse","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1510746105007607,"gpt":0.4484325611317747,"spread":0.2973579506310141,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006756222,0.0005924705,0.0004272535,0.001141539,0.00398931,0.006442099,0.001436087,0.001759452,0.01532828],"category_scores_gemma":[0.07572104,0.000309711,0.0005569028,0.0007350641,0.002267408,0.005621166,0.004253979,0.002624972,0.002788202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00226924,"about_ca_system_score_gemma":0.001812233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009516578,"about_ca_topic_score_gemma":0.01405751,"domain_scores_codex":[0.990689,0.005623261,0.0002494452,0.0007646122,0.001801285,0.0008724329],"domain_scores_gemma":[0.8998868,0.07527709,0.006172109,0.00423342,0.007046941,0.007383659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.002045023,0.003577813,0.2369481,0.002232725,0.0002866256,0.005127767,0.4179586,0.002155551,0.00844146,0.01243944,0.05747264,0.2513143],"study_design_scores_gemma":[0.0001754708,0.002395801,0.2869421,0.001955213,0.0003869552,0.002725383,0.4775349,0.009909741,0.005672771,0.006309634,0.2055458,0.0004462243],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.927152,0.001000162,0.002561029,0.004033471,0.0003602314,0.0001811065,0.0002873211,0.0003937827,0.06403096],"genre_scores_gemma":[0.9853981,0.0003586999,0.001051359,0.001027018,0.00007411365,0.0001065162,0.0002142865,0.0001625065,0.01160745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01532828,"threshold_uncertainty_score":0.05127823,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4322623148","doi":"10.34190/iccws.18.1.959","title":"Towards the Usefulness of Learning Factories in the Cybersecurity Domain","year":2023,"lang":"en","type":"article","venue":"International Conference on Cyber Warfare and Security","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Society of Intestinal Research","funders":"","keywords":"Workforce; Sophistication; Computer security; Business; Work (physics); Consistency (knowledge bases); Position (finance); Ignorance; Public relations; Knowledge management; Computer science; Risk analysis (engineering); Engineering; Political science","authors":[{"name":"Namosha Veerasamy","is_ca":true},{"name":"Thuli Mkhwanazi","is_ca":true},{"name":"Zubeida Casmod Khan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04482098070769602,"gpt":0.268972268088864,"spread":0.224151287381168,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0162238,0.000620101,0.0003264715,0.00298706,0.003866991,0.01219386,0.001400949,0.00270477,0.00390204],"category_scores_gemma":[0.043262,0.0003818241,0.0006007656,0.001925257,0.009173358,0.01198135,0.006141557,0.002971925,0.0008373393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007368309,"about_ca_system_score_gemma":0.009171269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008750818,"about_ca_topic_score_gemma":0.006831922,"domain_scores_codex":[0.989447,0.006105489,0.0003037966,0.0008040587,0.00226901,0.001070619],"domain_scores_gemma":[0.955033,0.0278709,0.00379698,0.002441957,0.00797864,0.002878457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003729383,0.0007874537,0.1024554,0.0008955338,0.0000446437,0.001047992,0.07159597,0.001728264,0.001623313,0.4626508,0.004978935,0.3518188],"study_design_scores_gemma":[0.0002209483,0.002157529,0.126268,0.005636687,0.0002247579,0.002153545,0.2326072,0.01786285,0.004516778,0.2666474,0.3414337,0.0002705377],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5998765,0.00447438,0.07810516,0.03628479,0.0004638617,0.0004653908,0.00009232524,0.000350857,0.2798867],"genre_scores_gemma":[0.9708806,0.001323675,0.02111976,0.001079532,0.00006617924,0.0001036768,0.00003134427,0.00004061329,0.005354613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0162238,"threshold_uncertainty_score":0.08580071,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393092445","doi":"10.34190/iccws.19.1.2050","title":"Cryptocurrency-crime Investigation: Fraudulent use of Bitcoin in a Divorce Case","year":2024,"lang":"en","type":"article","venue":"International Conference on Cyber Warfare and Security","topic":"Digital Transformation in Law","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Society of Intestinal Research","funders":"","keywords":"Cryptocurrency; Business; Computer security; Computer science","authors":[{"name":"Johnny Botha","is_ca":true},{"name":"Louise Leenen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1033644446810388,"gpt":0.2843434204662297,"spread":0.1809789757851909,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003082581,0.0003649975,0.0003362842,0.002437283,0.006773237,0.002895434,0.001544312,0.005186797,0.003097486],"category_scores_gemma":[0.01153952,0.0003905394,0.0004751948,0.001596828,0.00330443,0.003366562,0.003555279,0.004130397,0.000549579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002470986,"about_ca_system_score_gemma":0.002241715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01193956,"about_ca_topic_score_gemma":0.0146394,"domain_scores_codex":[0.9966703,0.00145022,0.0002463477,0.0002577809,0.0008747805,0.0005005565],"domain_scores_gemma":[0.9935226,0.004194316,0.0007694946,0.0004434961,0.000659249,0.0004108492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0003837415,0.0009037725,0.09198616,0.0005049125,0.00008089717,0.3893668,0.2011428,0.002433467,0.004795589,0.2178217,0.02326713,0.06731305],"study_design_scores_gemma":[0.0001006013,0.0004413927,0.04895354,0.002161084,0.0002583547,0.2670693,0.3721025,0.02272444,0.02998539,0.04872543,0.2072175,0.0002605272],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9265529,0.001705038,0.009882748,0.01261123,0.0001142303,0.0002843334,0.0002703656,0.00005542416,0.04852371],"genre_scores_gemma":[0.9859831,0.00119713,0.003947864,0.001275499,0.0000474123,0.00005744182,0.00008371664,0.00001579248,0.007392062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01193956,"threshold_uncertainty_score":0.02374011,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393091494","doi":"10.34190/iccws.19.1.1948","title":"Recognising Cyber Blockades as Crimes Against Humanity: Can International Criminal Law Keep Up?","year":2024,"lang":"en","type":"article","venue":"International Conference on Cyber Warfare and Security","topic":"Cybercrime and Law Enforcement Studies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Regent College","funders":"","keywords":"Crimes against humanity; Humanity; Criminal law; Law; Political science; Criminology; International law; War crime; Psychology","authors":[{"name":"Dora Vanda Velenczei","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05345087994881845,"gpt":0.3203313614724016,"spread":0.2668804815235831,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01230133,0.0007274384,0.001216066,0.003708133,0.008772343,0.02721008,0.002492598,0.02399336,0.008292124],"category_scores_gemma":[0.03371989,0.0005255753,0.001066488,0.002769538,0.04764171,0.04548252,0.008329915,0.02704841,0.001936062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006995964,"about_ca_system_score_gemma":0.01413596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02085351,"about_ca_topic_score_gemma":0.02187159,"domain_scores_codex":[0.9908076,0.003081803,0.0006916552,0.001202828,0.002682109,0.001534018],"domain_scores_gemma":[0.9692121,0.02106781,0.00238675,0.001744052,0.003645153,0.001944089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001879213,0.00005612961,0.002045197,0.0003059903,0.00001080629,0.0005923964,0.01140064,0.0001524865,0.0001345431,0.8283482,0.08520247,0.0717324],"study_design_scores_gemma":[0.00001277107,0.00004738612,0.003820702,0.005670332,0.00002628613,0.001005016,0.03271848,0.0004855023,0.0002714427,0.4086756,0.5471495,0.000117076],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00677618,0.04751445,0.003206335,0.8086768,0.006885971,0.00004971262,0.00006286099,0.00004528778,0.1267824],"genre_scores_gemma":[0.4382908,0.101661,0.006070698,0.4005492,0.01274398,0.0002130694,0.0002621874,0.0001777247,0.04003132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02721008,"threshold_uncertainty_score":0.06505638,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408836072","doi":"10.34190/iccws.20.1.3254","title":"Vulnerabilities to Crypto Currency Scams and Online Persuasion Strategies","year":2025,"lang":"en","type":"article","venue":"International Conference on Cyber Warfare and Security","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Society of Intestinal Research","funders":"","keywords":"Computer security; Persuasion; Internet privacy; Currency; Business; Computer science; Psychology; Social psychology; Economics; Monetary economics","authors":[{"name":"Vilma Luoma‐aho","is_ca":false},{"name":"Johnny Botha","is_ca":true},{"name":"Miriam Hautala","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02331322348103328,"gpt":0.3119921959623487,"spread":0.2886789724813155,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00365332,0.000343994,0.000245663,0.002576067,0.001097648,0.004071553,0.0004532431,0.001508786,0.003928055],"category_scores_gemma":[0.0277702,0.0002333762,0.0002506012,0.001003306,0.003084198,0.005745745,0.001658267,0.001270518,0.0004723479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001068138,"about_ca_system_score_gemma":0.000572495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00110254,"about_ca_topic_score_gemma":0.0008777839,"domain_scores_codex":[0.9971969,0.001668052,0.0001609666,0.0001847355,0.0004798331,0.0003095082],"domain_scores_gemma":[0.9634623,0.02647823,0.006083832,0.001605588,0.001729788,0.0006403286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006524323,0.0008258079,0.3447364,0.0008277772,0.0002954745,0.004203593,0.1512219,0.007664144,0.00373223,0.209182,0.004210747,0.2724475],"study_design_scores_gemma":[0.0001767992,0.001606857,0.3369492,0.002017663,0.0005373595,0.01346432,0.2033463,0.06746569,0.01000893,0.26106,0.1029897,0.0003772438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9427314,0.001302644,0.007620174,0.002382573,0.00003749618,0.00007117262,0.00003435944,0.00006397749,0.04575611],"genre_scores_gemma":[0.9983335,0.000176952,0.000483098,0.00005354539,0.000007259113,0.000007822475,0.000007753683,0.000004957239,0.0009251958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004071553,"threshold_uncertainty_score":0.01932085,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393094652","doi":"10.34190/iccws.19.1.2054","title":"On The Zero-Trust Intranet Certification Problem","year":2024,"lang":"en","type":"article","venue":"International Conference on Cyber Warfare and Security","topic":"Cryptography and Data Security","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Society of Intestinal Research","funders":"","keywords":"Certification; Zero (linguistics); Intranet; Business; Computer science; World Wide Web; The Internet; Management; Economics; Philosophy; Linguistics","authors":[{"name":"Danielle Botha-Badenhorst","is_ca":true},{"name":"André Martin McDonald","is_ca":true},{"name":"Graham David Barbour","is_ca":true},{"name":"Ethan Buckinjohn","is_ca":true},{"name":"Wian Gertenbach","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03673024923766276,"gpt":0.2788194873246132,"spread":0.2420892380869504,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008324741,0.0004612424,0.0007689525,0.001569193,0.002405793,0.00553675,0.002228021,0.004683429,0.003904588],"category_scores_gemma":[0.02336168,0.0005687444,0.0009435676,0.002550974,0.006691152,0.01461606,0.00349763,0.005313889,0.001126541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002813541,"about_ca_system_score_gemma":0.004187681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003101868,"about_ca_topic_score_gemma":0.002378102,"domain_scores_codex":[0.9888445,0.004074081,0.0008643165,0.001297656,0.00400401,0.0009154892],"domain_scores_gemma":[0.9768865,0.01488517,0.001513176,0.002743677,0.003470476,0.0005010391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004312039,0.00004030094,0.0007281051,0.0004271982,0.00001792142,0.0005043321,0.0007283232,0.007991601,0.0005933758,0.9116853,0.005809776,0.07143065],"study_design_scores_gemma":[0.00006273624,0.0001296695,0.001304663,0.001866915,0.00006791037,0.003097405,0.002181627,0.04465211,0.004089435,0.7874647,0.1549938,0.00008898736],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07375649,0.03369271,0.6499119,0.04135587,0.0014057,0.00048595,0.0001761771,0.0007232521,0.198492],"genre_scores_gemma":[0.7787178,0.0340159,0.1562302,0.007295199,0.001465609,0.000359726,0.0003433878,0.0002329966,0.02133907],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008324741,"threshold_uncertainty_score":0.04402596,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393077169","doi":"10.34190/iccws.19.1.1974","title":"Anomaly Detection for the MIL-STD-1553B Multiplex Data Bus Using an LSTM Autoencoder","year":2024,"lang":"en","type":"article","venue":"International Conference on Cyber Warfare and Security","topic":"Anomaly Detection Techniques and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Autoencoder; Multiplex; Anomaly detection; Computer science; Artificial intelligence; Deep learning; Bioinformatics","authors":[{"name":"Brian Lachine","is_ca":true},{"name":"A J Harlow","is_ca":false},{"name":"Vincent Roberge","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1403772887158618,"gpt":0.3715145856432548,"spread":0.231137296927393,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005133496,0.0007200571,0.0004422119,0.0006008187,0.0002711528,0.0003928937,0.0006578213,0.0006442137,0.0009791921],"category_scores_gemma":[0.00129163,0.0002967669,0.0004196525,0.0004411318,0.0002954874,0.0005455818,0.0004832243,0.001281389,0.0003653536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006478103,"about_ca_system_score_gemma":0.0007927351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01127651,"about_ca_topic_score_gemma":0.008971356,"domain_scores_codex":[0.9997278,0.00003619385,0.00001525492,0.00007071156,0.00009508622,0.00005493111],"domain_scores_gemma":[0.9996561,0.0001162512,0.00004055239,0.0000249272,0.0001404332,0.00002187533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000481245,0.0003092404,0.004727779,0.0001091399,0.0001087547,0.0003207624,0.0001239283,0.5353101,0.03562108,0.002598994,0.004303692,0.4159852],"study_design_scores_gemma":[0.000001959508,0.00002014461,0.0003628426,0.000002191853,0.000003399661,0.00001585898,0.000004005406,0.9968715,0.002248191,0.0002526621,0.000213996,0.000003320712],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2205412,0.0005022369,0.7718664,0.0005080451,0.0001669588,0.00006668591,0.0002705657,0.003767579,0.00231041],"genre_scores_gemma":[0.8876465,0.0002136065,0.1071705,0.0001065578,0.00003766148,0.00006488861,0.0005807176,0.00008940257,0.004090118],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01127651,"threshold_uncertainty_score":0.02242178,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393092610","doi":"10.34190/iccws.19.1.2170","title":"A Strategic Path for Digital Transformation in Cyber Warfare for African Militaries","year":2024,"lang":"en","type":"article","venue":"International Conference on Cyber Warfare and Security","topic":"Cybersecurity and Cyber Warfare Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Society of Intestinal Research","funders":"","keywords":"Transformation (genetics); Path (computing); Cyberwarfare; Computer security; Digital transformation; Political science; Computer science; Law; Biology; Computer network","authors":[{"name":"Mphahlela Thaba","is_ca":true},{"name":"Jabu Mtsweni","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05538714617477556,"gpt":0.332340315313097,"spread":0.2769531691383214,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005600101,0.0007310591,0.0004468971,0.007824894,0.002455023,0.006887769,0.0007473945,0.002302052,0.003529194],"category_scores_gemma":[0.008006554,0.0002465312,0.0006278573,0.007818959,0.003282275,0.01064369,0.002931142,0.002353541,0.0005557627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004971448,"about_ca_system_score_gemma":0.02592786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003400938,"about_ca_topic_score_gemma":0.007013492,"domain_scores_codex":[0.9961052,0.002169861,0.0003848694,0.0002388433,0.0007755029,0.0003256973],"domain_scores_gemma":[0.9936045,0.003793688,0.0006882732,0.0001655135,0.001454493,0.0002934741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005060042,0.000117954,0.004600811,0.0282459,0.00009913849,0.0007518422,0.008644086,0.001138773,0.001827726,0.4601216,0.01652214,0.4778793],"study_design_scores_gemma":[0.00002269462,0.0002387547,0.009785932,0.07870453,0.0003008019,0.001403831,0.06794944,0.001108433,0.00189075,0.1370553,0.7014665,0.0000729912],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.04664438,0.5967225,0.04088989,0.1370942,0.002208082,0.001273062,0.0007953885,0.0001548793,0.1742177],"genre_scores_gemma":[0.5184844,0.3880752,0.07114296,0.01352975,0.0003092828,0.0008990031,0.0006131139,0.00004126906,0.006904993],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007824894,"threshold_uncertainty_score":0.03607053,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393077144","doi":"10.34190/iccws.19.1.2104","title":"Unpacking AI Security Considerations","year":2024,"lang":"en","type":"article","venue":"International Conference on Cyber Warfare and Security","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Society of Intestinal Research","funders":"","keywords":"Unpacking; Computer science; Computer security; Philosophy; Linguistics","authors":[{"name":"Namosha Veerasamy","is_ca":true},{"name":"Danielle Badenhorst","is_ca":true},{"name":"Mazwi Ntshangase","is_ca":true},{"name":"Errol Baloyi","is_ca":true},{"name":"Nokuthaba Siphambili","is_ca":true},{"name":"Oyena Mahlasela","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0807102482250622,"gpt":0.4083767950306537,"spread":0.3276665468055915,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01209181,0.0007388347,0.0004828449,0.00188281,0.006433306,0.01167215,0.001381926,0.00985648,0.004857521],"category_scores_gemma":[0.01701793,0.0004250977,0.0005572289,0.000851566,0.03752563,0.01478671,0.004771867,0.01602545,0.001653941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004744362,"about_ca_system_score_gemma":0.004219655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002652996,"about_ca_topic_score_gemma":0.002245996,"domain_scores_codex":[0.9867941,0.007428872,0.0004873293,0.0008013894,0.003671387,0.0008168807],"domain_scores_gemma":[0.9752052,0.01835308,0.001070019,0.001590686,0.002971883,0.0008090994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005344526,0.000008681262,0.00008404436,0.00005430049,0.000003073145,0.00008252875,0.002101709,0.0002463679,0.0001372738,0.9854988,0.00515895,0.006618998],"study_design_scores_gemma":[0.000004721938,0.00002194525,0.0001529287,0.0003688083,0.000005945421,0.0002659487,0.002495949,0.0009636241,0.0003178498,0.7656651,0.2297216,0.00001558863],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01019897,0.03014231,0.04494092,0.5027675,0.003908026,0.00007096644,0.00004641792,0.0001034148,0.4078215],"genre_scores_gemma":[0.7447205,0.03565997,0.02985054,0.1062279,0.009291913,0.0003457897,0.00005374922,0.0002694719,0.07358021],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01209181,"threshold_uncertainty_score":0.06394839,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408804751","doi":"10.34190/iccws.20.1.3364","title":"Towards an Ontology-Driven Approach for Contextualized Cybersecurity Awareness","year":2025,"lang":"en","type":"article","venue":"International Conference on Cyber Warfare and Security","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Society of Intestinal Research","funders":"","keywords":"Ontology; Computer security; Computer science; Internet privacy; Data science; Epistemology","authors":[{"name":"Namosha Veerasamy","is_ca":true},{"name":"Zubeida Casmod Khan","is_ca":false},{"name":"Oyena Mahlasela","is_ca":true},{"name":"Mamello Mtshali","is_ca":true},{"name":"Matshidiso Marengwa","is_ca":true},{"name":"Danielle Badenhorst","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04583068803628259,"gpt":0.3317571722932403,"spread":0.2859264842569577,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00624734,0.000786632,0.0006329577,0.002452166,0.002079962,0.006809528,0.00284448,0.002035368,0.003152925],"category_scores_gemma":[0.007617709,0.000933031,0.002320409,0.002026555,0.004131917,0.009260259,0.008818099,0.004734465,0.0008171697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002572695,"about_ca_system_score_gemma":0.006304197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01003889,"about_ca_topic_score_gemma":0.01593171,"domain_scores_codex":[0.9952489,0.002211988,0.0003670039,0.0007003334,0.001120955,0.0003509322],"domain_scores_gemma":[0.9949563,0.001971751,0.0003682605,0.001155862,0.001022442,0.000525429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009521744,0.0005939419,0.002742184,0.0006380218,0.0001604976,0.000962057,0.02021066,0.01708595,0.008663027,0.7890884,0.006574425,0.1531857],"study_design_scores_gemma":[0.00005174245,0.000115539,0.001541753,0.0007997769,0.0001881754,0.0008572796,0.01703901,0.1512438,0.007247325,0.6047046,0.2160826,0.0001284883],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006806869,0.0002269041,0.9781125,0.002624132,0.00008522189,0.0003674581,0.0001699689,0.0006335053,0.01097338],"genre_scores_gemma":[0.1036257,0.0003747795,0.8901431,0.0005000993,0.00003888747,0.0003849143,0.0006648288,0.0001801684,0.004087496],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01003889,"threshold_uncertainty_score":0.03303951,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408804780","doi":"10.34190/iccws.20.1.3374","title":"A Governance-Centric Framework for Strengthening Healthcare Cybersecurity: A Systems Perspective","year":2025,"lang":"en","type":"article","venue":"International Conference on Cyber Warfare and Security","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Perspective (graphical); Corporate governance; Healthcare system; Health care; Business; Computer security; Process management; Risk analysis (engineering); Computer science; Political science","authors":[{"name":"Sai Gireesh Komaragiri","is_ca":false},{"name":"Sujatha Alla","is_ca":false},{"name":"Tianna DuVall","is_ca":false},{"name":"Saltuk Karahan","is_ca":false},{"name":"Nagesh Bheesetty","is_ca":false},{"name":"Vijay Kumar Chattu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02660107723640848,"gpt":0.3124896365598505,"spread":0.285888559323442,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01568284,0.0008922283,0.0006274428,0.003510182,0.004208108,0.0143267,0.002161781,0.005120123,0.002687188],"category_scores_gemma":[0.00813304,0.000584746,0.0009802521,0.002319748,0.03013988,0.01355522,0.008140337,0.006303462,0.0004787488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01000693,"about_ca_system_score_gemma":0.01918171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005687849,"about_ca_topic_score_gemma":0.004066855,"domain_scores_codex":[0.9886739,0.007477135,0.0004477433,0.00105472,0.001362282,0.0009842601],"domain_scores_gemma":[0.9903566,0.004214562,0.001059185,0.001248499,0.001475044,0.001645982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002897499,0.00001238815,0.0003999155,0.00004080449,0.000007603138,0.00006362127,0.001451332,0.001217345,0.0001023845,0.9930536,0.0007262612,0.002921811],"study_design_scores_gemma":[0.00001780412,0.00006568518,0.0008066844,0.0004471319,0.00002367984,0.0001751415,0.004488839,0.004305623,0.000294249,0.9263673,0.06297773,0.00003009982],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02705355,0.01079222,0.5630796,0.21712,0.001149203,0.000576064,0.0001674667,0.0002927918,0.1797691],"genre_scores_gemma":[0.8757851,0.006847299,0.1010374,0.007944198,0.0009050925,0.0005435379,0.0001373364,0.00008092328,0.006719117],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01568284,"threshold_uncertainty_score":0.08293974,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}