{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":91,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":91,"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":"334803b3219d","filters":{"venue":"Arrow - TU Dublin (Technological University Dublin)"}},"results":[{"id":"W1599956645","doi":"10.21427/d7q89w","title":"Off to a Good Start: Using Clustering to Select the Initial Training Set in Active Learning","year":2010,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":38,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Science Foundation Ireland; Canada Millennium Scholarship Foundation","keywords":"Cluster analysis; Computer science; Artificial intelligence; Set (abstract data type); Selection (genetic algorithm); Task (project management); Machine learning; Process (computing); Nondeterministic algorithm; Sample (material); Data mining; Algorithm; Engineering","authors":[{"name":"Rong Hu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03836575112352052,"gpt":0.2732255230646223,"spread":0.2348597719411018,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001035355,0.0003015244,0.0003558459,0.0007790803,0.0006864925,0.0002762102,0.002153036,0.0003447915,0.00006319025],"category_scores_gemma":[0.001013929,0.0002580531,0.0001121939,0.003007722,0.0001645809,0.0006454007,0.001563898,0.002484736,0.00006944108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001492267,"about_ca_system_score_gemma":0.0001582929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002154936,"about_ca_topic_score_gemma":0.0005088649,"domain_scores_codex":[0.9973863,0.0003071251,0.0002654044,0.0008445539,0.0004006429,0.0007960181],"domain_scores_gemma":[0.9985366,0.0003700586,0.0001313135,0.0005818813,0.000127951,0.0002521855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003856772,0.0004093532,0.00270098,0.00002668546,0.000112308,0.001222312,0.02250016,0.08855725,0.03099315,0.08815975,0.0002013891,0.764731],"study_design_scores_gemma":[0.001650229,0.0007747879,0.002898045,0.00008522245,0.0000202596,0.0001565223,0.006676255,0.9290894,0.002260044,0.000894981,0.05456957,0.0009246567],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7809493,0.000004523214,0.2105579,0.006288461,0.0002319119,0.0003155147,0.000005852067,0.0006460947,0.001000476],"genre_scores_gemma":[0.9567554,0.00000218779,0.04241782,0.0004629464,0.00008942999,0.000003096115,0.000004511588,0.00001571001,0.0002489202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8405322,"threshold_uncertainty_score":0.9999872,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2409736518","doi":"10.21427/d7d43f","title":"Ritual Journeys in North America: Opening Religious and Ritual Landscapes and Spaces","year":2016,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Religious Tourism and Spaces","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Religious tourism; Pilgrimage; Geography; Sociology; History; Ethnology; Anthropology; Aesthetics; Archaeology; Art","authors":[{"name":"Daniel H. Olsen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01069874175664434,"gpt":0.2215727594549375,"spread":0.2108740176982932,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005519579,0.0002427997,0.0004342711,0.0004893647,0.0006810974,0.0002169312,0.0006098119,0.0004372571,0.00005809909],"category_scores_gemma":[0.000730773,0.0001821843,0.00006756793,0.001016757,0.001631085,0.0007312946,0.0004282058,0.0004033445,0.00003840463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009700027,"about_ca_system_score_gemma":0.0001030865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001781267,"about_ca_topic_score_gemma":0.01086723,"domain_scores_codex":[0.9978656,0.0002599121,0.0002321368,0.0006238808,0.000375207,0.0006432608],"domain_scores_gemma":[0.9987373,0.0004937966,0.0001576021,0.0002352566,0.00009385291,0.0002822125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007279927,0.0006577617,0.6676804,0.00005022605,0.0001736726,0.0027394,0.02318668,0.00003199999,0.001108804,0.1309888,0.03809829,0.134556],"study_design_scores_gemma":[0.007369997,0.0008841657,0.02606826,0.0002268414,0.0001045206,0.00006669614,0.08799005,0.0003507598,0.0001841047,0.0125508,0.8624761,0.001727735],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799349,0.001097705,0.0003372159,0.01398345,0.00007263293,0.0002456764,0.00002079822,0.0003408659,0.003966793],"genre_scores_gemma":[0.9798425,0.01813986,0.0008245711,0.0001147723,0.00007287769,0.000001662,0.000004043816,0.00001045028,0.0009892521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8243778,"threshold_uncertainty_score":0.7429262,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1560562293","doi":"10.21427/d7q77s","title":"Emerging Adulthood in Ireland: Is the Quarter-Life Crisis a Common Experience?","year":2011,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Intergenerational Family Dynamics and Caregiving","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Political science; History","authors":[{"name":"Mairead Murphy","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02324431039381401,"gpt":0.251919331000785,"spread":0.228675020606971,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000659815,0.000187768,0.0002398604,0.0002887237,0.0009870105,0.00009288522,0.001172991,0.0003750822,0.0009731879],"category_scores_gemma":[0.0002579637,0.000154517,0.0001635595,0.001162858,0.0005808464,0.0004779889,0.0002469656,0.0005071091,0.0000562734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001924606,"about_ca_system_score_gemma":0.0001139805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003742745,"about_ca_topic_score_gemma":0.004346,"domain_scores_codex":[0.9980374,0.0002855774,0.0002748231,0.0004501464,0.0004348575,0.0005172153],"domain_scores_gemma":[0.9990793,0.0001272641,0.0001333744,0.000364113,0.0001502345,0.0001456392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009342603,0.0003097032,0.02132913,0.000005725432,0.00003840405,0.0001672033,0.07534361,0.00002038195,0.0001149533,0.8948634,0.005935746,0.00177833],"study_design_scores_gemma":[0.001167755,0.0002149983,0.011283,0.00006082113,0.00003689821,0.000007298933,0.9142343,0.007548312,0.0002253539,0.01647894,0.04799639,0.0007458766],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698459,0.00006825037,0.001301734,0.01319556,0.0002526849,0.0002448304,0.00001419626,0.0002357142,0.01484114],"genre_scores_gemma":[0.9977753,0.0001631806,0.0004238197,0.001241751,0.00005182013,0.000006356785,0.00000723733,0.000008631993,0.0003219671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8783845,"threshold_uncertainty_score":0.99994,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1539914959","doi":"","title":"Applications of Mobile Computing for Fish Species at Risk Management","year":2004,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Enterprise Ireland","keywords":"Context (archaeology); Computer science; World Wide Web; Enforcement; Data science; Task (project management); Field (mathematics); Fish <Actinopterygii>; Fishery; Geography; Ecology; Engineering","authors":[{"name":"James D. Carswell","is_ca":false},{"name":"Keith Gardiner","is_ca":false},{"name":"Michela Bertolotto","is_ca":false},{"name":"Nick E. Mandrak","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00798572949308103,"gpt":0.1887598374772302,"spread":0.1807741079841491,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000278009,0.0001657138,0.0002414503,0.0001429643,0.0006997366,0.00001153557,0.0006471763,0.0001785218,0.0006628605],"category_scores_gemma":[0.00004674853,0.0001634894,0.0001223445,0.000655569,0.0009313308,0.0001653103,0.001475133,0.0001662075,0.0001357348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003252005,"about_ca_system_score_gemma":0.000004084453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003170277,"about_ca_topic_score_gemma":0.0004320754,"domain_scores_codex":[0.998753,0.00002856184,0.0002146979,0.0004832123,0.0001751508,0.0003454503],"domain_scores_gemma":[0.9992495,0.0001167062,0.0002031042,0.0003532532,0.00002334154,0.0000541012],"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":[0.0004288315,0.003125615,0.1945434,0.000258842,0.0007319671,0.0001175248,0.0007046418,0.02912573,0.0005555516,0.6589592,0.07825048,0.0331983],"study_design_scores_gemma":[0.003850232,0.0005349547,0.1382143,0.00002465819,0.0002515433,0.000004603372,0.005070404,0.0008020041,0.001683986,0.02227296,0.8266769,0.0006134963],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8474984,0.000016586,0.1052651,0.002202205,0.00007239784,0.00177378,0.0001078852,0.0004353152,0.04262828],"genre_scores_gemma":[0.9821249,0.0002428259,0.01340134,0.0002242591,0.00001206803,0.00002747438,0.00003240815,0.000007571065,0.003927182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7484264,"threshold_uncertainty_score":0.7257858,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2752802459","doi":"","title":"Examining Student and Educator use of Digital Technology in an Online World","year":2016,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":5,"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; Mathematics education; Medical education; Data science; Psychology; Medicine","authors":[{"name":"Wendy Barber","is_ca":false},{"name":"Maurice DiGiuseppe","is_ca":false},{"name":"Roland van Oostveen","is_ca":false},{"name":"Todd J. B. Blayone","is_ca":false},{"name":"Jaymie Koroluk","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05724684126818853,"gpt":0.2600099572417294,"spread":0.2027631159735409,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002633476,0.0002134672,0.0003193036,0.001729284,0.00009543826,0.0001353161,0.00155832,0.0003212049,0.00003189858],"category_scores_gemma":[0.0006013321,0.0001746966,0.00003991581,0.002372077,0.0006564236,0.00220063,0.001077777,0.0004098516,0.0000159932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001861447,"about_ca_system_score_gemma":0.0001254776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001722742,"about_ca_topic_score_gemma":0.00009745427,"domain_scores_codex":[0.9981301,0.0001023149,0.0003198349,0.0007827429,0.0002634148,0.0004015639],"domain_scores_gemma":[0.9981934,0.0004022135,0.0002234956,0.0008823464,0.0001648266,0.0001336943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003873979,0.00167555,0.5077444,0.00001291339,0.00002446476,0.0001229999,0.0003722591,0.00003214349,0.004339526,0.2396635,0.0001198621,0.2458536],"study_design_scores_gemma":[0.006561311,0.003059928,0.8923932,0.0006040624,0.00005717712,0.0001419633,0.01470345,0.006754007,0.00471529,0.02572664,0.04312536,0.002157645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782604,0.00003142321,0.01444791,0.006241845,0.0001332935,0.0002290413,0.00001219311,0.0005364646,0.000107424],"genre_scores_gemma":[0.9812859,0.00003006616,0.01793028,0.0000489212,0.00001883479,0.000002940504,0.000006676806,0.000009959261,0.0006663999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3846488,"threshold_uncertainty_score":0.7123919,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W854350260","doi":"10.21427/fgmn-dg65","title":"Reflection on Integrative Project-Based Learning in Business and Information Technology Programs","year":2022,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University","funders":"","keywords":"Computer science; Project-based learning; Knowledge management; Project management 2.0; Soft skills; Curriculum; Project management; Engineering management; Project charter; Project management triangle; Engineering; Systems engineering; Mathematics education","authors":[{"name":"Andrew Hogue","is_ca":true},{"name":"Jennifer Percival","is_ca":true},{"name":"Khalil El‐Khatib","is_ca":false},{"name":"Garrett Hayes","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02615057942166399,"gpt":0.2696114344307547,"spread":0.2434608550090908,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001366071,0.0001909378,0.0002423446,0.002098108,0.001733671,0.0001140057,0.0004920074,0.0004018327,0.00009488915],"category_scores_gemma":[0.001211132,0.0001896844,0.00005056283,0.006836527,0.0006615242,0.00104231,0.0002779322,0.001583091,0.0000159582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000634464,"about_ca_system_score_gemma":0.0004590204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001205333,"about_ca_topic_score_gemma":0.0006910304,"domain_scores_codex":[0.9978685,0.0006160053,0.0002297588,0.0003979154,0.0004153285,0.0004724425],"domain_scores_gemma":[0.9991785,0.0001657161,0.0002249561,0.0001677322,0.0002064063,0.00005670439],"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":[0.0008511909,0.0005733701,0.01911596,0.00004064832,0.00002690254,0.0001101064,0.005833895,0.001947332,0.0002529467,0.6870286,0.0003587833,0.2838602],"study_design_scores_gemma":[0.001895379,0.001216352,0.001038569,0.00007119905,0.00001638398,0.000007916661,0.06917734,0.003024331,0.000165382,0.00240019,0.9205346,0.0004523565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9384051,0.00006607441,0.004665734,0.02835959,0.0001907818,0.001653723,0.00001091718,0.002492232,0.02415583],"genre_scores_gemma":[0.9974483,0.00007047926,0.001631639,0.0001920656,0.00001442211,0.00003765992,0.00006216927,0.000007892518,0.0005354164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9201758,"threshold_uncertainty_score":0.999566,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1540462025","doi":"10.21427/d79p5s","title":"Inside the Selection Box: Visualising active learning selection strategies","year":2010,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Science Foundation Ireland; Canada Millennium Scholarship Foundation","keywords":"Selection (genetic algorithm); Computer science; Active learning (machine learning); Machine learning; Artificial intelligence; Key (lock)","authors":[{"name":"Brian Mac Namee","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00891897734960887,"gpt":0.2315430329099532,"spread":0.2226240555603443,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0007003295,0.0002784596,0.0002443346,0.0004447676,0.001554253,0.0005872004,0.001368309,0.0004726588,0.0001010521],"category_scores_gemma":[0.0005205125,0.0002205451,0.0001373277,0.002347562,0.0003549374,0.001704049,0.000514402,0.002957169,0.0000761663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001092115,"about_ca_system_score_gemma":0.0001658845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002485573,"about_ca_topic_score_gemma":0.0002211147,"domain_scores_codex":[0.9977953,0.0003435022,0.0002093785,0.0007254653,0.0003964051,0.0005299797],"domain_scores_gemma":[0.9986939,0.0003217795,0.0002363051,0.0003752536,0.0002588223,0.0001139323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008063912,0.0002794319,0.002281363,0.0000133176,0.0000875047,0.0000723765,0.0008790288,0.005324307,0.03369156,0.7947414,0.0003822945,0.1621668],"study_design_scores_gemma":[0.001585688,0.0009264962,0.0113861,0.00003696714,0.00005796329,0.0003397605,0.005475095,0.8218639,0.02136509,0.01448867,0.1213757,0.001098647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.638899,0.0000100365,0.3513344,0.003963422,0.0003005178,0.0001809146,0.000001148739,0.002048397,0.00326218],"genre_scores_gemma":[0.9844182,0.000015188,0.01447081,0.0001189086,0.0001270732,0.0000020557,0.000007364983,0.00001294358,0.0008274426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8165396,"threshold_uncertainty_score":0.9997456,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1204289295","doi":"10.21427/8kz8-e390","title":"Creating an Experiential Learning Based Multi-Disciplinary Program","year":2022,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University","funders":"","keywords":"Experiential learning; Curriculum; Active learning (machine learning); Computer science; Knowledge management; Learning sciences; Educational technology; Project-based learning; Engineering management; Engineering; Artificial intelligence; Mathematics education; Psychology; Pedagogy","authors":[{"name":"Jeff Moretz","is_ca":true},{"name":"Steve Marsh","is_ca":true},{"name":"Jennifer Percival","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01662046382025828,"gpt":0.2339682150283954,"spread":0.2173477512081372,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002736124,0.0002583198,0.0002232842,0.0004304567,0.0008045696,0.00007566695,0.0006263096,0.0001845435,0.001151438],"category_scores_gemma":[0.00007713991,0.0002924944,0.0001061425,0.001161572,0.0001137457,0.0002911038,0.0003185488,0.0009372148,0.00003325118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003805362,"about_ca_system_score_gemma":0.00006485712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009079998,"about_ca_topic_score_gemma":0.000004952891,"domain_scores_codex":[0.9985002,0.0000968301,0.0002244616,0.0003884445,0.000318133,0.000471986],"domain_scores_gemma":[0.999332,0.00004795539,0.00005715084,0.0003146439,0.00006192611,0.0001863129],"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":[0.000105655,0.003334627,0.003830539,0.0001309094,0.0001451286,0.0003954466,0.004679151,0.9245882,0.006309124,0.01103706,0.002032595,0.04341158],"study_design_scores_gemma":[0.001526181,0.0004393191,0.002466886,0.00002263329,0.00002598606,0.00002703471,0.02405871,0.8435802,0.001314126,0.00003117,0.1257131,0.0007945916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9640887,0.00007185623,0.02735336,0.000299241,0.0004699237,0.0004015582,0.00001189686,0.005956011,0.001347424],"genre_scores_gemma":[0.9775033,0.000008033403,0.02136151,0.00003052213,0.00003308709,0.00005398288,0.0001714995,0.0000355006,0.0008025725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1236805,"threshold_uncertainty_score":0.9999527,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2918683752","doi":"10.21427/xyrh-sp76","title":"Know Thyself and Change the World’: The Western Pilgrimage Narrative and South Asia","year":2020,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Global Maritime and Colonial Histories","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":"University of Regina","funders":"","keywords":"Pilgrimage; Narrative; History; Political science; Geography; Ancient history; Art; Literature","authors":[{"name":"Dorothy Lane","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03184747148263987,"gpt":0.2385919190437128,"spread":0.2067444475610729,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0003967545,0.0001934489,0.0002368855,0.00008084126,0.002105016,0.0001963041,0.0007935772,0.0002382034,0.0001225395],"category_scores_gemma":[0.0003512633,0.0001273435,0.00007097522,0.001181724,0.003051072,0.0004714777,0.0005485253,0.0005445197,0.00004238688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008146861,"about_ca_system_score_gemma":0.0000701716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008237318,"about_ca_topic_score_gemma":0.004165485,"domain_scores_codex":[0.9984017,0.0003244012,0.0001291647,0.0004345736,0.0003126588,0.00039748],"domain_scores_gemma":[0.9991185,0.0002513489,0.000109901,0.000216039,0.0001177172,0.0001865098],"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":[0.0003514852,0.000142711,0.01166545,0.00002507685,0.0001073753,0.0002166651,0.1912064,0.00000113979,0.00008949449,0.7612729,0.01189131,0.02302999],"study_design_scores_gemma":[0.0004859816,0.0001832499,0.006058377,0.00001426584,0.00005360227,0.000003288243,0.07281715,0.0000544161,0.00002400939,0.001858724,0.918206,0.0002408958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6784599,0.001279473,0.00008889307,0.300556,0.0001579601,0.0008464421,0.0000405783,0.0005718231,0.01799886],"genre_scores_gemma":[0.9932673,0.0003303016,0.00009284992,0.002092533,0.0001579378,0.000005254446,0.000003280267,0.00000682314,0.004043692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9063147,"threshold_uncertainty_score":0.999662,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W770003321","doi":"","title":"Brokers of transformation: prioritizing community interests in community-university sustainability research","year":2015,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Service-Learning and Community Engagement","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":"Transformative learning; Engaged scholarship; Sociology; Public relations; Community organization; Community engagement; Scholarship; Community building; General partnership; Political science; Pedagogy","authors":[{"name":"Stephen Hill","is_ca":false},{"name":"Brianna Salmon","is_ca":false},{"name":"Tessa Nesca","is_ca":false},{"name":"Todd Barr","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1897383843470498,"gpt":0.3774882653112747,"spread":0.1877498809642249,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.01763787,0.0002018041,0.0004101004,0.001089423,0.003289905,0.00008633719,0.003040422,0.0005823798,0.00007032931],"category_scores_gemma":[0.003523362,0.0002378077,0.0001386895,0.003757764,0.002751615,0.0009981785,0.00127627,0.00564728,0.00002343166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00204859,"about_ca_system_score_gemma":0.0007069535,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0601495,"about_ca_topic_score_gemma":0.04230625,"domain_scores_codex":[0.9815847,0.01630089,0.0003438067,0.0002441924,0.0008070413,0.000719393],"domain_scores_gemma":[0.9949336,0.002168045,0.0001604214,0.001029036,0.001406244,0.000302671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.001028708,0.00331182,0.02160529,0.0002848876,0.00008254581,0.0001468131,0.2422188,0.0003246615,0.0001111102,0.7093675,0.0007436074,0.02077429],"study_design_scores_gemma":[0.001729391,0.0004210323,0.005463247,0.00009967897,0.0000164296,0.000001947926,0.902002,0.0002322831,0.00008367004,0.01133635,0.07835855,0.0002554654],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9466127,0.00003370696,0.0006262099,0.007639803,0.00006905345,0.000549711,0.00001199898,0.0004063768,0.04405047],"genre_scores_gemma":[0.9986069,0.00008360676,0.0006079011,0.00005159773,0.00001318532,0.000001044476,0.00002783963,0.000009375389,0.0005985025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6980311,"threshold_uncertainty_score":0.9999623,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3185409763","doi":"10.21427/wmx8-e578","title":"The Promise and Peril of Walking Indigenous Territorial Recognitions carried out by Settlers","year":2021,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University; University of Regina","funders":"","keywords":"Indigenous; Geography; History; Ecology; Biology","authors":[{"name":"Ken Wilson","is_ca":true},{"name":"Matthew J. Anderson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02717909936612654,"gpt":0.289916057544332,"spread":0.2627369581782055,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007527437,0.0002234947,0.0004491304,0.0001293744,0.0070047,0.00002576334,0.00043677,0.0007637095,0.0003566796],"category_scores_gemma":[0.001056598,0.0001790159,0.0001198427,0.0004697937,0.0007456262,0.0001437149,0.0008129498,0.001088663,0.00004964311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003278147,"about_ca_system_score_gemma":0.000537029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004742227,"about_ca_topic_score_gemma":0.007444088,"domain_scores_codex":[0.9973433,0.0004797635,0.00043251,0.000486887,0.0002201457,0.001037401],"domain_scores_gemma":[0.9977086,0.0008868334,0.0002936152,0.0004063463,0.0005628656,0.0001417097],"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":[0.005086911,0.004542671,0.1283114,0.001525858,0.003700992,0.002544356,0.3092269,0.00002072078,0.04074324,0.2132055,0.1990333,0.09205812],"study_design_scores_gemma":[0.005149955,0.0006836035,0.002695343,0.0001217039,0.0002332769,0.00003001106,0.3204152,0.00007181033,0.001535864,0.00455909,0.6637793,0.0007248149],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837767,0.0005293104,0.0001152587,0.007414032,0.00135693,0.0009375786,0.0002985858,0.0002649815,0.005306632],"genre_scores_gemma":[0.9949111,0.0009978106,0.000386303,0.0002461945,0.0001837399,0.00002001434,0.00009738829,0.00001817112,0.003139314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.464746,"threshold_uncertainty_score":0.994288,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2412687220","doi":"10.21427/d7g03p","title":"A Comparative Study of Performance Management Practice in the Republic of Ireland, as Influenced by it's Expansion from the Private Sector to its Public Equivalent.","year":2016,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Economic Analysis and Policy","field":"Economics, Econometrics and Finance","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":"Health Service Executive; University of Galway; Canadian Institute of Steel Construction; Technological University Dublin; National University of Ireland","keywords":"Public sector; Private sector; Business; Public administration; Public relations; Political science; Economic growth; Economics; Law","authors":[{"name":"Kevin Paul Corbett","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0569954637510175,"gpt":0.254248901781672,"spread":0.1972534380306545,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001312969,0.0002129201,0.0005910493,0.0004991175,0.0001690406,0.00006392087,0.001595516,0.0001733251,0.0004229104],"category_scores_gemma":[0.0004710613,0.0001353499,0.0001251394,0.001476136,0.0002226576,0.0008806406,0.0005168951,0.0002765436,0.0002125913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001409544,"about_ca_system_score_gemma":0.00002263417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004172194,"about_ca_topic_score_gemma":0.0001525972,"domain_scores_codex":[0.9980282,0.0001604708,0.0007475243,0.0005822049,0.0001357812,0.0003458893],"domain_scores_gemma":[0.9975275,0.0006534776,0.0007766554,0.000852828,0.0001145157,0.00007495888],"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":[0.0005174234,0.002793696,0.07319143,0.0000254855,0.0007533326,0.00002508845,0.00627326,0.0001716588,0.00039885,0.908808,0.003280118,0.00376165],"study_design_scores_gemma":[0.01312609,0.003796161,0.1835206,0.0002323073,0.000289925,0.00001029608,0.08806285,0.002594199,0.001730007,0.01305046,0.6920648,0.001522306],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746894,0.0001733652,0.0005058428,0.01828041,0.00004300009,0.0007359901,0.0001308619,0.00003621266,0.00540498],"genre_scores_gemma":[0.9979892,0.0005753938,0.0001514464,0.0006934582,0.00001444065,0.0000131693,0.00001196704,0.000007879104,0.0005430399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8957576,"threshold_uncertainty_score":0.5519409,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2886929459","doi":"10.21427/d7jb0m","title":"Landscapes of the Irish Language: Discursive Constructions of Authenticity in the Irish Diaspora","year":2016,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Philippine History and Culture","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":"University of Melbourne","keywords":"Irish; Diaspora; Globe; Heritage language; Minority language; Sociology; Media studies; Gender studies; Geography; History; Genealogy; Linguistics; Psychology","authors":[{"name":"Jill Vaughan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0153159859290949,"gpt":0.2401638879749929,"spread":0.224847902045898,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005527167,0.0001176982,0.000224734,0.0001277355,0.0004257662,0.00001402295,0.001233549,0.0002981659,0.0003626861],"category_scores_gemma":[0.0008831114,0.00006041311,0.0001774631,0.001170288,0.002402998,0.0002891567,0.0001662086,0.0003159645,0.000009141442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009103284,"about_ca_system_score_gemma":0.0001130637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005044826,"about_ca_topic_score_gemma":0.001891521,"domain_scores_codex":[0.998561,0.0003899838,0.000198732,0.000239673,0.0003567065,0.0002539047],"domain_scores_gemma":[0.9989492,0.0002570765,0.0002295887,0.0003788285,0.0001364561,0.00004880503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001951291,0.001061054,0.06949819,0.00004400393,0.0001160262,0.00009106243,0.1135451,0.00001445884,0.009234995,0.7804774,0.01869634,0.007026201],"study_design_scores_gemma":[0.002926909,0.0002298066,0.05857817,0.0002348656,0.0001880935,0.00001677301,0.8031394,0.00002921037,0.003601767,0.01774643,0.1127147,0.000593902],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808758,0.00008342094,0.0001018564,0.01102887,0.0001381477,0.0002493385,0.00008287901,0.00008023607,0.007359413],"genre_scores_gemma":[0.9987823,0.00005696233,0.00004993285,0.00005882782,0.00003638541,0.000001507511,0.000002814458,0.000003170623,0.001008123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.762731,"threshold_uncertainty_score":0.8853946,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3094374804","doi":"10.21427/4661-1k23","title":"Novel Therapeutic Approaches to Treat Brain Cancer Combining Cold Atmospheric Plasma, Therapeutic Prodrugs and Gold Nanoparticles","year":2020,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Nanoplatforms for cancer theranostics","field":"Engineering","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":"Prodrug; Colloidal gold; Brain cancer; Nanoparticle; Atmospheric-pressure plasma; Drug; Nanotechnology; Cancer; Pharmacology; Medicine; Plasma; Materials science; Internal medicine; Physics","authors":[{"name":"Zhonglei He","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06486168807601934,"gpt":0.1995973678321659,"spread":0.1347356797561465,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001383245,0.0004886133,0.0005532618,0.00009488282,0.0002124368,0.000130499,0.0007217785,0.0004298037,0.00007505319],"category_scores_gemma":[0.00006659926,0.0004601491,0.0001191214,0.001595128,0.0003433142,0.0004648583,0.0002600364,0.0005990458,0.00005132085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002713451,"about_ca_system_score_gemma":0.00006030457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004306708,"about_ca_topic_score_gemma":0.00005443766,"domain_scores_codex":[0.9979518,0.00003678179,0.0003151895,0.0006895793,0.0002838587,0.0007228056],"domain_scores_gemma":[0.9988684,0.0002310727,0.00008271504,0.0003891141,0.00005525507,0.0003734593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000541576,0.0003013431,0.001358677,0.000243563,0.0004132994,0.00008397092,0.001888801,0.01566167,0.850191,0.06146977,0.001117612,0.06672873],"study_design_scores_gemma":[0.01317231,0.002037225,0.001382542,0.0002441475,0.0006588544,0.00005743877,0.007875062,0.4686456,0.3427166,0.002341126,0.157213,0.003656093],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747638,0.001256293,0.0113984,0.009072601,0.0001494359,0.0008595789,0.00006887432,0.001958449,0.0004725966],"genre_scores_gemma":[0.9949619,0.0002569079,0.003176807,0.001089585,0.00004848889,0.00002157081,0.000009280872,0.00007421911,0.0003612173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5074744,"threshold_uncertainty_score":0.999785,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2546856655","doi":"10.21427/d7dt53","title":"Community Radio Development and Public Funding for Programme Production: Options for Policy","year":2014,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Radio, Podcasts, and Digital Media","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":"Community radio; Production (economics); Business; Public policy; Public administration; Political science; Public relations; Economic growth; Economics","authors":[{"name":"Niamh Farren","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1165252029960921,"gpt":0.2926313249550933,"spread":0.1761061219590013,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001945198,0.0002098335,0.0003042668,0.0005194736,0.003051797,0.0003250658,0.0007395801,0.0004068341,0.00001250717],"category_scores_gemma":[0.006913651,0.0002090792,0.0001226074,0.001081869,0.001582053,0.0008965576,0.0002092275,0.0003816275,0.00001021097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004567486,"about_ca_system_score_gemma":0.0004222268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002227102,"about_ca_topic_score_gemma":0.001253999,"domain_scores_codex":[0.9979483,0.0002481425,0.0002430414,0.0004399818,0.0002710339,0.0008494406],"domain_scores_gemma":[0.9981936,0.0005798066,0.0001501653,0.0003459,0.0003290919,0.0004013925],"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":[0.00005210736,0.0003226991,0.0005769285,0.00003926178,0.00003577408,0.00000135523,0.001523557,0.00000207577,0.00005077669,0.8289679,0.001314786,0.1671128],"study_design_scores_gemma":[0.001103567,0.0002700636,0.0006265947,0.00002290427,0.00002512865,0.000007301217,0.01722993,0.000240024,0.000158348,0.02006502,0.9598979,0.000353149],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8932201,0.0001155477,0.02689682,0.06784413,0.0005144387,0.002285619,0.00003484908,0.001431776,0.007656772],"genre_scores_gemma":[0.9777606,0.00005509893,0.01892308,0.0001328611,0.0003341816,0.00004265911,0.00006439162,0.00001434848,0.002672787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9585832,"threshold_uncertainty_score":0.9982461,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2901225472","doi":"","title":"Are Mature Female Consumers Well Served by the Fashion Retail Sector","year":2017,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Trent University; Nottingham Trent University","keywords":"Business; Fashion industry; Clothing; Fast fashion; Commerce; Retail trade; Marketing; Advertising; Retail market; Geography","authors":[{"name":"Amanda Ratcliffe","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04903610597321459,"gpt":0.2219650650028514,"spread":0.1729289590296368,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000507636,0.0004642805,0.0005180753,0.000301278,0.002687136,0.0009058377,0.002598926,0.0005834482,0.001222635],"category_scores_gemma":[0.0007380084,0.0003576325,0.0002815672,0.0006367296,0.001422716,0.001654555,0.001951419,0.0009980246,0.0010419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001143838,"about_ca_system_score_gemma":0.00002404349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004196524,"about_ca_topic_score_gemma":0.001570164,"domain_scores_codex":[0.9976888,0.00004928335,0.0002899896,0.0008195686,0.0004754073,0.0006769069],"domain_scores_gemma":[0.997091,0.0001105348,0.0009325566,0.001476225,0.0003446782,0.00004500384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002181337,0.0003286242,0.9348264,0.0001182539,0.0002083712,0.0004663787,0.0000410642,0.000001539032,0.001311634,0.02759386,0.02224098,0.01264481],"study_design_scores_gemma":[0.002402449,0.00002733414,0.3078683,0.00008757298,0.0004154203,0.00001242696,0.005575985,0.0004570602,0.0002080717,0.0002788471,0.6817191,0.0009473801],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672354,0.0002315297,0.000109859,0.02108438,0.0003924482,0.0005751006,0.00004139085,0.0009383791,0.009391479],"genre_scores_gemma":[0.9926502,0.0000694974,0.00008008925,0.0005109074,0.00006830194,0.000006383321,0.0000454533,0.00003260574,0.006536531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6594781,"threshold_uncertainty_score":0.9998876,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W809618049","doi":"","title":"Moving Towards an Outcomes-Based Curriculum Model in Design Education: an Action Research Study at OCAD University","year":2015,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Context (archaeology); Action research; Curriculum; Engineering ethics; Sociology; Action (physics); Pedagogy; Higher education; Research design; Engineering; Political science; Social science","authors":[{"name":"Bahar Mousavi Hejazi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2290491566544906,"gpt":0.368788601295616,"spread":0.1397394446411254,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002364848,0.0002832668,0.0003125716,0.001288989,0.0003842858,0.0001114732,0.001004116,0.0004660368,0.00007526523],"category_scores_gemma":[0.0005747902,0.0003082187,0.00006838737,0.002361642,0.0002018222,0.002093924,0.0001787725,0.001098475,0.0001128355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001954613,"about_ca_system_score_gemma":0.0008143322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005327922,"about_ca_topic_score_gemma":0.0005733338,"domain_scores_codex":[0.99695,0.001017916,0.0002410807,0.0006434395,0.0006056185,0.0005419225],"domain_scores_gemma":[0.9979845,0.0002084652,0.00008194304,0.000767452,0.0005020542,0.000455558],"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":[0.001865231,0.02350336,0.07642126,0.0001155327,0.0002158207,0.0006598459,0.006650608,0.6989568,0.002134002,0.1186697,0.01172618,0.05908165],"study_design_scores_gemma":[0.003250065,0.0009342682,0.01081028,0.00002636903,0.00006639973,0.00001464968,0.06987971,0.8954625,0.0004867062,0.001133886,0.01710027,0.0008348559],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9559257,0.00002544982,0.03572485,0.001381324,0.0003004143,0.0007625077,0.000008457214,0.00108046,0.004790829],"genre_scores_gemma":[0.9903926,0.00002086085,0.007913296,0.00006686267,0.00003202224,0.000004593665,0.00004205494,0.00002617738,0.001501482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1965057,"threshold_uncertainty_score":0.999937,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W405287521","doi":"10.21427/d78j6g","title":"Irish Healthcare; The Evidence on Communicating Policy.","year":2010,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Healthcare innovation and challenges","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Irish; Health care; Public relations; Political science; Internet privacy; Computer science; Law; Linguistics","authors":[{"name":"Vivienne Byers","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.145409411354112,"gpt":0.3862242819088869,"spread":0.2408148705547749,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002807974,0.0001977097,0.0002473171,0.0003742095,0.002671359,0.0001401087,0.002500157,0.0007485918,0.0002759394],"category_scores_gemma":[0.005552984,0.000158119,0.0001165878,0.002359612,0.001990468,0.000434236,0.0004244988,0.002303364,0.0001975728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002744567,"about_ca_system_score_gemma":0.0006435974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003074695,"about_ca_topic_score_gemma":0.01001861,"domain_scores_codex":[0.9971398,0.0007659719,0.0003098561,0.0004613055,0.0006394148,0.0006837072],"domain_scores_gemma":[0.9964521,0.001504223,0.0002449429,0.001063009,0.0004795838,0.0002561707],"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":[0.00002926148,0.00009928161,0.0007251358,0.000008326117,0.000008618233,0.00001528675,0.001309392,6.417168e-7,0.0001979147,0.9597694,0.002364244,0.03547254],"study_design_scores_gemma":[0.0003691185,0.0001951296,0.002223813,0.00008828433,0.000008055849,0.00000551107,0.0304254,0.0001133274,0.0002124834,0.009328676,0.9566986,0.000331594],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3874121,0.00009262327,0.0001030185,0.5961444,0.0002136954,0.0003313544,0.000007973282,0.0006786837,0.01501615],"genre_scores_gemma":[0.9916123,0.001133408,0.0006959424,0.00515903,0.0002341376,0.000004129171,0.000005445503,0.00001149752,0.001144108],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9543344,"threshold_uncertainty_score":0.9999984,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2762265970","doi":"","title":"Full STEAM Ahead: Building Preservice Teachers’ Capacity in Makerspace Pedagogies","year":2016,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Mathematics education; Pedagogy; Sociology; Psychology","authors":[{"name":"Janette Hughes","is_ca":false},{"name":"Jennifer Laffler","is_ca":false},{"name":"Ami Mamolo","is_ca":false},{"name":"Laura Morrison","is_ca":false},{"name":"Diana Petrarca","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04861346165741495,"gpt":0.2438334232526808,"spread":0.1952199615952659,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001458992,0.0003850568,0.0004376755,0.0007847821,0.000440257,0.0002362034,0.003263712,0.0006229777,0.00005029688],"category_scores_gemma":[0.001172873,0.0003068379,0.0001795628,0.001740271,0.0004712095,0.001673525,0.001543537,0.001291142,0.0001215715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004280272,"about_ca_system_score_gemma":0.0001021364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003827872,"about_ca_topic_score_gemma":0.0002304793,"domain_scores_codex":[0.9964797,0.0005250842,0.0003137458,0.001166441,0.0005132475,0.001001772],"domain_scores_gemma":[0.9976351,0.0005960186,0.0002314716,0.001178511,0.0001315603,0.0002273627],"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":[0.0002147787,0.0008568693,0.01216715,0.00005939492,0.00009893852,0.0006755869,0.005520779,0.0004211323,0.01097452,0.5045384,0.001268087,0.4632043],"study_design_scores_gemma":[0.007252382,0.001516276,0.01257312,0.0006319233,0.000060184,0.0001997598,0.01250031,0.009810816,0.003581456,0.009191124,0.9400383,0.002644353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7047623,0.00009859683,0.2740606,0.01785178,0.0001539449,0.000233704,0.000004458283,0.002257599,0.0005770231],"genre_scores_gemma":[0.916849,0.00003757446,0.08134898,0.0001061176,0.00003550061,0.000003297213,0.000001788942,0.00001669406,0.001601035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9387702,"threshold_uncertainty_score":0.9999384,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2460806680","doi":"10.21427/d79x7z","title":"A Graph-Theoretical Approach to the Harmonic Analysis of Georgian Vocal Polyphonic Music","year":2016,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Music Technology and Sound 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":"Canadian Nautical Research Society","funders":"","keywords":"Polyphony; Speech recognition; Georgian; Mathematics; Computer science; Linguistics; Acoustics; Philosophy; Physics","authors":[{"name":"Frank Scherbaum","is_ca":false},{"name":"Simha Arom","is_ca":true},{"name":"Frank Kane","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01695153525489802,"gpt":0.1966888182056706,"spread":0.1797372829507725,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008726994,0.0003320249,0.0006706789,0.001505899,0.0005791349,0.00006049077,0.004208645,0.0005942926,0.0001629497],"category_scores_gemma":[0.0005164747,0.0001947406,0.0004995867,0.007405955,0.002847586,0.0003440783,0.002037549,0.0005486404,0.00008659589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001252937,"about_ca_system_score_gemma":0.00008228122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003194272,"about_ca_topic_score_gemma":0.0000615411,"domain_scores_codex":[0.9971237,0.0002380026,0.0003863456,0.001026065,0.0004851355,0.0007408033],"domain_scores_gemma":[0.9972076,0.0004848369,0.0001835596,0.001742219,0.0002050542,0.0001767153],"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":[0.00004782423,0.0002742983,0.0005361472,0.000004281962,0.0005354725,0.00003107625,0.0003189695,0.00002207896,0.0004311333,0.9830501,0.001408289,0.01334031],"study_design_scores_gemma":[0.01245559,0.003990525,0.08972628,0.0002453049,0.005239899,0.0002575736,0.0124577,0.09215648,0.0114137,0.52917,0.2366369,0.006250057],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3981966,0.00009029327,0.5724663,0.02548908,0.0001179557,0.0002974458,0.00002654778,0.0007860601,0.002529651],"genre_scores_gemma":[0.9906311,0.00006366394,0.008286905,0.0004994803,0.00001804214,0.000007464181,0.000003989471,0.000008276909,0.000481091],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5924345,"threshold_uncertainty_score":0.9998661,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7015188382","doi":"","title":"Seeing is Believing: Body Motion Dominates in Multisensory Conversations","year":2010,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Social Robot Interaction and HRI","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Trinity College","funders":"Science Foundation Ireland","keywords":"Nucleofection; Gestational period; Dysgeusia; TSG101; Hyporeflexia; Articular cartilage damage; Proteogenomics; Diafiltration","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02413405191131303,"gpt":0.2911530950536046,"spread":0.2670190431422916,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003568949,0.0002453261,0.0003172696,0.0007358799,0.0003500485,0.00006364942,0.0005547083,0.0009211177,0.008822629],"category_scores_gemma":[0.0005770263,0.0002663588,0.0001828853,0.0008960251,0.0004996062,0.0004480804,0.0001797126,0.001479516,0.001523674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001611344,"about_ca_system_score_gemma":0.00003757575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004271692,"about_ca_topic_score_gemma":0.000274928,"domain_scores_codex":[0.9981835,0.0001594835,0.0003166365,0.0006354495,0.0002169368,0.0004879902],"domain_scores_gemma":[0.9986114,0.000379775,0.0001911931,0.0004837069,0.0001888311,0.0001450877],"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":[0.0006299305,0.002569317,0.09355225,0.00002775664,0.0002414456,0.0008999337,0.007063492,0.00004040317,0.03467256,0.7945035,0.0134361,0.05236336],"study_design_scores_gemma":[0.01805403,0.0006270463,0.3776699,0.0001283648,0.0002453734,0.0002145743,0.07445911,0.01480184,0.01161496,0.008894463,0.4906131,0.002677257],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698553,0.00003279182,0.001777004,0.008840634,0.001187475,0.0003668112,0.00002603019,0.0007008056,0.01721312],"genre_scores_gemma":[0.9926556,0.00002344487,0.0009068365,0.0005301614,0.00008067901,0.000004953783,0.00003236729,0.0000186096,0.005747332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.785609,"threshold_uncertainty_score":0.9999788,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6945171357","doi":"10.21427/1r1k-g544","title":"Making History Visible: Ireland’s National Famine Way Told Through Models and Interactive Digital Narratives","year":2022,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Irish and British Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Famine; Irish; Narrative; Cultural heritage; Estate","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05883287249230598,"gpt":0.276050811545431,"spread":0.2172179390531251,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004635191,0.0001934834,0.0002839111,0.0002674022,0.001751257,0.0001164549,0.0006592231,0.0002265392,0.0008693665],"category_scores_gemma":[0.0005908163,0.0002085983,0.0001072073,0.0006977687,0.001294554,0.001892815,0.000970356,0.0006878852,0.00001335738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001062418,"about_ca_system_score_gemma":0.0002742245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002127655,"about_ca_topic_score_gemma":0.000148009,"domain_scores_codex":[0.997759,0.0001942488,0.0001971941,0.0005369897,0.0008904315,0.0004221028],"domain_scores_gemma":[0.9990767,0.0002890641,0.0001572036,0.0001292074,0.000256051,0.00009174276],"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":[0.0004277386,0.0009323629,0.001670815,0.00002241299,0.0002475616,0.0007832845,0.02885721,0.0002653796,0.00006961091,0.8058895,0.1457058,0.01512833],"study_design_scores_gemma":[0.001291811,0.0002786767,0.0004470655,0.00003953362,0.00001925365,0.0000423344,0.155843,0.00195113,0.0000117357,0.0245677,0.8149401,0.0005676348],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6036692,0.001348092,0.003573629,0.01610184,0.0004985528,0.0004694627,0.0001819296,0.0008273549,0.37333],"genre_scores_gemma":[0.9920375,0.0002480531,0.0004504979,0.0004760519,0.00006618442,0.000006827328,0.00002927666,0.000009435992,0.006676177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7813218,"threshold_uncertainty_score":0.9995483,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1604454051","doi":"10.21427/d7sb15","title":"Homeless Outreach Projects for Single Parent Families: What Happens to the Children?","year":2005,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Poverty; Outreach; Mental health; Face (sociological concept); Domestic violence; Family studies; Sociology; Psychology; Political science; Criminology; Economic growth; Psychiatry; Medicine; Suicide prevention; Poison control; Environmental health; Social science","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.07386613176495332,"gpt":0.3381624271889578,"spread":0.2642962954240045,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0008305086,0.0003949254,0.0007968766,0.0003985411,0.002246738,0.0001378331,0.001397318,0.0008764459,0.0002706707],"category_scores_gemma":[0.0005567163,0.0002898853,0.0002563225,0.001277865,0.0003739476,0.000762958,0.0007075953,0.001015773,0.0005306046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005026665,"about_ca_system_score_gemma":0.0001903437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004710612,"about_ca_topic_score_gemma":0.008249815,"domain_scores_codex":[0.9967215,0.0003777766,0.0004961034,0.0008101258,0.0004189608,0.001175529],"domain_scores_gemma":[0.9976099,0.0006626773,0.000259323,0.0007732662,0.0004168916,0.0002779785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001301075,0.004115773,0.06157097,0.0003521858,0.0005377225,0.00008893865,0.07863072,0.0003773066,0.00105631,0.378669,0.01166542,0.4616346],"study_design_scores_gemma":[0.00312115,0.0005828229,0.007862387,0.00029309,0.000114238,0.000001600685,0.5827047,0.0004740721,0.0006042456,0.0008340052,0.4025707,0.0008369311],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702904,0.0004066758,0.00307877,0.01973076,0.000436568,0.003083428,0.000136508,0.0009299559,0.001906941],"genre_scores_gemma":[0.9957144,0.0004446973,0.001038394,0.0007849908,0.0004031875,0.0001171985,0.0001125679,0.00003863579,0.00134599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.504074,"threshold_uncertainty_score":0.9999554,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2051495220","doi":"10.1080/00207233.2014.90801","title":"Geographic Information System-based tools in environmental management","year":2014,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Queen's University; Trinity College Dublin; University College Dublin; Queen's University Belfast","keywords":"Flexibility (engineering); Irish; Information system; Work (physics); Environmental planning; Environmental resource management; Geographic information system; Computer science; Geography; Engineering; Environmental science; Cartography","authors":[{"name":"Zeinab Bedri","is_ca":false},{"name":"Michael Bruen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006554419947546095,"gpt":0.1564538568731876,"spread":0.1498994369256415,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006008108,0.0002404618,0.00025133,0.0004650335,0.0003302191,0.00004698872,0.0006826309,0.0002791694,0.0004962696],"category_scores_gemma":[0.0000373818,0.0002269755,0.0001012727,0.0006769301,0.0006928261,0.0009472751,0.0007618652,0.000309643,0.001319534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003219674,"about_ca_system_score_gemma":0.000002357619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005504088,"about_ca_topic_score_gemma":0.00003034685,"domain_scores_codex":[0.9983296,0.0001428619,0.0002753547,0.000437922,0.0003271454,0.0004870495],"domain_scores_gemma":[0.9993049,0.00006713958,0.0001252986,0.0004150413,0.000004162111,0.00008345774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007719937,0.001383831,0.6306241,0.0002723339,0.0002636375,0.0006001497,0.0004627002,0.03417247,0.0004328033,0.2427862,0.003890691,0.08433907],"study_design_scores_gemma":[0.008555755,0.0006842963,0.5354977,0.0001041533,0.0001853122,0.00001325769,0.006178641,0.06826858,0.0005544859,0.002286705,0.3761121,0.001558999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480262,0.000007427585,0.01239807,0.002060972,0.00009810603,0.0005777212,0.00001408221,0.0005132081,0.03630426],"genre_scores_gemma":[0.9978718,0.00002761713,0.00123546,0.0004948837,0.000006551567,0.0000100028,0.00005338871,0.000006217786,0.000294064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3722214,"threshold_uncertainty_score":0.9994581,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6888720781","doi":"10.21427/madx-6h71","title":"‘Unlikely Adventures’ in Sacred and Secular Space: India and the Sikh Diaspora","year":2023,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"South Asian Studies and Diaspora","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":"University of Regina","funders":"","keywords":"Pilgrimage; Diaspora; Politics; Narrative; Ambivalence; Partition (number theory)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.013746953744933,"gpt":0.1816488250930393,"spread":0.1679018713481063,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005400789,0.0002705176,0.0004318095,0.0004774267,0.0006538488,0.0001737416,0.0003945138,0.0002552046,0.0002113561],"category_scores_gemma":[0.000280873,0.0001932782,0.0001153489,0.000602392,0.002184606,0.0002808423,0.0006139179,0.0005314415,0.00008681781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004115502,"about_ca_system_score_gemma":0.00002723327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003643572,"about_ca_topic_score_gemma":0.0004311446,"domain_scores_codex":[0.9983963,0.0001170846,0.0002310887,0.0005116644,0.0002447614,0.0004990727],"domain_scores_gemma":[0.999052,0.0003099201,0.0001144166,0.0003284697,0.00007483832,0.0001203267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003171255,0.00007644154,0.003601706,0.00002876608,0.00007532374,0.0004891344,0.01514827,0.000005483431,0.000006874129,0.9731721,0.003675638,0.003403136],"study_design_scores_gemma":[0.01198895,0.0003018134,0.03528184,0.00009863599,0.0001523527,0.00002766244,0.5891618,0.001295269,0.00003841438,0.04260177,0.3180244,0.001027135],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822167,0.001067947,0.00001371832,0.00737774,0.0001581145,0.0004529454,0.00006653069,0.0005278166,0.00811845],"genre_scores_gemma":[0.9974065,0.0008714669,0.00004941027,0.0003292453,0.00007526146,0.000005677853,0.00003020481,0.00001565647,0.001216543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9305703,"threshold_uncertainty_score":0.8049272,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2109351681","doi":"10.21427/d75b6g","title":"Digital technologies and the future of radio: lessons from the Canadian experience","year":2006,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"ICT Impact and Policies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Telecommunications; Digital radio; Pace; Government (linguistics); Business; Radio broadcasting; Political science; Engineering; Geography","authors":[{"name":"Brian O’Neill","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007676895578209614,"gpt":0.1826814269166212,"spread":0.1750045313384116,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001118137,0.0002058049,0.0002521914,0.0001844106,0.0004140048,0.000143616,0.00093846,0.0004230032,0.00003145777],"category_scores_gemma":[0.0001023195,0.0001245367,0.00009197208,0.0007201221,0.001932932,0.0003245196,0.0001799052,0.000494822,0.00001071754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009893122,"about_ca_system_score_gemma":0.00004489536,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01272121,"about_ca_topic_score_gemma":0.03543783,"domain_scores_codex":[0.9991171,0.00002813383,0.000160417,0.000140089,0.0001644008,0.0003898474],"domain_scores_gemma":[0.9991294,0.0002559565,0.00005268668,0.0004555968,0.00004794343,0.00005840953],"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":[0.00008877893,0.00005385952,0.008925891,0.00001541004,0.0001148141,0.00005403011,0.002590206,0.000553932,0.0006886321,0.935365,0.0115154,0.0400341],"study_design_scores_gemma":[0.004205993,0.0001355102,0.02756715,0.00007969236,0.0001331682,0.00008429396,0.1509452,0.00614035,0.008932983,0.04068037,0.7598298,0.001265562],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675465,0.001809744,0.0002979149,0.02343452,0.0001338626,0.0002171386,0.0002431355,0.0008826459,0.005434588],"genre_scores_gemma":[0.9991714,0.0003202795,0.00009621021,0.00005044336,0.00005494716,0.000002034363,0.00002414935,0.00001076259,0.0002697473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8946846,"threshold_uncertainty_score":0.9938532,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7074246905","doi":"","title":"Patricide or Mourning the Nation-State in Francis Leclerc’s &lt;i&gt;Looking for Alexander&lt;/i&gt;","year":2017,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Taboo; Totem; Politics; Interpretation (philosophy); Dream; Independence (probability theory); Autonomy; Punishment (psychology)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05728989185834,"gpt":0.2162659970470633,"spread":0.1589761051887233,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001603943,0.0002847742,0.0005995699,0.0006723619,0.001735004,0.0004111048,0.001714475,0.0003204743,0.001530677],"category_scores_gemma":[0.00158654,0.0002507188,0.0002579903,0.0005180034,0.0007160708,0.0009463131,0.0006777302,0.0003790879,0.0008944081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003048447,"about_ca_system_score_gemma":0.00004457531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001358605,"about_ca_topic_score_gemma":0.0005928924,"domain_scores_codex":[0.9977327,0.00002879058,0.0005764762,0.0008857787,0.00009319399,0.0006830728],"domain_scores_gemma":[0.9978734,0.0003564466,0.000724324,0.0008337005,0.0001126333,0.00009949291],"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":[0.0004342987,0.0003852201,0.02181364,0.00005485901,0.0003027598,0.0001418569,0.001480028,0.00136026,0.0002023112,0.9124319,0.04455265,0.01684025],"study_design_scores_gemma":[0.004796423,0.0001705581,0.01889444,0.00005020596,0.00003730193,0.000008788469,0.001838055,0.02873428,0.0001536542,0.03210691,0.9122925,0.0009168817],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8350835,0.001219961,0.02775408,0.00994254,0.002510151,0.001489524,0.0008348741,0.0004755721,0.1206898],"genre_scores_gemma":[0.9493944,0.0004658066,0.0009493771,0.0001806185,0.00006361418,0.00001225658,0.00001524015,0.00001900776,0.04889967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.880325,"threshold_uncertainty_score":0.9999945,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7008270638","doi":"","title":"Booklet of Selected Theses from the MA in Criminology, MA in Law, and MA in Child, Family and Community Studies 2007- 2009.","year":2010,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Family studies; Community studies","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.08795156598585994,"gpt":0.3098619410039956,"spread":0.2219103750181357,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001106858,0.0001688709,0.0003706953,0.0003249317,0.0005575056,0.00005149854,0.0007356494,0.0004418766,0.0002171798],"category_scores_gemma":[0.001114786,0.0001379933,0.00005891246,0.0007171978,0.003315562,0.0003218146,0.0005860032,0.0015778,0.000005622534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007062955,"about_ca_system_score_gemma":0.0000388371,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04134557,"about_ca_topic_score_gemma":0.2009225,"domain_scores_codex":[0.9981002,0.0007717811,0.0002954653,0.0003060319,0.0001633566,0.0003631143],"domain_scores_gemma":[0.9984717,0.000894135,0.0001249473,0.0003277933,0.0001238691,0.00005758466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003373922,0.002277403,0.5650385,0.00005455376,0.0001430721,0.0001987916,0.02138783,0.0000055568,0.003370312,0.3969762,0.002935395,0.007274983],"study_design_scores_gemma":[0.002148809,0.0003024197,0.8041047,0.000199267,0.00004099897,0.000006972123,0.1586902,0.0001182328,0.0003877531,0.01834837,0.01529207,0.0003601566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885607,0.0006517282,0.00001450255,0.006655946,0.000082137,0.0003095597,0.00008455379,0.00008278517,0.003558046],"genre_scores_gemma":[0.9985181,0.000885665,0.0001732394,0.0002696358,0.00001745241,0.000003006935,0.00001130465,0.000005530765,0.0001160329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3786278,"threshold_uncertainty_score":0.9993969,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6999264834","doi":"","title":"Cognitive Performance in Midlife Type 2 Diabetes: Results form the ENBIND Study","year":2020,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","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":"Type 2 diabetes; Cognition; Neuropsychological assessment; Neuropsychology; Neuropsychological test; Effects of sleep deprivation on cognitive performance; Cohort; Cognitive test; Repeatable Battery for the Assessment of Neuropsychological Status","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0422016884000869,"gpt":0.2734172633034175,"spread":0.2312155749033306,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000811444,0.0002678773,0.000418096,0.0003477649,0.0002934257,0.00005448043,0.0005897376,0.00025585,0.0002954956],"category_scores_gemma":[0.002132946,0.0001916046,0.000115854,0.002469868,0.000574071,0.0003536365,0.0005539615,0.001145478,0.0003476858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001273976,"about_ca_system_score_gemma":0.000160034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000148547,"about_ca_topic_score_gemma":0.00003421453,"domain_scores_codex":[0.9974565,0.0001993494,0.0003419862,0.0006865956,0.0006551635,0.0006604198],"domain_scores_gemma":[0.9985484,0.0003363749,0.0001152306,0.000334723,0.0004056835,0.0002595954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008053849,0.003638116,0.9550983,0.0001328365,0.0003856611,0.001463819,0.002351519,0.000008182134,0.0009485158,0.0008943097,0.001813742,0.02521118],"study_design_scores_gemma":[0.02132028,0.01267987,0.88482,0.0003247062,0.0003538929,0.00001740809,0.05033717,0.004645711,0.005332021,0.0001364778,0.01934106,0.0006913397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771508,0.0000616047,0.00003824619,0.01397235,0.00005516532,0.001590584,0.00002470141,0.0002693563,0.006837176],"genre_scores_gemma":[0.997328,0.0001824061,0.00005609768,0.001282579,0.00005200789,0.000009201077,0.00005829721,0.00001524015,0.001016147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07027821,"threshold_uncertainty_score":0.7813409,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7057727328","doi":"","title":"Launch of \"The Food Issue\" a Special Edition of the Canadian Journal of Irish Studies","year":2018,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Electrostatic Discharge in Electronics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Irish; Government (linguistics); Food studies; George (robot)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01554662582460009,"gpt":0.2044823797541171,"spread":0.1889357539295171,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003750306,0.0001650586,0.0003324705,0.0002709619,0.0002626603,0.00001903212,0.001111126,0.0002829595,0.0002018918],"category_scores_gemma":[0.0007049092,0.0001151968,0.000185136,0.001258588,0.001342645,0.0002063019,0.0001315506,0.0006408425,0.000007575992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003715147,"about_ca_system_score_gemma":0.0003774218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001900603,"about_ca_topic_score_gemma":0.01713012,"domain_scores_codex":[0.9986685,0.00007866939,0.000351098,0.0001486264,0.0003601324,0.0003929561],"domain_scores_gemma":[0.9985523,0.0001037794,0.0002610575,0.0003866074,0.0006167787,0.00007949011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002946128,0.000720817,0.01152645,0.0005013787,0.002674908,0.00008769979,0.008508361,0.002874761,0.03038722,0.4449003,0.4852145,0.012309],"study_design_scores_gemma":[0.004851067,0.003982403,0.01169886,0.0006759777,0.0006492314,0.0001805237,0.01086272,0.003652372,0.4029385,0.061116,0.4981872,0.00120518],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923149,0.0003748046,0.0004293502,0.002688976,0.001028935,0.000226116,0.00006340664,0.00006393113,0.002809515],"genre_scores_gemma":[0.99893,0.00006844659,0.0003681396,0.00003942063,0.0003297802,4.171228e-7,0.000001634428,0.00001232147,0.000249857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3837843,"threshold_uncertainty_score":0.955901,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6984234249","doi":"","title":"Dining Out","year":2019,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Economic and Business Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Irish; Celtic Tiger; White (mutation); Consistency (knowledge bases); Tiger","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03956410210830984,"gpt":0.1780171713288927,"spread":0.1384530692205829,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004058961,0.0002585358,0.0006302096,0.0005055604,0.0002487276,0.00008185057,0.0007694374,0.0004063602,0.00226461],"category_scores_gemma":[0.0002047249,0.0002832721,0.0002082902,0.0005396636,0.0003042692,0.0006260297,0.0005325517,0.0004231141,0.008777658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001926213,"about_ca_system_score_gemma":0.00002101087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004971748,"about_ca_topic_score_gemma":0.00002414399,"domain_scores_codex":[0.998224,0.00001616772,0.0004217311,0.0007735508,0.00004730515,0.0005172328],"domain_scores_gemma":[0.9988731,0.0001078252,0.0003222823,0.0005440743,0.00006017441,0.00009257611],"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":[0.0000394465,0.0001275595,0.08465612,0.00001994472,0.00008149981,0.0000295828,0.0001165053,0.00005040373,0.000060312,0.9120604,0.001763945,0.0009942236],"study_design_scores_gemma":[0.003527703,0.0002808803,0.02629261,0.00005132173,0.00002804834,0.00001436446,0.003230792,0.005154686,0.0002572499,0.06606804,0.8937071,0.001387195],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8689495,0.0004800196,0.00312301,0.004536348,0.0005993887,0.0002639419,0.00007996719,0.0005186301,0.1214492],"genre_scores_gemma":[0.9841164,0.0002643501,0.001001389,0.0003130254,0.00005543535,0.000001832522,0.00002395013,0.00001904067,0.01420453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8919432,"threshold_uncertainty_score":0.999962,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7018444740","doi":"","title":"Digital Radio in Canada: From DAB to Multi-Platform Approaches.","year":2007,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Radio, Podcasts, and Digital Media","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":"Nucleofection; Gloom; TSG101; Proteogenomics; Hyporeflexia; Subpoena","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.06458699975746149,"gpt":0.2267322415233438,"spread":0.1621452417658824,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000659865,0.0002993395,0.0004480188,0.0005215552,0.0003819612,0.0002009763,0.001366268,0.0005357154,0.0001890949],"category_scores_gemma":[0.001361854,0.0003015542,0.0001241242,0.001930355,0.0006986343,0.001298018,0.0003163863,0.0006413582,0.0001319033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002256806,"about_ca_system_score_gemma":0.001083874,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4106906,"about_ca_topic_score_gemma":0.8981485,"domain_scores_codex":[0.9970107,0.00005235272,0.0003805748,0.0007442057,0.0007206718,0.001091513],"domain_scores_gemma":[0.9981434,0.0005108623,0.0001257055,0.0004358712,0.00009211433,0.0006920936],"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":[0.0007298076,0.001477049,0.1257835,0.00002020846,0.0001389625,0.004246823,0.007421795,0.0001804423,0.0001320386,0.2206997,0.006787123,0.6323826],"study_design_scores_gemma":[0.005621697,0.0002922099,0.08947208,0.0000983813,0.00004977816,0.00001843164,0.1687336,0.001918275,0.0006929483,0.003636145,0.7272596,0.00220685],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9363804,0.00009575528,0.003563617,0.003135702,0.0003873236,0.0005300415,0.0001452964,0.0004081017,0.05535376],"genre_scores_gemma":[0.995744,0.00002824281,0.00176151,0.0002475343,0.0001228167,0.000001733199,0.00006338622,0.00001589871,0.002014841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7204725,"threshold_uncertainty_score":0.9999437,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7074603622","doi":"","title":"‘at the altar of memory’: Great Irish Famine Memorials in Words and Images","year":2018,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","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":"Irish; Famine; Altar; Sculpture; Lament","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.008276962732163998,"gpt":0.2091386995581207,"spread":0.2008617368259567,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002672328,0.0001849352,0.0003044794,0.0001233484,0.000207643,0.00003087704,0.0004635075,0.0001213168,0.000789526],"category_scores_gemma":[0.00005455509,0.0001346377,0.0000982125,0.0006416565,0.00172969,0.0001885542,0.0005276985,0.0002628524,0.00005119056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003568907,"about_ca_system_score_gemma":0.00003256966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001086993,"about_ca_topic_score_gemma":0.00001248379,"domain_scores_codex":[0.9988272,0.0001057668,0.000224292,0.0003601854,0.0002046999,0.0002778623],"domain_scores_gemma":[0.9990402,0.0003314198,0.000128324,0.0002944246,0.0001315474,0.000074027],"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":[0.0003283692,0.000394379,0.006211476,0.00001489214,0.00009609554,0.00002033161,0.0002621771,0.00008248042,0.004539889,0.9555227,0.002711125,0.02981612],"study_design_scores_gemma":[0.007218355,0.001034178,0.01908294,0.0001260385,0.0002108522,0.00001147482,0.007984215,0.004061289,0.09723596,0.8402268,0.02156215,0.001245809],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828343,0.00003725992,0.003538961,0.002369682,0.00008660309,0.0002023799,0.00007473859,0.00007079158,0.01078533],"genre_scores_gemma":[0.9981811,0.000007470093,0.000521725,0.00006676654,0.0001550086,0.000001587508,0.00002658553,0.000008139059,0.001031633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1152959,"threshold_uncertainty_score":0.8644756,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7006366071","doi":"","title":"Towards a Sociological Understanding of Irish Travellers: Introducing a People","year":2003,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Plant Diversity and Evolution","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":"Irish; Multiculturalism; Population; Racism; Diversity (politics); Context (archaeology); Ethnic group","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.04743718088694231,"gpt":0.1941229270493723,"spread":0.14668574616243,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007042717,0.0002554473,0.0004529872,0.0001126292,0.000596199,0.00004711396,0.0006825589,0.0006805807,0.001190411],"category_scores_gemma":[0.0005852985,0.0001334479,0.0002665833,0.001365129,0.0005512026,0.0003705217,0.0002381731,0.00051757,0.00005622317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002755719,"about_ca_system_score_gemma":0.00003885885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001734946,"about_ca_topic_score_gemma":0.0001995019,"domain_scores_codex":[0.9979065,0.000270426,0.0002735129,0.0006289983,0.0003483559,0.0005721835],"domain_scores_gemma":[0.9990547,0.0003333802,0.0001973377,0.0001366602,0.0001116344,0.0001663351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009646877,0.002047861,0.03326725,0.00008171242,0.0003157739,0.0003285822,0.001173369,0.0002381344,0.2154955,0.7178828,0.01582218,0.01238226],"study_design_scores_gemma":[0.01197657,0.008119857,0.249768,0.0005048343,0.0008789442,0.0006187216,0.2873132,0.009466918,0.04338532,0.162311,0.2185292,0.007127451],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865637,0.00006828758,0.002767609,0.00307642,0.0001253965,0.0002284343,0.0001013639,0.0003690942,0.006699716],"genre_scores_gemma":[0.9984828,0.0001611589,0.0009106414,0.00009096209,0.00004513453,7.011303e-7,0.00007532653,0.000001296955,0.0002319764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5555718,"threshold_uncertainty_score":0.9997227,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6991340019","doi":"","title":"GENDER AND SES EFFECTS ON MULTIDIMENSIONAL SELF-CONCEPT DEVELOPMENT DURING ADOLESCENCE","year":2013,"lang":"en","type":"dissertation","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Personality Traits and Psychology","field":"Psychology","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":"Socioeconomic status; Longitudinal study; Redress; Longitudinal data; Perception; Marital status; Measure (data warehouse)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0194794495436926,"gpt":0.2579222749183483,"spread":0.2384428253746557,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002496233,0.0007401523,0.0007455578,0.0007353139,0.000578633,0.000061441,0.0007513667,0.002176052,0.001418799],"category_scores_gemma":[0.0001072628,0.0007004298,0.0001964658,0.0005455032,0.0003411326,0.0002093683,0.0001442402,0.001690462,0.0008159113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002095649,"about_ca_system_score_gemma":0.0001330918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004393614,"about_ca_topic_score_gemma":0.00002741814,"domain_scores_codex":[0.9962814,0.0003109162,0.0004355285,0.001630985,0.0004737721,0.0008673757],"domain_scores_gemma":[0.9981658,0.0003610801,0.0003494149,0.0006121317,0.0002011475,0.0003104382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.007692371,0.01214345,0.0114903,0.003042376,0.005691922,0.008863586,0.05119157,0.00003848351,0.02690483,0.621361,0.03858392,0.2129962],"study_design_scores_gemma":[0.008682187,0.0007625545,0.897854,0.0006729337,0.0002885628,0.0002032105,0.01142165,0.00004403535,0.01206898,0.000668402,0.06453521,0.002798246],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867396,0.0005579063,0.00005556379,0.0003963136,0.0009687049,0.0007804576,0.00003033637,0.0008642192,0.009606946],"genre_scores_gemma":[0.9857872,0.00008507728,0.002266124,0.0005283873,0.0001162999,0.00002164545,0.0004262932,0.00005227473,0.01071676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8863637,"threshold_uncertainty_score":0.9999621,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7066244783","doi":"","title":"Foods, Foodways and &lt;i&gt;Francisation&lt;/i&gt; in Seventeenth-Century Québec","year":2018,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Liquation; Diafiltration; Dysgeusia; Emperipolesis; Triacetin; Durvalumab","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0115995533214509,"gpt":0.2116595568202514,"spread":0.2000600034988005,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004524829,0.0003140856,0.000369022,0.0006058095,0.0003867704,0.0000961774,0.0007871414,0.0002732415,0.03476701],"category_scores_gemma":[0.0001224685,0.0003097943,0.0001321203,0.001177773,0.000884024,0.0001664801,0.0008268114,0.0005118718,0.0002315841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008050989,"about_ca_system_score_gemma":0.0002260347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001225733,"about_ca_topic_score_gemma":0.004409395,"domain_scores_codex":[0.9976183,0.0001440509,0.0003578358,0.0007471205,0.0004622871,0.0006704635],"domain_scores_gemma":[0.998611,0.000207766,0.000147951,0.0005668828,0.0002343162,0.000232109],"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":[0.0003973273,0.001594084,0.02868112,0.00004725894,0.0001499198,0.00009998171,0.0005285076,0.000006731409,0.02442486,0.5558786,0.01822009,0.3699715],"study_design_scores_gemma":[0.003888185,0.0006430568,0.01671472,0.00005103563,0.0000391028,0.000003874328,0.001692998,0.003202621,0.001536737,0.002008432,0.9696235,0.0005957562],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9258736,0.0002170079,0.002906303,0.007603297,0.0001227075,0.000707878,0.0000549377,0.0002581759,0.06225614],"genre_scores_gemma":[0.9944735,0.00008334512,0.0009421519,0.00008966093,0.0001054781,0.000008890765,0.00004743962,0.00001526464,0.004234243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9514034,"threshold_uncertainty_score":0.9999354,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7040502346","doi":"","title":"Virtual Virtue","year":2016,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Trent University","funders":"","keywords":"Virtue; Feature (linguistics); Subject (documents); Focus (optics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01610341380082718,"gpt":0.2021372749313912,"spread":0.186033861130564,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009515396,0.0006935334,0.0007327701,0.001380841,0.0006192646,0.0001145361,0.002719311,0.001306846,0.003161419],"category_scores_gemma":[0.001819519,0.0005150006,0.0004417287,0.003004473,0.002436802,0.001687493,0.00141524,0.0009135631,0.0241343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008239461,"about_ca_system_score_gemma":0.0001867173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000414364,"about_ca_topic_score_gemma":0.00006271717,"domain_scores_codex":[0.9952724,0.0003788777,0.000525709,0.001566657,0.000922895,0.001333439],"domain_scores_gemma":[0.9964023,0.0006607737,0.0003572601,0.001605436,0.0004122125,0.0005620542],"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":[0.0007235153,0.0007910437,0.002128339,0.000007327742,0.0001547561,0.000944167,0.00004535787,0.00001816797,0.09233837,0.8589398,0.01608112,0.02782802],"study_design_scores_gemma":[0.01534106,0.002196493,0.006185958,0.0002489297,0.000271993,0.0002684687,0.003497936,0.001154776,0.05082095,0.02368469,0.8928562,0.003472538],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9460815,0.0000603037,0.02104422,0.01020336,0.000356693,0.0006339126,0.0004025151,0.006500224,0.01471729],"genre_scores_gemma":[0.9866918,0.00006157036,0.001641241,0.0002837451,0.0001082542,0.000004447265,0.00003679921,0.00009672296,0.01107539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8767751,"threshold_uncertainty_score":0.9999897,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7059211229","doi":"","title":"Renting in Ireland","year":2014,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","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":"Renting; Accommodation; Irish; Quarter (Canadian coin); Preference; Politics; Space (punctuation); Public housing","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.009703247621078446,"gpt":0.2065620251444534,"spread":0.196858777523375,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005326473,0.0001809159,0.0002512553,0.0004426628,0.0001851636,0.00006774021,0.0006750502,0.0001697499,0.03902113],"category_scores_gemma":[0.000131825,0.0001738492,0.0001020373,0.0009614744,0.0002388675,0.00008127801,0.0005305765,0.0005908876,0.0002328124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002308993,"about_ca_system_score_gemma":0.00004256611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004837806,"about_ca_topic_score_gemma":0.0001144243,"domain_scores_codex":[0.9983737,0.0001348197,0.0002305733,0.0004720597,0.000290202,0.000498587],"domain_scores_gemma":[0.999072,0.0002117291,0.00009234864,0.0004172622,0.00008306963,0.0001236477],"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":[0.00007471049,0.0005196938,0.06675217,0.00001697403,0.00002970581,0.00004837523,0.00006406349,0.00002515687,0.002360339,0.5568484,0.004539312,0.3687211],"study_design_scores_gemma":[0.006519857,0.0004051678,0.03429704,0.00009784564,0.00003877814,0.000003130646,0.004209849,0.03579592,0.002342875,0.01451072,0.9008052,0.0009736021],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7961091,0.00001004785,0.004415479,0.006074251,0.00005703948,0.0002706748,0.0000083814,0.0001902815,0.1928648],"genre_scores_gemma":[0.990271,0.000005635454,0.0009237329,0.00004565813,0.00004849901,0.00000278174,0.00002800174,0.000007681479,0.00866704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8962659,"threshold_uncertainty_score":0.9618573,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7073990400","doi":"","title":"Peregrinatio: aNever-Ending Pilgrimage to an Unspecified End","year":2020,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Pilgrimage; Homeland; Meaning (existential); Locale (computer software); Irish; Event (particle physics); Sign (mathematics); Duration (music)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.08913905844144736,"gpt":0.2030186941516939,"spread":0.1138796357102465,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005026167,0.0002916183,0.0005808778,0.0005439105,0.0004588805,0.0002081554,0.001196959,0.0002853665,0.01067147],"category_scores_gemma":[0.0004295187,0.0003381456,0.0001869979,0.001200608,0.0003941936,0.0009415433,0.0006720059,0.000404632,0.01174384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002451081,"about_ca_system_score_gemma":0.00002471414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007919879,"about_ca_topic_score_gemma":0.00001912906,"domain_scores_codex":[0.9976233,0.00002960793,0.0004386941,0.001224005,0.00009029859,0.0005940776],"domain_scores_gemma":[0.9987171,0.0000609387,0.0002321396,0.000502845,0.00007512992,0.0004118888],"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":[0.00008626607,0.0001700152,0.001999839,0.00001321254,0.00006700726,0.0001005718,0.0007341174,0.0001229796,0.0001961022,0.9586971,0.0362952,0.001517608],"study_design_scores_gemma":[0.001367474,0.0003317015,0.003681934,0.000009522978,0.00001693135,0.000005210153,0.00613495,0.003435213,0.0003317224,0.004723077,0.9792119,0.0007503971],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5882574,0.0001797545,0.01010175,0.01980071,0.001055157,0.0006297342,0.001012186,0.001214959,0.3777484],"genre_scores_gemma":[0.969815,0.0000735993,0.002824209,0.001164956,0.00009698172,0.000002491574,0.00003837812,0.00001907615,0.02596535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.953974,"threshold_uncertainty_score":0.9999071,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2523193024","doi":"","title":"MEMS Mobile GIS: a Spatially Enabled Fish Habitat Management System","year":2006,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Environmental Monitoring and Data Management","field":"Earth and Planetary 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; Context (archaeology); Human–computer interaction; Spatial contextual awareness; Set (abstract data type); Visualization; Mobile device; Fish <Actinopterygii>; Geographic information system; World Wide Web; Data science; Artificial intelligence; Remote sensing; Fishery; Geography","authors":[{"name":"A. Rizzini","is_ca":false},{"name":"Michela Bertolotto","is_ca":false},{"name":"James D. Carswell","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007232393484930967,"gpt":0.1580944086511646,"spread":0.1508620151662337,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004061649,0.0003209774,0.0003238945,0.0003684447,0.0004806986,0.000172052,0.001055201,0.000274476,0.0007659523],"category_scores_gemma":[0.00001664365,0.0002925479,0.0001417276,0.000744503,0.000341938,0.0006047165,0.0002846075,0.0003281457,0.0008830814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001055118,"about_ca_system_score_gemma":0.00001288976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001727718,"about_ca_topic_score_gemma":0.001065355,"domain_scores_codex":[0.9976209,0.00009722984,0.0003165823,0.000790832,0.0005315628,0.0006428731],"domain_scores_gemma":[0.9989015,0.0000916592,0.0001563132,0.0006625583,0.00002793716,0.0001599927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001045061,0.00211131,0.5785104,0.001018756,0.0007656943,0.01040955,0.0001373719,0.05968133,0.0005262923,0.1139621,0.03976171,0.1920704],"study_design_scores_gemma":[0.004420388,0.001136277,0.3797618,0.0002288033,0.0003215184,0.00006111421,0.00842566,0.01470454,0.001045796,0.001378486,0.5867012,0.001814386],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9349744,0.0001746194,0.004149626,0.0008706339,0.0005632194,0.0009512308,0.0003021092,0.00144254,0.05657162],"genre_scores_gemma":[0.9916808,0.0001143574,0.003637516,0.00009410865,0.00009308671,0.000003696196,0.0005035201,0.000008126405,0.003864762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5469395,"threshold_uncertainty_score":0.9999527,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7057080796","doi":"","title":"The Identification of Assessment Criteria for a Safety Reporting Self-Assessment Tool","year":2015,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","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":"Identification (biology); Risk assessment; Interface (matter); Systematic review","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03554664624195802,"gpt":0.3240009579599157,"spread":0.2884543117179577,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00340478,0.0001790545,0.0002985796,0.0001702592,0.0004697672,0.0001393234,0.0007592334,0.0001278961,0.002157761],"category_scores_gemma":[0.0003549144,0.0001419906,0.0001794001,0.0005850425,0.0002242645,0.0001101621,0.0005008448,0.0003305993,0.000009476802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001175312,"about_ca_system_score_gemma":0.0004662164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000113611,"about_ca_topic_score_gemma":0.00001405182,"domain_scores_codex":[0.997463,0.0001660191,0.001008882,0.0004445372,0.0005210754,0.0003964167],"domain_scores_gemma":[0.9970234,0.0003747046,0.001090778,0.0006642807,0.0007307183,0.0001160863],"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":[0.0002165981,0.0009511127,0.01202218,0.00004593179,0.0001899671,0.00001527304,0.0001222413,0.0000339063,0.0156561,0.7904004,0.009394588,0.1709517],"study_design_scores_gemma":[0.007950903,0.001189409,0.0417695,0.00006930779,0.0002617357,0.00000600318,0.0250758,0.1367562,0.01013412,0.02140299,0.7543805,0.001003545],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7921723,0.00002117889,0.1570183,0.0142568,0.0002890291,0.002172703,0.0001136753,0.0003360858,0.03361991],"genre_scores_gemma":[0.9860209,0.00001003441,0.0110733,0.00001502097,0.00004796792,0.00002735756,0.00007562938,0.000008896886,0.002720943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7689974,"threshold_uncertainty_score":0.9987544,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6993628163","doi":"","title":"Renting in Ireland","year":2014,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Housing, Finance, and Neoliberalism","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Renting; Accommodation; Irish; Quarter (Canadian coin); Preference; Politics; Space (punctuation); Public housing","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02290888698743344,"gpt":0.1832839942036306,"spread":0.1603751072161972,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007870046,0.0002385254,0.0005433128,0.0008052061,0.0002270593,0.00007843623,0.0007100758,0.0005397165,0.0003631009],"category_scores_gemma":[0.0001884235,0.0002753149,0.0001600442,0.001184107,0.0002978664,0.0004659539,0.0002686323,0.0005967424,0.0007160353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001606952,"about_ca_system_score_gemma":0.00001721335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002964589,"about_ca_topic_score_gemma":0.0001591899,"domain_scores_codex":[0.998075,0.00004783027,0.0004828703,0.0007343807,0.00006775329,0.0005921432],"domain_scores_gemma":[0.9989248,0.0001088924,0.0003081328,0.0005107014,0.00003880664,0.0001086758],"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":[0.00003592479,0.0001799205,0.02357118,0.000014672,0.00001504025,0.0000720352,0.0001498358,0.00005632238,0.00005435889,0.9707339,0.0007640847,0.004352684],"study_design_scores_gemma":[0.002994895,0.0001760493,0.02398302,0.00005754971,0.000009617853,0.00001649604,0.0002863026,0.01157431,0.0002187912,0.03694819,0.9229442,0.000790607],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8958284,0.0002156598,0.006952577,0.002665157,0.00024913,0.0001730386,0.00002773157,0.0003801175,0.09350815],"genre_scores_gemma":[0.9941193,0.0002076904,0.001955754,0.000287895,0.00006181572,0.000001640453,0.00001939281,0.00001998926,0.003326456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9337857,"threshold_uncertainty_score":0.9999699,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7027304374","doi":"","title":"College Graduations &amp; Prize Givings (Circa 1970s-onwards)","year":2018,"lang":"en","type":"other","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Soil Moisture and Remote Sensing","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Period (music); Hospitality; Work (physics); Hospitality industry; Quarter (Canadian coin); Exhibition","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01445302621128466,"gpt":0.2027061080174159,"spread":0.1882530818061312,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003523109,0.0006422732,0.0006635349,0.0006064463,0.0005422527,0.00007406891,0.001463866,0.001855376,0.0115906],"category_scores_gemma":[0.0003873616,0.0005912431,0.0003307934,0.001875752,0.002396086,0.0002369629,0.001207583,0.0008949066,0.01052054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005129649,"about_ca_system_score_gemma":0.00006704415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001161605,"about_ca_topic_score_gemma":0.006936391,"domain_scores_codex":[0.996601,0.0001730336,0.0003357333,0.001318452,0.0007594847,0.0008123246],"domain_scores_gemma":[0.9979224,0.000140651,0.000413505,0.00118023,0.00004861506,0.0002945568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003732676,0.0002961056,0.0009116339,0.00002333836,0.0001170547,0.000212803,0.00007371187,0.000008508563,0.0004824629,0.007502411,0.9836999,0.006634757],"study_design_scores_gemma":[0.0007324333,0.00009941745,0.001610909,0.0001071118,0.0001121993,0.00004747776,0.0002594121,0.0001784482,0.00009225892,0.001178879,0.9947959,0.0007855345],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01010826,0.00008159877,0.003720438,0.003486424,0.0006108125,0.0007845147,0.0001058202,0.002338065,0.9787641],"genre_scores_gemma":[0.1695872,0.0002362362,0.01171957,0.0004547788,0.0002677105,0.00000120276,0.0001595267,0.0002372551,0.8173365],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1614276,"threshold_uncertainty_score":0.9996539,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1520347696","doi":"10.21427/d70p6c","title":"Property Value Assessment and the Irish EIA Process","year":2003,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Irish; Property (philosophy); Process (computing); Value (mathematics); Real property; Computer science; Political science; Epistemology; Law","authors":[{"name":"Siobhaun Cawley","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01423399209612157,"gpt":0.2448015691473183,"spread":0.2305675770511967,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007799015,0.0002800517,0.0003134978,0.00005999527,0.0007757259,0.0001031518,0.0006793985,0.0003090561,0.001507189],"category_scores_gemma":[0.0001611563,0.0001632986,0.0001142993,0.0006464589,0.002433533,0.0006307529,0.000508874,0.0005972276,0.0001645971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004009108,"about_ca_system_score_gemma":0.00003615139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001679714,"about_ca_topic_score_gemma":0.00002357109,"domain_scores_codex":[0.9978141,0.0003475662,0.0002180473,0.0005819468,0.0005289011,0.0005094709],"domain_scores_gemma":[0.9991389,0.0001266256,0.0001407789,0.0003851605,0.00001330271,0.0001952598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006602892,0.003696152,0.5620924,0.00007494783,0.0003799894,0.0004832241,0.002187584,0.00121916,0.005561559,0.380418,0.01227274,0.03095389],"study_design_scores_gemma":[0.03032799,0.001745665,0.4573017,0.0001297409,0.00065902,0.0002745982,0.03556251,0.01530629,0.005836092,0.1005992,0.3479775,0.004279602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9110143,0.00003235314,0.001256909,0.004286709,0.00008258836,0.0006738656,0.000008711441,0.0002271528,0.08241744],"genre_scores_gemma":[0.9940844,0.0001332398,0.00166559,0.0005638337,0.0000123755,0.000007780834,0.000006813403,0.00001417152,0.003511793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3357048,"threshold_uncertainty_score":0.9994056,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2135495644","doi":"10.21427/d7zn26","title":"Cervical Screening a Study on the Prevalence of the Risk-factors for Developing Cervical Cancer Among Young Women","year":2008,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Cervical Cancer and HPV Research","field":"Medicine","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":"Medicine; Cervical cancer; Cervical screening; Gynecology; Attendance; Quarter (Canadian coin); Pill; Sexually transmitted disease; Demography; Obstetrics; Family medicine; Cancer; Internal medicine; Syphilis; Human immunodeficiency virus (HIV)","authors":[{"name":"Jennifer Cann","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0713125340114704,"gpt":0.2918541562837862,"spread":0.2205416222723158,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000872653,0.0003256256,0.0005619086,0.0002796993,0.001068686,0.00002988409,0.001353123,0.0004079304,0.001247294],"category_scores_gemma":[0.002058031,0.0001847748,0.0003321262,0.001740509,0.001304058,0.0001676642,0.0007779102,0.001377542,0.000007626305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005896763,"about_ca_system_score_gemma":0.0003615873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006858219,"about_ca_topic_score_gemma":0.0002443498,"domain_scores_codex":[0.9968029,0.0003193743,0.0003956927,0.0007208227,0.0009960482,0.0007651633],"domain_scores_gemma":[0.9970772,0.001108802,0.0002382094,0.0008428448,0.0004710465,0.0002619013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001438744,0.0007586066,0.9875724,0.0002145058,0.0002524969,0.00005792712,0.002047206,0.00004441403,0.0000844375,0.005502342,0.0003464239,0.001680494],"study_design_scores_gemma":[0.00277423,0.0008937424,0.9839847,0.00006570711,0.0001455229,0.00001059536,0.007840255,0.001177434,0.0009328524,0.0002897361,0.001630079,0.000255165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898152,0.00006863981,0.001333764,0.005495127,0.00009294588,0.001968678,0.00009886833,0.0002166861,0.0009100321],"genre_scores_gemma":[0.9979537,0.0002096428,0.0002558801,0.0002754843,0.00007009768,0.00005280831,0.000005017515,0.00002452406,0.001152917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008138369,"threshold_uncertainty_score":0.9996657,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2919160488","doi":"10.21427/1yw8-f183","title":"In Defense of the Pure Pilgrim: De Re Defensionibus Peregrini Castiori","year":2020,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","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":"Wilfrid Laurier University","funders":"","keywords":"Pilgrim; Pilgrimage; Art; Philosophy; Theology","authors":[{"name":"Stephen F. Haller","is_ca":true},{"name":"Dane Munro","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02759149147565775,"gpt":0.2403108455938688,"spread":0.2127193541182111,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005612493,0.0001842516,0.0003279787,0.0001694949,0.00054029,0.0000501965,0.001285425,0.0006301284,0.0001972401],"category_scores_gemma":[0.001507921,0.000144804,0.0001998905,0.001989587,0.001215492,0.000279157,0.0003983111,0.0007473636,0.00004951372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001750507,"about_ca_system_score_gemma":0.0003230188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001496943,"about_ca_topic_score_gemma":0.002181615,"domain_scores_codex":[0.9979441,0.0003829997,0.0002388775,0.0004394836,0.0004668714,0.0005277324],"domain_scores_gemma":[0.9988605,0.0002403546,0.0001759265,0.0003572962,0.0001510282,0.0002148833],"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":[0.0004689237,0.0005165374,0.04684636,0.00006778497,0.00007267045,0.001381626,0.01920716,0.0007718124,0.002158675,0.8303346,0.09589002,0.002283807],"study_design_scores_gemma":[0.003785909,0.0005842795,0.006358134,0.0001751195,0.0001609551,0.00003525733,0.1077912,0.001997279,0.003298798,0.03799328,0.8365939,0.001225927],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9220832,0.0002697367,0.0002424975,0.05776291,0.0001349011,0.0003355572,0.0000190487,0.0002646408,0.01888748],"genre_scores_gemma":[0.996949,0.0007255074,0.0005477577,0.0007463022,0.00007807212,9.934342e-7,0.000002221399,0.000008933003,0.0009412449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7923414,"threshold_uncertainty_score":0.5904934,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7056904558","doi":"","title":"Grangegorman Sustainability Strategy","year":2014,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Sustainability; Urban sustainability; Sustainable development; Quarter (Canadian coin); Design strategy; Best practice; Sustainability organizations; Social sustainability","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.009623209876386119,"gpt":0.1847288399618623,"spread":0.1751056300854761,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002892276,0.0002396031,0.0002547126,0.0002405343,0.0002407677,0.00006627902,0.0007187597,0.0004050404,0.0002362921],"category_scores_gemma":[0.0001265824,0.0002337799,0.0001210826,0.0009475769,0.0003531236,0.0003518219,0.0001362574,0.00050636,0.0002102131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000218104,"about_ca_system_score_gemma":0.00003538307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003206673,"about_ca_topic_score_gemma":0.00002743099,"domain_scores_codex":[0.9986755,0.00006795435,0.0002003872,0.0003952349,0.0001839737,0.0004769294],"domain_scores_gemma":[0.9988911,0.0001186879,0.00004120055,0.0006220622,0.0001467295,0.0001801918],"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":[0.00004075067,0.0002955544,0.000607587,0.00009879762,0.00006202644,0.00005524562,0.00006963004,0.004504047,0.002682084,0.9250718,0.01327014,0.05324236],"study_design_scores_gemma":[0.002676784,0.0003673901,0.006239192,0.00002496414,0.0001035333,0.0000294118,0.002186453,0.1500359,0.007262823,0.09129841,0.7383105,0.001464719],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8072254,0.00007010021,0.142246,0.00357624,0.0001219156,0.0006472229,0.00004518848,0.005588015,0.04047992],"genre_scores_gemma":[0.9975367,0.00003810299,0.000889588,0.00006286636,0.0000400577,0.000005571045,0.00004173463,0.00001920029,0.001366243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8337734,"threshold_uncertainty_score":0.9533269,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6925920071","doi":"10.21427/yzym-f637","title":"Pickelfleisch, Pastirma, and Beyond: An Overview of the Myths of the Origin of Pastrami","year":2025,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Actinomycetales infections and treatment","field":"Medicine","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":"Etymology; German; Mythology; Expansive; Assertion; State (computer science)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03013406523449455,"gpt":0.2757684616107998,"spread":0.2456343963763053,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001768648,0.0001635061,0.0004175692,0.0001986726,0.0001587392,0.000006174405,0.0003877934,0.0002558994,0.00009921189],"category_scores_gemma":[0.0001568301,0.00009451487,0.0002178656,0.001119065,0.001139651,0.0001197723,0.000399498,0.0003481755,0.000001319285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007326739,"about_ca_system_score_gemma":0.0001493128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007760891,"about_ca_topic_score_gemma":0.00002017099,"domain_scores_codex":[0.9989609,0.0000970767,0.0002870845,0.0002694886,0.000211111,0.0001743972],"domain_scores_gemma":[0.9987739,0.0001185861,0.0002495159,0.0006258306,0.0001789564,0.00005319283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003815563,0.002959009,0.2032034,0.0004834819,0.0006323972,0.00005104924,0.0002430874,0.000043163,0.007009551,0.7455525,0.0003589674,0.03908182],"study_design_scores_gemma":[0.01655278,0.003751019,0.766741,0.001564675,0.003417244,0.0005567344,0.01647824,0.001861521,0.1129918,0.01304523,0.06219211,0.0008476287],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848887,0.0003888657,0.0003196249,0.002979267,0.00009825322,0.0004666078,0.00004595404,0.00006454975,0.01074823],"genre_scores_gemma":[0.9982477,0.0002577193,0.0006937055,0.0000969598,0.00000758007,0.000001401707,0.000005179177,0.000005232857,0.0006844598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7325073,"threshold_uncertainty_score":0.419909,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W376768014","doi":"10.21427/d7g207","title":"Revitalisation, Rigour and Relevance: The Citizen-Client and Planning in the Health Services.","year":2009,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Healthcare Quality and Management","field":"Health Professions","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":"Accountability; Strategic planning; Public relations; Business; Devolution (biology); Public administration; Strategic human resource planning; Government (linguistics); Service delivery framework; Public sector; Health care; Legislation; Transparency (behavior); Service (business); Political science; Medicine; Economics; Marketing; Economic growth","authors":[{"name":"Vivienne Byers","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06560860310345046,"gpt":0.3742168235386548,"spread":0.3086082204352043,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003562468,0.0001971571,0.00032862,0.0002258804,0.001733664,0.00004407459,0.0005805659,0.000351466,0.00003933405],"category_scores_gemma":[0.0004892282,0.000126721,0.00003822608,0.0009555246,0.0002801022,0.0002823203,0.0002787965,0.001298726,0.00002467822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001984964,"about_ca_system_score_gemma":0.0001220499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004813925,"about_ca_topic_score_gemma":0.0004361621,"domain_scores_codex":[0.9967522,0.001342889,0.0004772535,0.000479235,0.0003228437,0.0006255583],"domain_scores_gemma":[0.997934,0.001015218,0.0002842128,0.0005029481,0.0001231712,0.0001404548],"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":[0.0002140416,0.0002209775,0.008488555,0.0006066364,0.00002401897,0.0001337295,0.0207505,0.00002057597,0.00001476951,0.910296,0.01100899,0.04822122],"study_design_scores_gemma":[0.002614677,0.0005980717,0.1159643,0.0008992426,0.00003102467,0.00001699701,0.2511711,0.0009963589,0.00000322998,0.03632835,0.5909678,0.0004089527],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7354824,0.001073801,0.000720763,0.2584122,0.0001156808,0.001440235,0.00001816757,0.0002646792,0.002472128],"genre_scores_gemma":[0.9715858,0.001769986,0.0003865672,0.02575867,0.00006425417,0.000007785453,0.00002577701,0.000006347697,0.0003947831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8739676,"threshold_uncertainty_score":0.999566,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7072089724","doi":"","title":"Who Smokes in Europe? Data From Twelve European Countries in the TackSHS Survey (2017-2018)","year":2020,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Smoking Behavior and Cessation","field":"Medicine","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":"European Regional Development Fund; Instituto de Salud Carlos III; Associazione Italiana per la Ricerca sul Cancro; Terry Fox Research Institute; Generalitat de Catalunya; European Commission; University of Stirling; Universidad Politécnica de Cartagena; Centres de Recerca de Catalunya","keywords":"European union; Smoking prevalence; Current Population Survey; European region; European population; Population; Sample (material); Habit","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1517786014148927,"gpt":0.2867175197967136,"spread":0.1349389183818209,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001580493,0.0002742402,0.000450977,0.0002992403,0.0001591937,0.0001125208,0.001900558,0.0003218222,0.0003384645],"category_scores_gemma":[0.002071194,0.0002132497,0.00005848314,0.002244492,0.0004987828,0.0005348743,0.0007776867,0.001150309,0.0001515203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001067238,"about_ca_system_score_gemma":0.0001185536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007832391,"about_ca_topic_score_gemma":0.000812248,"domain_scores_codex":[0.997055,0.0007793916,0.0003654457,0.0008509155,0.0005379737,0.0004112646],"domain_scores_gemma":[0.9979153,0.0004474148,0.0001563248,0.001171259,0.0001757549,0.0001339577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000792308,0.0005080438,0.9688483,0.00002554912,0.00004497315,0.003107024,0.001030772,0.00001349606,0.000292358,0.00359729,0.01952111,0.002218818],"study_design_scores_gemma":[0.002559199,0.0002167442,0.9225256,0.0000718229,0.00007850023,0.00001450642,0.002433408,0.0006217783,0.0001319422,0.00006691211,0.07100068,0.0002789352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799107,0.00009201625,0.0003840339,0.01494471,0.00009468891,0.0004061956,0.0004937859,0.0003224963,0.003351426],"genre_scores_gemma":[0.9962258,0.0002764185,0.0001179561,0.001671897,0.00007523861,8.737733e-7,0.001428563,0.00002222075,0.0001810602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05147957,"threshold_uncertainty_score":0.869607,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}