{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":14,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":14,"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":"4e1a42847ef5","filters":{"venue":"ARROW@Dublin Institute of Technology (Dublin Institute of Technology)"}},"results":[{"id":"W6888674334","doi":"10.21427/73k7-4855","title":"Exploring the Potential of Halal Tourism Through Institutional Analysis of Halal Certifiers in the Philippines","year":2022,"lang":"en","type":"article","venue":"ARROW@Dublin Institute of Technology (Dublin Institute of Technology)","topic":"Halal products and consumer behavior","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Certification; Tourism; Accreditation; Work (physics); Confusion; Certificate; Clothing","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.07335518047033758,"gpt":0.3032746022245479,"spread":0.2299194217542104,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005287548,0.0002073514,0.0001645411,0.002617089,0.003671773,0.005650982,0.001128645,0.0005147458,0.004067193],"category_scores_gemma":[0.009232616,0.0001918386,0.0001944058,0.002453597,0.004514046,0.002584469,0.005135838,0.001100022,0.0002637755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007583383,"about_ca_system_score_gemma":0.009041792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03250349,"about_ca_topic_score_gemma":0.05338139,"domain_scores_codex":[0.9962611,0.002210832,0.0001290394,0.0002014192,0.000552388,0.0006451484],"domain_scores_gemma":[0.9884313,0.004171903,0.002587991,0.0007933407,0.002501504,0.001513873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009970091,0.0002515043,0.329433,0.0004744052,0.00005079909,0.004813547,0.5825068,0.001434458,0.001064281,0.02959717,0.002910135,0.0473642],"study_design_scores_gemma":[0.000003279504,0.00005238226,0.06829634,0.0002085305,0.00001054784,0.0001667842,0.9146309,0.000922914,0.0003105052,0.001048095,0.01432925,0.00002037684],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843316,0.0001586661,0.0009725988,0.000955459,0.00001025143,0.00006630862,0.00006875628,0.00001269675,0.01342366],"genre_scores_gemma":[0.9982874,0.0001162397,0.0004125653,0.00005857976,0.000002484719,0.00001995478,0.00003991856,0.000004772451,0.001058021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03250349,"threshold_uncertainty_score":0.0646286,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2946423428","doi":"10.21427/kam9-y363","title":"Written by the Body: Early Christian Pilgrims as Sacred Placemakers","year":2020,"lang":"en","type":"article","venue":"ARROW@Dublin Institute of Technology (Dublin Institute of Technology)","topic":"Religious Tourism and Spaces","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Bishop's University","funders":"","keywords":"Pilgrimage; Aesthetics; Psychology; History; Art; Ancient history","authors":[{"name":"Jenn Cianca","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0128505639338751,"gpt":0.2647946231087537,"spread":0.2519440591748786,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009798916,0.0003497604,0.0001908745,0.001198674,0.01051959,0.007064293,0.0004988168,0.001271084,0.007514343],"category_scores_gemma":[0.002464814,0.0003054025,0.0001037307,0.0009354745,0.02275531,0.004542428,0.005685961,0.002758096,0.0008619435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002369307,"about_ca_system_score_gemma":0.001643399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008322706,"about_ca_topic_score_gemma":0.02306281,"domain_scores_codex":[0.9992429,0.0003841117,0.00001141922,0.00007689267,0.0000995837,0.0001850843],"domain_scores_gemma":[0.9992925,0.0002811791,0.0001020133,0.00007631692,0.00008437634,0.0001636696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003008128,0.00001042013,0.0008168916,0.00003466808,0.000002167615,0.0004915394,0.8849851,0.00004507929,0.000365698,0.1012905,0.002595493,0.009332482],"study_design_scores_gemma":[0.000007064455,0.00002561614,0.001938266,0.0002118285,0.000005979217,0.0003633153,0.814934,0.00008549299,0.0003683137,0.01183962,0.1702052,0.00001534405],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6404898,0.002251682,0.002641929,0.008655798,0.0005134994,0.00004220563,0.00005721482,0.0000604837,0.3452874],"genre_scores_gemma":[0.9699673,0.0005115471,0.0003824481,0.0004074106,0.00004935198,0.00001086801,0.00001661173,0.00003562203,0.02861874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01051959,"threshold_uncertainty_score":0.0251379,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W99278197","doi":"10.21427/d7rk5s","title":"An Exploration of RPL (Recognition of Prior Learning) in Companies and Organisations in Ireland Valorisation, Return on Investment, and Emerging Trends","year":2011,"lang":"en","type":"article","venue":"ARROW@Dublin Institute of Technology (Dublin Institute of Technology)","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Higher Education Authority; Waterford Institute of Technology; Irish Research Council; European Commission; Irish Research Council for the Humanities and Social Sciences; Strategic Innovation Fund; Technological University Dublin; United Nations Educational, Scientific and Cultural Organization","keywords":"Valorisation; Investment (military); Business; Operations management; Engineering; Political science; Waste management","authors":[{"name":"Katherine Collins","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06760333734736004,"gpt":0.3374353307077433,"spread":0.2698319933603833,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009815817,0.0001673204,0.0003508319,0.003041625,0.002658083,0.01158023,0.001772962,0.001559038,0.002420777],"category_scores_gemma":[0.017938,0.0003848453,0.0003398319,0.003633705,0.008121635,0.00795348,0.009292854,0.003208135,0.0003245763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02189183,"about_ca_system_score_gemma":0.01318539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03762463,"about_ca_topic_score_gemma":0.045753,"domain_scores_codex":[0.9885832,0.003926039,0.0005293871,0.0008497483,0.002768358,0.003343228],"domain_scores_gemma":[0.9832601,0.006118565,0.003621434,0.000759725,0.002388686,0.003851489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001863375,0.0003663433,0.1409587,0.0008404318,0.00003374917,0.002407209,0.5679474,0.0005710847,0.001284336,0.061302,0.006754248,0.2173482],"study_design_scores_gemma":[0.000008533282,0.0001958863,0.1691609,0.0006840142,0.000008072056,0.0008636423,0.7487791,0.0005966738,0.0005320249,0.002035879,0.07707406,0.00006124127],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556328,0.00135128,0.0005499643,0.009810341,0.00005008186,0.00006446688,0.00008130244,0.00001201774,0.03244774],"genre_scores_gemma":[0.9962818,0.0005826042,0.0002371445,0.0003928393,0.00001013925,0.00002015836,0.00003621482,0.000004928596,0.002434224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03762463,"threshold_uncertainty_score":0.1588371,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2886012841","doi":"10.21427/s09w-rw18","title":"at the altar of memory: Great Irish Famine Memorials in Words and Images","year":2020,"lang":"en","type":"article","venue":"ARROW@Dublin Institute of Technology (Dublin Institute of Technology)","topic":"Irish and British Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Irish; Famine; Altar; Pilgrimage; Icon; History; Psychology; Linguistics; Ancient history; Computer science; Philosophy; Archaeology","authors":[{"name":"E. Moore Quinn","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02276692075934447,"gpt":0.2840984034359161,"spread":0.2613314826765716,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009543793,0.0003207212,0.0001521274,0.0006833349,0.007156402,0.004320943,0.0004658186,0.0008530554,0.01125277],"category_scores_gemma":[0.002473014,0.000165034,0.0001391748,0.000995039,0.007840855,0.002913566,0.002731402,0.002149471,0.001936928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004865113,"about_ca_system_score_gemma":0.001782241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05323339,"about_ca_topic_score_gemma":0.1566488,"domain_scores_codex":[0.9993932,0.000227447,0.000008254796,0.00003208179,0.0001049783,0.000234078],"domain_scores_gemma":[0.9993364,0.0001488789,0.00007118257,0.00005411908,0.0001541741,0.000235172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001265856,0.00002858098,0.001885533,0.0001338222,0.000008279827,0.001024941,0.4134813,0.00006595127,0.0004090701,0.04856438,0.488533,0.04573864],"study_design_scores_gemma":[0.000004790004,0.00001826578,0.00319342,0.0001580504,0.00000361196,0.0002574151,0.2660972,0.00001837843,0.000136827,0.001592889,0.7285003,0.00001888471],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1656816,0.009970355,0.0005109319,0.07289605,0.006915107,0.00002685212,0.0003202897,0.0001584598,0.7435204],"genre_scores_gemma":[0.7971345,0.004057232,0.0004450443,0.005474274,0.001497681,0.00001920839,0.0001079876,0.0001722122,0.1910918],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05323339,"threshold_uncertainty_score":0.1058471,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2981086061","doi":"10.21427/2a8f-qc53","title":"Pilgrimage, Existence, and Psychic Distress: An Exploration of the Bodily and Psychic Phenomenon of Pilgrimage","year":2020,"lang":"en","type":"article","venue":"ARROW@Dublin Institute of Technology (Dublin Institute of Technology)","topic":"Media, Religion, Digital Communication","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Pilgrimage; Psychic; Phenomenon; Psychology; Distress; Psychoanalysis; Social psychology; Psychotherapist; Philosophy; Epistemology; Theology; Medicine","authors":[{"name":"Christine Jamieson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06528554353913377,"gpt":0.2702439051160552,"spread":0.2049583615769214,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001655825,0.000836411,0.0004935678,0.002044733,0.005809485,0.007215566,0.001299154,0.00357976,0.004550434],"category_scores_gemma":[0.003536059,0.0002951642,0.000447181,0.001965306,0.04175957,0.0107276,0.009906091,0.005459873,0.0002941865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002700167,"about_ca_system_score_gemma":0.002249406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005804045,"about_ca_topic_score_gemma":0.008522739,"domain_scores_codex":[0.9985703,0.0008807381,0.00003246412,0.00007789215,0.0001768448,0.000261589],"domain_scores_gemma":[0.9980553,0.0014895,0.0001589355,0.00007535231,0.00007326565,0.0001475367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005436936,0.00003506051,0.001833047,0.0003200961,0.00001434547,0.001333897,0.5860807,0.0001720602,0.000403381,0.3844098,0.008028144,0.01731515],"study_design_scores_gemma":[0.00001950139,0.00007973587,0.00670821,0.0009451507,0.00001721614,0.00342988,0.7031201,0.0002954471,0.0003954965,0.1309913,0.1539413,0.00005664693],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3573324,0.115145,0.01802208,0.1439336,0.00307366,0.0001517848,0.0001593739,0.0001306335,0.3620514],"genre_scores_gemma":[0.9679036,0.0176836,0.001420523,0.006024298,0.0004660651,0.0001039018,0.00002512793,0.00004412955,0.006328885],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007215566,"threshold_uncertainty_score":0.01959115,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6945151457","doi":"10.21427/d7949s","title":"Digital Technologies and the Future of Radio: Lessons from the Canadian Experience.","year":2007,"lang":"en","type":"article","venue":"ARROW@Dublin Institute of Technology (Dublin Institute of Technology)","topic":"Arts and Performance Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Digital radio; Digital broadcasting; Radio broadcasting; Broadcasting (networking); The Internet; Commission; Position (finance); Commercial broadcasting; Digital television","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01975198129474032,"gpt":0.2442751012454009,"spread":0.2245231199506606,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002684562,0.0005337045,0.0004168623,0.001903299,0.02831224,0.01241459,0.001479939,0.00290921,0.01155792],"category_scores_gemma":[0.004944423,0.0003475008,0.0003532397,0.005372191,0.01617279,0.004975684,0.003995062,0.004138205,0.000772924],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1538631,"about_ca_system_score_gemma":0.2309788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9963361,"about_ca_topic_score_gemma":0.9981551,"domain_scores_codex":[0.9963205,0.000560104,0.00008451661,0.0002633228,0.001334399,0.001437127],"domain_scores_gemma":[0.9961686,0.0009547287,0.0001615413,0.00009889979,0.001291262,0.001325031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001072,0.00006904226,0.006239606,0.0006517618,0.00002182029,0.001339498,0.3249271,0.0007068057,0.0005175953,0.4401991,0.1129028,0.1123177],"study_design_scores_gemma":[0.000009753469,0.00001660224,0.005593651,0.0004028202,0.00001525112,0.0002539749,0.1945677,0.0001483806,0.0001594151,0.005373511,0.7934052,0.00005374645],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1109653,0.05687718,0.001808834,0.1854999,0.001332929,0.00006019828,0.0007470341,0.00008531938,0.6426233],"genre_scores_gemma":[0.8372838,0.05369704,0.001509859,0.009616053,0.0001748811,0.00002797561,0.0002091695,0.00008104079,0.09740011],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1538631,"threshold_uncertainty_score":0.9813989,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7008792852","doi":"","title":"Cognitive Learning and Motivation of First Year Secondary School Students Using an Interactive and Multimedia-enhanced e-Book made with iBooks Author","year":2014,"lang":"en","type":"article","venue":"ARROW@Dublin Institute of Technology (Dublin Institute of Technology)","topic":"Library Collection Development and Digital Resources","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":"Trinity College","funders":"","keywords":"Nucleofection; Gestational period; Diafiltration; TSG101; Dysgeusia; Hyporeflexia; Durvalumab; Proteogenomics","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01441574388445672,"gpt":0.2564607556006356,"spread":0.2420450117161789,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006587948,0.0004317739,0.0005298935,0.0006486681,0.0007156736,0.001690431,0.0002807327,0.0004282405,0.002645163],"category_scores_gemma":[0.001536845,0.0001745663,0.0004872887,0.0002699459,0.0003966037,0.0002788537,0.0005564953,0.0008820208,0.0007213194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003835314,"about_ca_system_score_gemma":0.0005569437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003013388,"about_ca_topic_score_gemma":0.003531004,"domain_scores_codex":[0.9996784,0.00004271721,0.00001770224,0.00004366321,0.0001111266,0.0001064453],"domain_scores_gemma":[0.9988322,0.0001439957,0.0002022244,0.00003620512,0.000206689,0.0005787324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003698473,0.06616825,0.7624789,0.0004759688,0.0002053626,0.000897092,0.01748803,0.0002452424,0.05409827,0.00036802,0.0009367535,0.09293962],"study_design_scores_gemma":[0.00008751007,0.01162479,0.977275,0.00003017425,0.00006252709,0.0001148985,0.004642381,0.0001775242,0.004518397,0.00009455934,0.001343745,0.0000285507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995958,0.00002069355,0.00001119883,0.000006941156,0.000002489808,0.00001281985,0.00001160324,0.000001267009,0.0003371991],"genre_scores_gemma":[0.9968603,0.00006424824,0.00009747898,0.00002194067,0.000003914633,0.0000262615,0.0000573711,0.000001848269,0.002866626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003013388,"threshold_uncertainty_score":0.008848965,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2906283439","doi":"","title":"Teaching Squares: Crossing New Borders","year":2018,"lang":"en","type":"article","venue":"ARROW@Dublin Institute of Technology (Dublin Institute of Technology)","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Computer science; Artificial intelligence","authors":[{"name":"Bridgette Atkins","is_ca":false},{"name":"William J. Hunter","is_ca":false},{"name":"Annette Baxter","is_ca":false},{"name":"Anna Natoli","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03270697010024898,"gpt":0.3699539630307374,"spread":0.3372469929304884,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01410798,0.0003521362,0.0003859986,0.0008179679,0.009448238,0.0152239,0.002841646,0.002636362,0.01908028],"category_scores_gemma":[0.01851821,0.0005088822,0.0005428877,0.001104526,0.01366606,0.02349983,0.02479733,0.005772787,0.003112303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004895537,"about_ca_system_score_gemma":0.01207832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005741445,"about_ca_topic_score_gemma":0.01734095,"domain_scores_codex":[0.9876711,0.006608993,0.00044286,0.001497076,0.002191132,0.001588795],"domain_scores_gemma":[0.9795964,0.005999925,0.000901952,0.00295091,0.001934329,0.008616555],"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":[0.0002363004,0.0004686684,0.008958074,0.0006147166,0.00002937093,0.0007476055,0.2113766,0.0008634274,0.004037065,0.2637197,0.08357918,0.4253694],"study_design_scores_gemma":[0.00005104826,0.0002959962,0.003074417,0.0005262304,0.00001477907,0.0003379639,0.1313686,0.0008799541,0.001325949,0.07033943,0.7917376,0.00004806331],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3128014,0.004116865,0.1560855,0.1511011,0.005738289,0.0006846569,0.0002490631,0.00254136,0.3666818],"genre_scores_gemma":[0.8383334,0.002237242,0.07875162,0.01369649,0.0005560989,0.0005652544,0.0002543206,0.001023546,0.0645821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01908028,"threshold_uncertainty_score":0.07461107,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2920406601","doi":"10.21427/tjpr-b151","title":"From the Dark Green Hill to Our Lady of the Harbour","year":2020,"lang":"en","type":"article","venue":"ARROW@Dublin Institute of Technology (Dublin Institute of Technology)","topic":"Australian History and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Harbour; Dark tourism; Geography; History; Art; Archaeology; Tourism; Computer science","authors":[{"name":"Stacey Engels","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03605284036438848,"gpt":0.2875769410435429,"spread":0.2515241006791544,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035609,0.0004612303,0.0001855876,0.0004920191,0.01295205,0.002195298,0.0004089226,0.001366082,0.01252538],"category_scores_gemma":[0.001009336,0.0002068344,0.0001882869,0.0004406227,0.006711567,0.001655462,0.002756824,0.003695166,0.002388074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002705816,"about_ca_system_score_gemma":0.001605999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06050442,"about_ca_topic_score_gemma":0.204986,"domain_scores_codex":[0.9995085,0.0001894712,0.000005415843,0.00003505794,0.00008071402,0.0001809294],"domain_scores_gemma":[0.9997463,0.00004686698,0.00001758506,0.00001331598,0.00004485692,0.0001311505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001008505,0.00004497088,0.002138269,0.000125121,0.00001236821,0.003187314,0.4917316,0.0001080097,0.001198991,0.1516547,0.3252223,0.02447561],"study_design_scores_gemma":[0.00000292306,0.00002784596,0.00206654,0.00007756041,0.000003337943,0.000537914,0.1154985,0.00003909347,0.0003570839,0.002221987,0.879153,0.00001426292],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1724313,0.005018061,0.003633465,0.07626643,0.0055526,0.00007113392,0.0002170204,0.0002897461,0.7365203],"genre_scores_gemma":[0.5792189,0.001397675,0.0008966278,0.01071189,0.0004032196,0.00002867991,0.00007114199,0.0001912435,0.4070806],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06050442,"threshold_uncertainty_score":0.1203045,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2922749634","doi":"10.21427/j3qn-qd13","title":"Walking on Walls: Shifting Perspectives in a Post-Modern World","year":2020,"lang":"en","type":"article","venue":"ARROW@Dublin Institute of Technology (Dublin Institute of Technology)","topic":"Religious Tourism and Spaces","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":"Concordia University","funders":"","keywords":"Aesthetics; Sociology; Political science; Art","authors":[{"name":"Philip Szporer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02529698823064739,"gpt":0.2935018294476272,"spread":0.2682048412169798,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003145843,0.000531306,0.0004048364,0.002216884,0.02026029,0.012625,0.001173805,0.003950678,0.006369691],"category_scores_gemma":[0.002031521,0.0003677196,0.0003368438,0.00238086,0.04750722,0.01331592,0.008379244,0.007257279,0.0004545622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004575471,"about_ca_system_score_gemma":0.001688278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0108007,"about_ca_topic_score_gemma":0.02692754,"domain_scores_codex":[0.9979079,0.001234001,0.00003409877,0.0001607677,0.0001569034,0.0005063146],"domain_scores_gemma":[0.9987956,0.000505822,0.0001292182,0.00007184003,0.0001013911,0.0003960569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003457139,0.00001791729,0.0007435655,0.00004254974,0.000005786353,0.0004413249,0.8405342,0.0000325498,0.0001371797,0.1440768,0.006640964,0.007292685],"study_design_scores_gemma":[0.000008632642,0.00002692636,0.00167809,0.0001607988,0.000004163035,0.0002985709,0.7712918,0.0000409056,0.0001150902,0.02338785,0.2029601,0.00002708428],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5813283,0.03107501,0.00237331,0.1158885,0.002408156,0.00002284774,0.0001040538,0.00004190401,0.2667579],"genre_scores_gemma":[0.9814933,0.004147304,0.0003251314,0.003926461,0.0003670709,0.00001449677,0.00002817753,0.00003461876,0.009663488],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02026029,"threshold_uncertainty_score":0.03319758,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2969320902","doi":"10.21427/f8r7-dp56","title":"Walking to be Some Body: Desire and Diaspora on the St. Olaf Way","year":2020,"lang":"en","type":"article","venue":"ARROW@Dublin Institute of Technology (Dublin Institute of Technology)","topic":"Diaspora, migration, transnational identity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Concordia University","keywords":"Diaspora; Pilgrimage; Sociology; Psychology; Gender studies; History; Ancient history","authors":[{"name":"Matthew Anderson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04184130084255189,"gpt":0.2896953356155105,"spread":0.2478540347729586,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00198939,0.0003219954,0.000321178,0.0007296751,0.01857912,0.007168206,0.0006399354,0.001558558,0.004828915],"category_scores_gemma":[0.001754544,0.0002943804,0.0001738481,0.0008994961,0.01491726,0.004609255,0.007328562,0.003308186,0.0003800139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002743378,"about_ca_system_score_gemma":0.002581279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04965979,"about_ca_topic_score_gemma":0.1216224,"domain_scores_codex":[0.9984428,0.0008096774,0.00002752174,0.00008393677,0.0001193011,0.0005168121],"domain_scores_gemma":[0.9990278,0.0003358937,0.00007892053,0.00004304491,0.00008259246,0.0004316411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002340243,0.00002943626,0.002260355,0.00002379641,0.000004248636,0.0004239142,0.9587725,0.00001098229,0.0001565548,0.02734169,0.00449299,0.006460108],"study_design_scores_gemma":[0.0000022405,0.00001214831,0.001507308,0.00005444452,0.000001641541,0.0001647631,0.9642313,0.00001204313,0.00003186502,0.000765352,0.03320993,0.000006941867],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8482587,0.003460096,0.000528714,0.02381133,0.0004582753,0.00002062779,0.00005467886,0.00001563856,0.123392],"genre_scores_gemma":[0.9863072,0.00113838,0.0001294933,0.001951275,0.00003565734,0.00001339205,0.00001296728,0.00001675669,0.01039489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04965979,"threshold_uncertainty_score":0.09874147,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2918212199","doi":"10.21427/zb05-sg29","title":"The Eschatological Body: Fleeing the Centre in Pre-Modern Insular Christianity and Post-Modern Secularity","year":2020,"lang":"en","type":"article","venue":"ARROW@Dublin Institute of Technology (Dublin Institute of Technology)","topic":"Christian Theology and Mission","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Secularity; Christianity; Religious studies; Secularism; Philosophy; Theology","authors":[{"name":"Sara Terreault","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01507761519067802,"gpt":0.227515151399175,"spread":0.212437536208497,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001535027,0.000202551,0.0001338982,0.0008897264,0.005677357,0.004338333,0.0004868518,0.001336166,0.002511357],"category_scores_gemma":[0.001306784,0.0001772494,0.00009280963,0.0008590688,0.04151851,0.003517753,0.004098376,0.002135456,0.0002247658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002544214,"about_ca_system_score_gemma":0.001758152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006281711,"about_ca_topic_score_gemma":0.01782243,"domain_scores_codex":[0.9993396,0.0003291023,0.00001089315,0.00005544441,0.0000708948,0.0001940256],"domain_scores_gemma":[0.9993563,0.0002394733,0.0001253367,0.00006816979,0.00006533792,0.0001453769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003914053,0.00002123578,0.001763419,0.00004011568,0.000002505241,0.0003983881,0.5908113,0.00004011594,0.000437481,0.3926058,0.001236096,0.01260449],"study_design_scores_gemma":[0.000016589,0.00008490949,0.01731146,0.0005207998,0.00001068462,0.001059502,0.7016819,0.0001581383,0.0008355447,0.06555983,0.2127273,0.00003340181],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7407699,0.006986783,0.001736122,0.01125035,0.0002472182,0.00001190727,0.00001519774,0.00002346069,0.2389591],"genre_scores_gemma":[0.993961,0.0004778753,0.0001574468,0.0002543605,0.00002579086,0.000003390492,0.000002607558,0.000006543371,0.0051109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006281711,"threshold_uncertainty_score":0.01845962,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2621352231","doi":"10.21427/d76x6n","title":"Community Engagement in a Conflict Environment: Reflections on the work of the International Fund for Ireland 1986-2011","year":2014,"lang":"en","type":"article","venue":"ARROW@Dublin Institute of Technology (Dublin Institute of Technology)","topic":"Appreciative Inquiry and Organizational Change","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Work (physics); Work engagement; Public relations; Political science; Psychology; Sociology; Engineering","authors":[{"name":"Paddy Harte","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1105317640476249,"gpt":0.2847353974862359,"spread":0.174203633438611,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06224833,0.00123296,0.00161378,0.004042193,0.06782103,0.0436823,0.006528553,0.02203534,0.007755713],"category_scores_gemma":[0.059853,0.001233046,0.001657677,0.004949932,0.07310043,0.02396462,0.05137611,0.04225317,0.001142742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08298758,"about_ca_system_score_gemma":0.06267148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1302434,"about_ca_topic_score_gemma":0.1725786,"domain_scores_codex":[0.9175887,0.04998393,0.001638991,0.00245491,0.006322994,0.02201038],"domain_scores_gemma":[0.9509044,0.01832651,0.002788548,0.001470476,0.004842917,0.02166705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007660893,0.0001312147,0.001006829,0.0003323544,0.00002584251,0.001236049,0.7996898,0.0001056992,0.0001101644,0.07229352,0.1083866,0.01660535],"study_design_scores_gemma":[0.00002258402,0.00003359776,0.001083553,0.0006768283,0.000005645526,0.0002235115,0.6523547,0.00003677352,0.00005722119,0.003630675,0.3418116,0.00006332305],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09968806,0.04155305,0.001119547,0.684319,0.01678264,0.0002825734,0.0001293531,0.00007738953,0.1560484],"genre_scores_gemma":[0.8065413,0.01086788,0.0007695427,0.1340643,0.003352371,0.000424806,0.00007837113,0.0002772434,0.04362434],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1302434,"threshold_uncertainty_score":0.6021199,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3025970503","doi":"10.21427/2yak-hw69","title":"The Role of Food Tourism in Supporting Vibrant Identities and Building Education among Diverse Communities and Visitors","year":2020,"lang":"en","type":"article","venue":"ARROW@Dublin Institute of Technology (Dublin Institute of Technology)","topic":"Culinary Culture and Tourism","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Tourism; Marketing; Geography; Business; Public relations; Advertising; Sociology; Economic growth; Political science","authors":[{"name":"Camilo Montoya-Guevara","is_ca":false},{"name":"Caroline Morrow","is_ca":false},{"name":"Trevor Jonas Benson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01143417756239788,"gpt":0.2214583217536341,"spread":0.2100241441912362,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002999618,0.000301176,0.0002413683,0.0006415567,0.01405289,0.009811925,0.001345497,0.001508309,0.006119181],"category_scores_gemma":[0.002586542,0.0002062421,0.0003356226,0.0007619754,0.0112851,0.003963708,0.009027772,0.002814052,0.0005356914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01199592,"about_ca_system_score_gemma":0.02641115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2272238,"about_ca_topic_score_gemma":0.5977245,"domain_scores_codex":[0.9973812,0.001329031,0.00003379795,0.00009737026,0.0002462137,0.0009123771],"domain_scores_gemma":[0.9969407,0.0007812854,0.0001680616,0.00008996666,0.0002931616,0.001726776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009258984,0.0001910227,0.02236374,0.001116244,0.00003208039,0.002711928,0.7386767,0.0003029887,0.0009338865,0.0829192,0.04359126,0.1070683],"study_design_scores_gemma":[0.00001183184,0.00007476055,0.02023232,0.001296975,0.00002588269,0.0005283658,0.7191587,0.0002996811,0.0002335542,0.00811035,0.2499949,0.0000327153],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5596225,0.009139381,0.004190404,0.07906415,0.001008533,0.0002171228,0.000206281,0.0001054995,0.346446],"genre_scores_gemma":[0.9844856,0.002997643,0.001303477,0.002379077,0.00006393791,0.00004306772,0.0000342033,0.00002010814,0.0086729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2272238,"threshold_uncertainty_score":0.4518023,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}