{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":46,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":46,"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":"bf87729ff4c4","filters":{"venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)"}},"results":[{"id":"W1539706247","doi":"","title":"Smart Recommendation for an Evolving E-Learning System: Architecture and Experiment","year":2005,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":228,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Architecture; Computer science; Computer architecture; Human–computer interaction; Multimedia; Art; Visual arts","authors":[{"name":"Tiffany Y. Tang","is_ca":false},{"name":"Gordon McCalla","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04973221674434421,"gpt":0.3061046728603961,"spread":0.2563724561160519,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001315491,0.0002172199,0.0002234618,0.001262305,0.001630322,0.0002948141,0.0009222397,0.0001098872,0.000009746335],"category_scores_gemma":[0.0001360603,0.0002271663,0.00009411984,0.0006234779,0.0002979804,0.001391695,0.0006988076,0.0006075181,0.000009428732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006450278,"about_ca_system_score_gemma":0.000336429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004778902,"about_ca_topic_score_gemma":0.0002364354,"domain_scores_codex":[0.9974184,0.0004851881,0.0002544078,0.000719231,0.0004806192,0.0006421276],"domain_scores_gemma":[0.9985083,0.000401673,0.0001053386,0.0004268783,0.0002372275,0.0003205861],"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":[0.00008161872,0.0001457839,0.000360117,0.0001008738,0.00005333981,0.00002026959,0.0009523238,0.0001728997,0.0123474,0.839792,0.00128711,0.1446863],"study_design_scores_gemma":[0.002096663,0.00148503,0.002221686,0.0006506062,0.00002458347,0.0003375454,0.001577503,0.1984246,0.01427437,0.007336908,0.7705416,0.001028873],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003794672,0.0001450055,0.9710293,0.001726105,0.0001333197,0.0007799405,0.0000244088,0.0005847964,0.02178247],"genre_scores_gemma":[0.838326,0.0000460021,0.1607943,0.00003639807,0.0001778622,0.00002871051,0.00004774205,0.00001574826,0.0005271587],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8345314,"threshold_uncertainty_score":0.9996694,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2599621596","doi":"","title":"Immersed finite element methods for elliptic interface problems with non-homogeneous jump conditions","year":2011,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":137,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Hong Kong Polytechnic University; National Science Foundation","keywords":"Jump; Finite element method; Homogeneous; Mathematics; Interface (matter); Mathematical analysis; Mechanics; Physics; Thermodynamics; Bubble","authors":[{"name":"Xiaoming He","is_ca":false},{"name":"Tao Lin","is_ca":false},{"name":"Yanping Lin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09298695118588143,"gpt":0.3674681933116675,"spread":0.2744812421257861,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006486878,0.0002744356,0.0002876707,0.0009335634,0.0005759819,0.00002851981,0.0006092932,0.00008675807,0.00007630429],"category_scores_gemma":[0.0003501853,0.0002782409,0.0001228285,0.001055662,0.0009308737,0.0002712753,0.0002148789,0.0005939477,0.00004324458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004780126,"about_ca_system_score_gemma":0.0002798271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003150522,"about_ca_topic_score_gemma":0.00002013695,"domain_scores_codex":[0.9979197,0.0002134288,0.0002958657,0.0004239659,0.0004394114,0.0007076549],"domain_scores_gemma":[0.9968743,0.002136084,0.00007413546,0.0003632802,0.0002808634,0.0002712792],"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":[0.0005680819,0.000571728,0.0001134477,0.0006818945,0.0007082685,0.0001387579,0.00162042,0.5096068,0.05296555,0.4025783,0.0003900013,0.03005674],"study_design_scores_gemma":[0.002409187,0.001276141,0.0007642878,0.0007531511,0.0001527816,0.0001155385,0.0008746024,0.7147518,0.05292119,0.1842712,0.04052139,0.001188698],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001884594,0.0001025758,0.9862625,0.00005453718,0.0001496223,0.001038288,0.0001649254,0.0002654283,0.0100775],"genre_scores_gemma":[0.2685455,0.00006419432,0.7308946,0.0000140987,0.00004349471,0.00003746367,0.00004168841,0.00004232682,0.0003167002],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2666609,"threshold_uncertainty_score":0.999967,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3134861469","doi":"10.1287/mnsc.2020.3887","title":"Valuation of New Trademarks","year":2021,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Private Equity and Venture Capital","field":"Business, Management and Accounting","cited_by":62,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"National Taiwan University; Fudan University; York University; George Washington University; New York University Shanghai; University of Dayton; Washington University in St. Louis; Canadian Intensive Care Foundation; University of South Carolina","keywords":"Valuation (finance); Business; Trademark; Commerce; Industrial organization; Actuarial science; Accounting; Computer science","authors":[{"name":"Po‐Hsuan Hsu","is_ca":false},{"name":"Dongmei Li","is_ca":false},{"name":"Qin Li","is_ca":false},{"name":"Siew Hong Teoh","is_ca":false},{"name":"Kevin Tseng","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1035057160065692,"gpt":0.290450821274049,"spread":0.1869451052674798,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006102325,0.0001482419,0.0001946585,0.001127356,0.0005237319,0.00008996182,0.0005719562,0.0001031658,0.0003604062],"category_scores_gemma":[0.0007661388,0.0001684691,0.0001637449,0.001827783,0.0005930613,0.001163208,0.0007320149,0.0005280669,0.0001578721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001709626,"about_ca_system_score_gemma":0.001052859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008142573,"about_ca_topic_score_gemma":0.0003203927,"domain_scores_codex":[0.9979537,0.00007103078,0.0002115242,0.0003824281,0.0009173315,0.0004640132],"domain_scores_gemma":[0.998961,0.0001710844,0.000107132,0.0003254175,0.0003694753,0.00006585212],"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":[0.0001278501,0.0001690858,0.001545581,0.00008140678,0.00005253302,0.0001792321,0.00004810854,0.0001266347,0.02576094,0.9616711,0.004762045,0.005475446],"study_design_scores_gemma":[0.002962434,0.00009062788,0.07610276,0.0005535034,0.0001332095,0.00005286496,0.0008415994,0.004060263,0.01224324,0.2044755,0.697765,0.0007189676],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4567768,0.0008551244,0.1432447,0.009562735,0.001019572,0.0009127645,0.0001097196,0.0004010168,0.3871176],"genre_scores_gemma":[0.9946588,0.00007287791,0.001451968,0.0001491204,0.0006307438,0.000001002661,0.0001775636,0.00001311264,0.00284482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7571956,"threshold_uncertainty_score":0.6869969,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2737830497","doi":"","title":"A new energy-conserved S-FDTD scheme for Maxwell's equations in metamaterials","year":2013,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Electromagnetic Simulation and Numerical Methods","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta; York University","funders":"","keywords":"Maxwell's equations; Finite-difference time-domain method; Metamaterial; Scheme (mathematics); Physics; Energy (signal processing); Mathematics; Classical mechanics; Mathematical analysis; Applied mathematics; Optics; Quantum mechanics","authors":[{"name":"Wan‐Shan Li","is_ca":false},{"name":"Dong Liang","is_ca":true},{"name":"Yanping Lin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05139085123146411,"gpt":0.2949651649919913,"spread":0.2435743137605272,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004590359,0.000190083,0.0002489916,0.001284475,0.0002928923,0.00007346124,0.00044671,0.0001137567,0.0004448872],"category_scores_gemma":[0.0005293,0.000212673,0.0001163065,0.001291952,0.00026721,0.0003653431,0.000100083,0.000326483,0.00005737661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003377599,"about_ca_system_score_gemma":0.0004243804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001360212,"about_ca_topic_score_gemma":0.0002580649,"domain_scores_codex":[0.9980808,0.0002445889,0.0002766323,0.0003236513,0.0003917596,0.000682582],"domain_scores_gemma":[0.998013,0.001231289,0.00003325166,0.0002765788,0.0001332702,0.0003125999],"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":[0.0001197621,0.00009074386,0.0002023013,0.00005327809,0.0000854071,0.0000219467,0.00007833969,0.004064358,0.5064723,0.458827,0.003553236,0.02643131],"study_design_scores_gemma":[0.006700077,0.0007675157,0.0170859,0.0004251724,0.00007104057,0.00002964547,0.000269269,0.4134429,0.1259886,0.1642238,0.2693043,0.001691725],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02986839,0.0002755722,0.9506066,0.0008608776,0.0001873189,0.0008233803,0.00006182017,0.0003240581,0.01699202],"genre_scores_gemma":[0.8374663,0.0001283854,0.1577869,0.0000611049,0.000136196,0.00005181905,0.0001302816,0.000036568,0.004202475],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8075979,"threshold_uncertainty_score":0.8672554,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3047544211","doi":"","title":"The effects of a Rho-associated protein kinase (ROCK) inhibitor (Y39983) on human trabecular meshwork cells – a morphological and proteomic study","year":2019,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Metabolism, Diabetes, and Cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Trabecular meshwork; Cell biology; Chemistry; Rho-associated protein kinase; Kinase; Rho kinase inhibitor; Biology; Medicine; Ophthalmology; Glaucoma","authors":[{"name":"Sze Wan Shan","is_ca":false},{"name":"Thomas Chuen Lam","is_ca":false},{"name":"W. Daniel Stamer","is_ca":false},{"name":"Hoi Lam Li","is_ca":false},{"name":"Chi Wai","is_ca":false},{"name":"Chi Ho To","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01565089740102336,"gpt":0.2683871529076807,"spread":0.2527362555066573,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006897193,0.0002113164,0.0002470504,0.0002899822,0.0006822858,0.00003632875,0.0005177651,0.0001527906,0.00001281126],"category_scores_gemma":[0.0003781274,0.0001727005,0.0001248041,0.0004259908,0.0006964693,0.00001401465,0.0004431205,0.0005158401,0.00001381535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001097171,"about_ca_system_score_gemma":0.0003795244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001269585,"about_ca_topic_score_gemma":0.00009096164,"domain_scores_codex":[0.997443,0.0006638588,0.0001967302,0.000556168,0.0006043991,0.0005358977],"domain_scores_gemma":[0.998974,0.0001533223,0.000106726,0.0004514577,0.0001446554,0.0001697885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005133626,0.0005765485,0.0009017683,0.00005624496,0.0001396537,0.00007540594,0.00006696246,0.00002601137,0.9889306,0.006575587,0.000191867,0.00194603],"study_design_scores_gemma":[0.00479567,0.005378037,0.01842271,0.0004351431,0.00006335605,0.000006596995,0.0003470629,0.00006270617,0.9430979,0.001045606,0.02584863,0.0004965441],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939932,0.002658785,0.0001086041,0.00003027886,0.00009123519,0.002197092,0.00005311479,0.00002189011,0.0008458606],"genre_scores_gemma":[0.9977795,0.0008372449,0.00007720397,0.00002228431,0.00007884442,0.00004277718,0.00003234176,0.00001638801,0.001113431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04583262,"threshold_uncertainty_score":0.7042523,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3142558190","doi":"","title":"Numerical Test Using Ring Specimen as Medium to Determine Indirect Tensile Strength of Rock","year":2004,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Rock Mechanics and Modeling","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":"CAE (Canada)","funders":"","keywords":"Ultimate tensile strength; Materials science; Tensile testing; Composite material; Structural engineering; Ring (chemistry); Geotechnical engineering; Test (biology); Geology; Engineering; Chemistry","authors":[{"name":"Wancheng Zhu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04534164180772894,"gpt":0.2723974376554417,"spread":0.2270557958477127,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002832234,0.0002331317,0.0002965188,0.0015597,0.000468081,0.00003086641,0.0005818455,0.0001046863,0.00003514726],"category_scores_gemma":[0.0003875437,0.0002685045,0.0001163922,0.001306823,0.0001232742,0.0002617414,0.0004085066,0.0006372473,0.00005475184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007766731,"about_ca_system_score_gemma":0.0006929029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007079942,"about_ca_topic_score_gemma":0.0001036771,"domain_scores_codex":[0.9977416,0.00004749883,0.0002746098,0.000396918,0.0007999534,0.0007393666],"domain_scores_gemma":[0.9987602,0.0002539238,0.00004408835,0.0003436282,0.0001771189,0.0004210996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007683258,0.000139681,0.000132211,0.00005723444,0.00007024444,0.0002760615,0.0002237732,0.5593206,0.42376,0.01435746,0.00005700564,0.001528853],"study_design_scores_gemma":[0.002064312,0.000636272,0.001421867,0.001116056,0.00006248707,0.0002108913,0.000430105,0.345715,0.6350095,0.004354279,0.008012851,0.0009663475],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6428486,0.0001317552,0.3418185,0.0001668043,0.0002486451,0.0005372846,0.0001425243,0.0003199915,0.01378591],"genre_scores_gemma":[0.9869633,0.00008970233,0.01259418,0.00001454705,0.0001343125,0.000002327229,0.00001840121,0.00003508106,0.0001481279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3441147,"threshold_uncertainty_score":0.9999767,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2466257900","doi":"","title":"Timed egress requirements for transit and passenger rail station evacuation as described in NFPA 130","year":2006,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Transit (satellite); Transport engineering; Environmental science; Aeronautics; Automotive engineering; Computer science; Engineering; Public transport","authors":[{"name":"Robert C. Till","is_ca":false},{"name":"W. K. Chow","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03661973741688961,"gpt":0.2879011283745655,"spread":0.2512813909576759,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005162259,0.0001696041,0.0001571343,0.001210837,0.000363465,0.00006038891,0.0002147227,0.0001075098,0.00003070183],"category_scores_gemma":[0.0001210625,0.0002040569,0.00005842737,0.0007299267,0.0003311223,0.0005244092,0.00005611142,0.0003429037,0.00002063353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005642409,"about_ca_system_score_gemma":0.0002653448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004263635,"about_ca_topic_score_gemma":0.00183931,"domain_scores_codex":[0.9983087,0.0001193077,0.0002366186,0.000312978,0.0005416948,0.0004807148],"domain_scores_gemma":[0.999234,0.0002800295,0.0000342458,0.0001670544,0.0001593495,0.0001252817],"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":[0.001158438,0.0004495091,0.004807244,0.0004027793,0.0001686229,0.0002757885,0.0008119788,0.08179695,0.2271632,0.6549594,0.002525363,0.02548068],"study_design_scores_gemma":[0.009773999,0.0004421805,0.1380613,0.0006220182,0.00009309962,0.00005002456,0.001021872,0.7451531,0.0133861,0.05305113,0.03699606,0.0013491],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6118641,0.0002127794,0.3674011,0.0007418795,0.000151531,0.001343831,0.0003104684,0.0003129791,0.01766133],"genre_scores_gemma":[0.9944324,0.0001058803,0.003735378,0.00001589312,0.00005456285,0.00001859645,0.0004134282,0.00002265192,0.001201212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6633561,"threshold_uncertainty_score":0.8321197,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W204654408","doi":"","title":"A comparative study of standard contract conditions for energy performance contracting in Australia, Canada and the United States","year":2014,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Energy Efficiency and Management","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Economics; Business","authors":[{"name":"Tsun-ip Patrick Lam","is_ca":false},{"name":"Pan Lee","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04295873573868776,"gpt":0.3036951623619271,"spread":0.2607364266232393,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009796799,0.0001448933,0.000291432,0.0007408427,0.0007273573,0.00002675097,0.0003584816,0.00003703464,0.00001488392],"category_scores_gemma":[0.0002471897,0.0001237176,0.00004027448,0.0008177923,0.001152515,0.0001687733,0.0001645045,0.0003260284,4.290512e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003076846,"about_ca_system_score_gemma":0.0004454718,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8310683,"about_ca_topic_score_gemma":0.8919263,"domain_scores_codex":[0.9979368,0.0005590161,0.0002583218,0.0002829075,0.000521993,0.0004409386],"domain_scores_gemma":[0.9970816,0.002258042,0.000112696,0.0002138399,0.0002317039,0.0001020648],"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":[0.001580668,0.0002477046,0.001190715,0.00003012214,0.0001234091,0.000020778,0.0009419728,0.1170951,0.0003446016,0.8776232,0.0001582463,0.0006435116],"study_design_scores_gemma":[0.0458834,0.00406162,0.125661,0.0008544388,0.0002759489,0.00003189771,0.03316266,0.4560203,0.006804724,0.02720177,0.2986047,0.001437531],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875942,0.00001856842,0.006260511,0.0002224573,0.00005668875,0.0005325946,0.0001245385,0.00002213609,0.005168309],"genre_scores_gemma":[0.9989777,0.00005306971,0.0001234608,0.00003964928,0.00002229644,0.00002376345,0.0001005519,0.000006433713,0.0006530452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8504214,"threshold_uncertainty_score":0.5594318,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2382093081","doi":"","title":"New mixed boundary true triaxial loading device for testing study on 3-D stress-strain-strength behaviour of geomaterials","year":2010,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"SNC-Lavalin (Canada)","funders":"","keywords":"Geotechnical engineering; Triaxial shear test; Structural engineering; Stress (linguistics); Finite element method; Boundary (topology); Stress–strain curve; Materials science; Engineering; Composite material; Mathematics; Shear (geology)","authors":[{"name":"Jian‐Hua Yin","is_ca":false},{"name":"Wan‐Huan Zhou","is_ca":false},{"name":"Md. Kumruzzaman","is_ca":false},{"name":"CM Cheng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04187502727410812,"gpt":0.2823067125721979,"spread":0.2404316852980898,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006246635,0.0003223717,0.0003888481,0.001165098,0.0006117607,0.00009929884,0.0007748806,0.0002029135,0.00003328854],"category_scores_gemma":[0.0009706948,0.0003482342,0.0001577261,0.0008723176,0.0004101665,0.0002312895,0.0001936947,0.001098423,0.000006449152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002030063,"about_ca_system_score_gemma":0.0005956994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004470145,"about_ca_topic_score_gemma":0.0004345745,"domain_scores_codex":[0.9975786,0.0001011993,0.0003920521,0.0004674909,0.000699425,0.0007612281],"domain_scores_gemma":[0.9978229,0.001115242,0.00007518321,0.0004624615,0.0001732147,0.0003510219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006197103,0.0005140891,0.0023157,0.0002535201,0.000301185,0.0001690551,0.0003163889,0.03111485,0.8670921,0.08003602,0.0005391407,0.01672828],"study_design_scores_gemma":[0.02253506,0.00694366,0.4880502,0.00215145,0.0006316263,0.0002561731,0.003679297,0.03221604,0.3687637,0.02587136,0.04419035,0.004711046],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9492001,0.00003206543,0.04374632,0.00006541856,0.0008242694,0.001023729,0.001457467,0.0005614966,0.003089145],"genre_scores_gemma":[0.9862782,0.00000606742,0.01303049,0.000003273747,0.000322918,0.00001056469,0.0001041972,0.00004270533,0.0002015764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4983283,"threshold_uncertainty_score":0.9998969,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2615398508","doi":"","title":"Crack Growth And Coalescence Mechanism In Granite Material Containing Two Surface Flaws Under Uniaxial Compression","year":2010,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Rock Mechanics and Modeling","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":"Coalescence (physics); Geology; Compression (physics); Geotechnical engineering; Materials science; Mineralogy; Composite material","authors":[{"name":"Peng-Fei Yin","is_ca":false},{"name":"R.H.C. Wong","is_ca":false},{"name":"K.T. Chau","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02475258896270919,"gpt":0.2577266865572993,"spread":0.2329740975945901,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004785087,0.0002294205,0.0002286808,0.000787054,0.000628706,0.00008804971,0.0004652101,0.0001435891,0.00002697677],"category_scores_gemma":[0.00006849114,0.0002622739,0.00005253341,0.0005299249,0.000357991,0.0004167785,0.0004672051,0.001225376,0.00001097445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001590883,"about_ca_system_score_gemma":0.0002411667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008953775,"about_ca_topic_score_gemma":0.001328007,"domain_scores_codex":[0.9980432,0.0001301875,0.0002166201,0.0004155362,0.0005158051,0.0006786049],"domain_scores_gemma":[0.9991508,0.0002047218,0.00003458948,0.000245126,0.00009623057,0.0002685369],"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":[0.0001370655,0.00003139327,0.0001296096,0.00003262243,0.00001322005,0.0001093739,0.00009814919,0.007008965,0.6201267,0.3720048,0.00001372522,0.0002943196],"study_design_scores_gemma":[0.006237719,0.0003672831,0.004220767,0.001198883,0.00004082491,0.0002244485,0.0008785083,0.646043,0.2473791,0.08827166,0.003510754,0.0016271],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8969593,0.00002977666,0.09813884,0.0001020976,0.0004060662,0.0004355735,0.0001157327,0.0002051042,0.003607518],"genre_scores_gemma":[0.9949521,0.0001555451,0.004624015,0.00001551698,0.0001041389,0.000003231542,0.00005262464,0.00002948102,0.00006333644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.639034,"threshold_uncertainty_score":0.999983,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W204997851","doi":"","title":"Astigmatism and eye shape","year":2009,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Medical and Biological Sciences","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Astigmatism; Computer science; Optometry; Optics; Physics; Medicine","authors":[{"name":"Bob Zhang","is_ca":true},{"name":"Jane You","is_ca":false},{"name":"Fakhri Karray","is_ca":true},{"name":"Chea‐su Kee","is_ca":false},{"name":"Qin Li","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05781611102787347,"gpt":0.3249337910146636,"spread":0.2671176799867901,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005749462,0.0001305317,0.0001992498,0.0005393047,0.000678439,0.0000302229,0.0003044883,0.0001071523,0.0003027814],"category_scores_gemma":[0.0006627816,0.00009651323,0.00007349243,0.0009120049,0.002154515,0.0001744296,0.0002228347,0.0006444462,0.00006840464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001208619,"about_ca_system_score_gemma":0.000425462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001047621,"about_ca_topic_score_gemma":0.00002210155,"domain_scores_codex":[0.9979209,0.0001281731,0.0001414942,0.0004200003,0.0008312953,0.0005581571],"domain_scores_gemma":[0.9988335,0.0002424269,0.00003126143,0.0001715082,0.0000950363,0.0006262473],"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":[0.0006035934,0.0005285147,0.0157579,0.00004759704,0.00004543775,0.001064181,0.00008686859,0.000004078337,0.09055487,0.6885318,0.002108299,0.2006669],"study_design_scores_gemma":[0.001458464,0.001576397,0.8696086,0.0003771138,0.00002864907,0.0001645714,0.000161022,0.001960541,0.0009415906,0.02945255,0.09398556,0.0002849816],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7996508,0.0005498763,0.007474438,0.02401194,0.0001069706,0.0006783517,0.00005757875,0.0002424163,0.1672277],"genre_scores_gemma":[0.9929135,0.0003412459,0.003540174,0.0004154258,0.0001255873,8.5798e-7,0.00002463611,0.000002724488,0.002635853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8538507,"threshold_uncertainty_score":0.7938399,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2512405545","doi":"","title":"The Local Web Buckling Strength of Stiffened Coped Steel I-Beams","year":2007,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Structural Load-Bearing Analysis","field":"Engineering","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 Alberta","funders":"","keywords":"Buckling; Distortion (music); Flange; Beam (structure); Structural engineering; Parametric statistics; Computer science; Materials science; Engineering; Mathematics; Telecommunications; Statistics","authors":[{"name":"Michael C.H. Yam","is_ca":false},{"name":"Chi Chiu Lam","is_ca":false},{"name":"Feng Wei","is_ca":true},{"name":"K.F. Chung","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01973330277150324,"gpt":0.256558547179452,"spread":0.2368252444079487,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001116271,0.0002478478,0.0002760539,0.001299037,0.001050726,0.0000555407,0.001032789,0.0001316955,0.00003683571],"category_scores_gemma":[0.0003550021,0.0002234345,0.0002012028,0.002014502,0.002035511,0.0002375766,0.0003944138,0.001040647,0.00003744589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006824699,"about_ca_system_score_gemma":0.0004448375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005811138,"about_ca_topic_score_gemma":0.001126036,"domain_scores_codex":[0.9970357,0.0001475272,0.0003645411,0.0003681172,0.001127329,0.0009568151],"domain_scores_gemma":[0.9974682,0.001362831,0.0000698455,0.0005406752,0.000252451,0.0003059586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007968444,0.0001233204,0.002680289,0.0001590592,0.0008715925,0.0004451929,0.0003270499,0.0440323,0.5871146,0.3058573,0.00096982,0.05662262],"study_design_scores_gemma":[0.004851438,0.0005441336,0.09529123,0.000949374,0.0003035262,0.0001510147,0.005095928,0.1988405,0.5600843,0.0062738,0.1255671,0.002047713],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8428415,0.0008080066,0.09585249,0.0002188952,0.000460481,0.0005629121,0.0002180778,0.0006305472,0.05840708],"genre_scores_gemma":[0.9965168,0.0002765578,0.00207679,0.000005370823,0.0001033434,0.000001460494,0.00003396759,0.00002680826,0.0009588585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2995836,"threshold_uncertainty_score":0.9111394,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3185755850","doi":"10.26051/0d-w60n-69na","title":"Mega morphologies of 21st century landscapes; the characteristics of an inverted-exterior city form","year":2021,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Urban Design and Spatial Analysis","field":"Engineering","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 Toronto","funders":"","keywords":"Mega-; Geography; Megacity; Geology; Physics; Biology; Astronomy; Ecology","authors":[{"name":"Gerhard Bruyns","is_ca":false},{"name":"Darren Nel","is_ca":false},{"name":"Yixuan Peng","is_ca":false},{"name":"Chrispher D. Higgins","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02969797400859103,"gpt":0.2410962809930014,"spread":0.2113983069844103,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003347721,0.0001543846,0.000286914,0.0006045143,0.0003052105,0.00002634934,0.0006244492,0.00009244006,0.0001386852],"category_scores_gemma":[0.0002163235,0.0001361843,0.0001614137,0.00128197,0.0008068849,0.0002615277,0.0003067958,0.0004840104,0.000005408348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001595655,"about_ca_system_score_gemma":0.0003940689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005183172,"about_ca_topic_score_gemma":0.0007295252,"domain_scores_codex":[0.9983647,0.0001778521,0.0002574994,0.000237716,0.000577237,0.0003849297],"domain_scores_gemma":[0.9988093,0.0002677636,0.00006599609,0.0004449089,0.0002728134,0.0001392133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006060055,0.001148167,0.02758795,0.0005949812,0.00141001,0.001179329,0.001756248,0.00396403,0.6384985,0.2297625,0.00117088,0.09232131],"study_design_scores_gemma":[0.004019652,0.00132749,0.4992796,0.00104251,0.0006420549,0.0002965149,0.008411346,0.1295305,0.250627,0.00837742,0.09434196,0.00210401],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686604,0.0004051534,0.01651479,0.0001830329,0.0001472548,0.0002382154,0.0006173621,0.0001509413,0.01308283],"genre_scores_gemma":[0.9976642,0.0008871301,0.0009894363,0.00001138863,0.00005040039,0.000001874663,0.0001297327,0.00001199214,0.0002538932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4716916,"threshold_uncertainty_score":0.5553436,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3185794912","doi":"10.26051/0d-0gwn-jt31","title":"Measuring mixed-use intensity in volumetric cities: density and interaction","year":2021,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Human Mobility and Location-Based Analysis","field":"Social Sciences","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 Toronto","funders":"","keywords":"Intensity (physics); Environmental science; Physics; Optics","authors":[{"name":"Chrispher D. Higgins","is_ca":true},{"name":"Darren Nel","is_ca":false},{"name":"Gerhard Bruyns","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1090145115807567,"gpt":0.3189548161095923,"spread":0.2099403045288356,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001647523,0.0001276272,0.0002158293,0.002020602,0.001900446,0.0001754552,0.0003104996,0.0001157485,0.0001020141],"category_scores_gemma":[0.003062213,0.0001617875,0.0001080993,0.003156246,0.001889489,0.0008070479,0.0003664827,0.0008183055,0.00003080791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001254921,"about_ca_system_score_gemma":0.001698206,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04776504,"about_ca_topic_score_gemma":0.178301,"domain_scores_codex":[0.9970291,0.0008510384,0.0002024883,0.0005180914,0.0008644711,0.0005347853],"domain_scores_gemma":[0.9977468,0.0009845113,0.00005662965,0.0002816656,0.0006533092,0.0002770341],"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":[0.0006885845,0.001017633,0.4157735,0.0001516362,0.0002776373,0.001506854,0.01219772,0.001293975,0.007279726,0.516479,0.0008918798,0.04244192],"study_design_scores_gemma":[0.00157594,0.0001306588,0.8330626,0.00069978,0.00009767707,0.00005070232,0.05089327,0.006701252,0.004401321,0.01373467,0.08773478,0.0009173389],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728428,0.0001244821,0.01345432,0.0009858428,0.0001520822,0.000231807,0.0000240463,0.00008851935,0.01209616],"genre_scores_gemma":[0.9966297,0.0004099657,0.0005507414,0.0000443131,0.0000864262,0.000002131436,0.00003646262,0.000006309683,0.002233924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5027443,"threshold_uncertainty_score":0.9993989,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2217675058","doi":"","title":"Recruitment of elderly patients for research and data collection : experiences with a Hong Kong Chinese sample","year":2005,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Ethics in Clinical Research","field":"Medicine","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":"Hong Kong Polytechnic University; Federation for the Humanities and Social Sciences","keywords":"Sample (material); Data collection; Geography; Medicine; History; Gerontology; Psychology; Sociology; Social science","authors":[{"name":"Iol Wong","is_ca":false},{"name":"Kam-yuk Claudia Lai","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5684544185865568,"gpt":0.5460291088453936,"spread":0.02242530974116319,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.005833019,0.000244493,0.0004337135,0.002156337,0.001614655,0.00007718827,0.001226037,0.0002651466,0.00005458613],"category_scores_gemma":[0.01445934,0.0002098316,0.00008992696,0.002643043,0.005453326,0.000643911,0.001693385,0.002342445,0.000009157946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007455986,"about_ca_system_score_gemma":0.003613356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00156862,"about_ca_topic_score_gemma":0.003803651,"domain_scores_codex":[0.9935547,0.0004703284,0.0004637423,0.001146612,0.003294731,0.001069849],"domain_scores_gemma":[0.9825109,0.01324178,0.0001295555,0.001212773,0.00227324,0.0006317452],"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":[0.04489648,0.01136736,0.3635892,0.002806175,0.001483108,0.0003292361,0.01698558,0.0001379509,0.01516903,0.4221201,0.008433199,0.1126826],"study_design_scores_gemma":[0.0519894,0.06498074,0.4936107,0.01029221,0.0004170187,0.000304896,0.04365239,0.02712008,0.02087925,0.08485684,0.1987324,0.003164114],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651724,0.0002571868,0.01748211,0.003341303,0.00009343122,0.004160699,0.0005833635,0.00008865538,0.008820842],"genre_scores_gemma":[0.9675183,0.0006430621,0.02850133,0.00002839163,0.0001837665,0.00008831112,0.0003539319,0.00003023353,0.002652624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3372632,"threshold_uncertainty_score":0.9999592,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2793098633","doi":"","title":"A new approach to robust human motion detection","year":2005,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Video Surveillance and Tracking Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Human motion; Artificial intelligence; Motion (physics); Computer vision","authors":[{"name":"Qin Li","is_ca":false},{"name":"Jane You","is_ca":false},{"name":"Prabir Bhattacharya","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0922313296411679,"gpt":0.3229885855756792,"spread":0.2307572559345113,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001441734,0.0002051123,0.0001963008,0.002002826,0.001385049,0.000190389,0.001634315,0.0001114463,0.00002283641],"category_scores_gemma":[0.0002601508,0.0002306426,0.0001340148,0.002686362,0.0002817618,0.001097554,0.0008148288,0.0007525959,0.000273643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006770131,"about_ca_system_score_gemma":0.0005769731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008580132,"about_ca_topic_score_gemma":0.0006467814,"domain_scores_codex":[0.9967176,0.0005012505,0.000212489,0.0008209565,0.0009821298,0.0007655518],"domain_scores_gemma":[0.9982725,0.0002267136,0.00006151309,0.0007301441,0.0001988385,0.0005103222],"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":[0.0000729869,0.0002478516,0.0003694234,0.00001880248,0.0000441456,0.00004980675,0.0003565527,0.01385945,0.03022273,0.6668245,0.001357011,0.2865768],"study_design_scores_gemma":[0.005564457,0.001137537,0.1501763,0.0004613332,0.00005677306,0.0005759703,0.0003878867,0.1446903,0.06843007,0.052495,0.5730655,0.00295888],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003955675,0.00002890633,0.9306346,0.0009084711,0.0001216833,0.0003617421,0.00000955272,0.0003458399,0.06363357],"genre_scores_gemma":[0.6767352,0.00001394612,0.3200238,0.00006759439,0.0002899284,0.00000405919,0.00001314174,0.00001155719,0.00284076],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6727795,"threshold_uncertainty_score":0.999915,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2969124742","doi":"","title":"Chinese heritage language education in Canada current issues, challenges, and proposed teaching approaches","year":2016,"lang":"en","type":"dissertation","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Current (fluid); Heritage language; Mathematics education; Political science; Pedagogy; Engineering ethics; Sociology; Psychology; Engineering; Electrical engineering","authors":[{"name":"Hoi Yin Debby Lau","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0497894366378138,"gpt":0.2983066269995517,"spread":0.2485171903617379,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006638715,0.0003628184,0.0003628133,0.001503207,0.001147201,0.0001237369,0.0005378689,0.000111149,0.0002033466],"category_scores_gemma":[0.0003718145,0.0003227685,0.00008298585,0.0001211227,0.000409455,0.0004197378,0.0001640312,0.002202228,0.00001773155],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001229299,"about_ca_system_score_gemma":0.006353786,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6980617,"about_ca_topic_score_gemma":0.9671855,"domain_scores_codex":[0.9970934,0.0005962126,0.0002691859,0.0006772593,0.0007335435,0.0006304464],"domain_scores_gemma":[0.9988805,0.000330789,0.0001461976,0.0003384,0.00009289377,0.0002112098],"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":[0.0001629996,0.0002104644,0.000476429,0.0005232756,0.00006581622,0.0001685991,0.03463619,0.000003188355,0.0002746923,0.3737935,0.0003747821,0.58931],"study_design_scores_gemma":[0.002118721,0.0002231608,0.03061247,0.006631357,0.00008616364,0.00004984303,0.3710553,0.0002956885,0.0001388424,0.004002512,0.5827107,0.002075132],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6438295,0.03034434,0.0000202255,0.0005383852,0.0008915048,0.0007321914,0.0002264947,0.0001203678,0.323297],"genre_scores_gemma":[0.9547159,0.001514175,0.0001448549,0.00001642125,0.0007402237,0.000008216978,0.001003845,0.0000456805,0.04181069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5872349,"threshold_uncertainty_score":0.9999225,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3118296927","doi":"","title":"Palmprint authentication technologies, systems and applications","year":2004,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Biometric Identification and Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Biometrics; Computer science; Password; Robustness (evolution); Authentication (law); Process (computing); Artificial intelligence; Computer security; Computer vision","authors":[{"name":"Dapeng Zhang","is_ca":false},{"name":"Guangming Lu","is_ca":false},{"name":"Adams Wai‐Kin Kong","is_ca":true},{"name":"M. C. Wong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04342827606327832,"gpt":0.2816158555811532,"spread":0.2381875795178748,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00065166,0.0001329314,0.0001290566,0.002358721,0.001101114,0.0002285475,0.001407121,0.0001189049,0.000003089195],"category_scores_gemma":[0.0001935341,0.0001434844,0.00005248587,0.003541818,0.001187091,0.0005476251,0.0009464968,0.0005081118,0.0001002239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00050871,"about_ca_system_score_gemma":0.0006680855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005092155,"about_ca_topic_score_gemma":0.00004879388,"domain_scores_codex":[0.9979696,0.0001197452,0.0001917519,0.0005973272,0.0006853561,0.000436249],"domain_scores_gemma":[0.9985843,0.0001730451,0.00007573745,0.0007376482,0.0002535245,0.0001757648],"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":[0.00000592304,0.0001101852,0.0001330689,0.00002222442,0.00001531897,0.00001815168,0.00007848081,0.00006175239,0.003519211,0.9822872,0.00005876779,0.01368976],"study_design_scores_gemma":[0.002193197,0.0002289806,0.03023447,0.0002562246,0.00003150474,0.0002980273,0.001397616,0.01360206,0.0062039,0.2254212,0.7191445,0.0009884144],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003187009,0.0005146444,0.9871803,0.002199599,0.0001028021,0.0006506895,0.00004338728,0.0005833706,0.005538187],"genre_scores_gemma":[0.9827076,0.0004390894,0.01614929,0.00001411225,0.00003369663,0.00002619407,0.00003007831,0.000006057429,0.000593911],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9795206,"threshold_uncertainty_score":0.8468989,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2760148150","doi":"","title":"Smoke extraction system requirement for basements and performance-based fire engineering approach","year":2003,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Arup Group (Canada)","funders":"","keywords":"Smoke; Extraction (chemistry); Environmental science; Fire safety; Engineering; Architectural engineering; Civil engineering; Waste management; Forensic engineering; Computer science; Marine engineering","authors":[{"name":"Lei Zhao","is_ca":true},{"name":"W. K. Chow","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03838098298905326,"gpt":0.253224270714521,"spread":0.2148432877254678,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008862587,0.0002138333,0.0001882545,0.0008753223,0.0007396214,0.00006598614,0.0002949344,0.0001089919,0.000009969194],"category_scores_gemma":[0.0001111657,0.0002431082,0.00008896798,0.0006730335,0.0002688401,0.0003212841,0.00008845978,0.0005414951,0.000006682319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009719125,"about_ca_system_score_gemma":0.0003200145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008770562,"about_ca_topic_score_gemma":0.00001308144,"domain_scores_codex":[0.9979195,0.00008812923,0.0002039236,0.0003830501,0.0006619872,0.0007434129],"domain_scores_gemma":[0.9990435,0.0002456004,0.00002660186,0.0002838955,0.0001387445,0.0002616552],"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":[0.0007576049,0.0004469832,0.007166584,0.004425442,0.0004278998,0.0001630016,0.0001908334,0.3046363,0.03157883,0.6284002,0.0005274406,0.02127886],"study_design_scores_gemma":[0.001059465,0.0001669118,0.006117719,0.0002424275,0.00001709922,0.00002665963,0.0001558207,0.9762138,0.001694023,0.00005297681,0.01395882,0.0002943319],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4961273,0.0003370651,0.4715466,0.00007874763,0.0003116963,0.0015332,0.0002546452,0.0005011378,0.02930962],"genre_scores_gemma":[0.9888937,0.0001736377,0.01049094,0.000003848782,0.00004698973,0.00003478661,0.0001065867,0.0000321667,0.0002173209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6715774,"threshold_uncertainty_score":0.9913664,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2809728711","doi":"","title":"Pulsating augmentation parts for a buck converter achieving minimum-time voltage recovery from load transient dynamics","year":2014,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Advanced DC-DC Converters","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Transient (computer programming); Buck converter; Control theory (sociology); Voltage; Dynamics (music); Computer science; Physics; Electrical engineering; Engineering; Acoustics","authors":[{"name":"Zhenyu Shan","is_ca":true},{"name":"Tang Xiao","is_ca":false},{"name":"Chi K. Tse","is_ca":false},{"name":"Juri Jatskevich","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01827001367500275,"gpt":0.2447986698453132,"spread":0.2265286561703104,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000541806,0.0003198624,0.0003223017,0.0008103136,0.0006834535,0.00008212575,0.0005717817,0.0001477161,0.00007654713],"category_scores_gemma":[0.0003500554,0.0003924738,0.0002041902,0.0006035214,0.0005434354,0.0007637388,0.0001748634,0.0006290996,0.0001052435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001861387,"about_ca_system_score_gemma":0.0003570831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003014412,"about_ca_topic_score_gemma":0.0005030647,"domain_scores_codex":[0.9972572,0.0001543971,0.0003336053,0.0005996363,0.0007826926,0.0008724554],"domain_scores_gemma":[0.9978406,0.001175953,0.00007357202,0.0004186859,0.0001862173,0.0003049047],"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":[0.001520398,0.0002807983,0.001066297,0.0003958125,0.0006860701,0.0001540735,0.001468541,0.02381876,0.310723,0.05169518,0.002396485,0.6057945],"study_design_scores_gemma":[0.002068475,0.0002226191,0.002471785,0.0003319826,0.00006016076,0.00001063276,0.0003341166,0.969766,0.001672326,0.003550377,0.01891536,0.0005961683],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05054678,0.00005889362,0.9415063,0.0002242628,0.0003182036,0.0007305098,0.0006153328,0.0003636162,0.005636078],"genre_scores_gemma":[0.9865107,0.0000719351,0.01139667,0.00005782061,0.0001760997,0.0000228046,0.0005943083,0.00006008718,0.001109586],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9459472,"threshold_uncertainty_score":0.9998527,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3118412211","doi":"","title":"Palmprint authentication system for civil applications","year":2004,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Biometric Identification and Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Biometrics; Computer science; Preprocessor; Authentication (law); Artificial intelligence; Feature extraction; Process (computing); Computer vision; Feature (linguistics); Identity (music); Matching (statistics); Pattern recognition (psychology); Computer security","authors":[{"name":"Dapeng Zhang","is_ca":false},{"name":"Guangming Lu","is_ca":false},{"name":"Adams Wai‐Kin Kong","is_ca":true},{"name":"M. C. Wong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04975351090910918,"gpt":0.2952489829654208,"spread":0.2454954720563117,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009092874,0.0001461879,0.0001461994,0.00216448,0.001491527,0.0001812982,0.0017727,0.0001001715,0.000007147206],"category_scores_gemma":[0.0001762985,0.0001640456,0.0001430914,0.003369575,0.0006426245,0.0005401456,0.0005415208,0.0003651082,0.0001761811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001076652,"about_ca_system_score_gemma":0.001181999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002686791,"about_ca_topic_score_gemma":0.000131723,"domain_scores_codex":[0.9976614,0.0001322541,0.0002379182,0.000648458,0.00078109,0.0005388751],"domain_scores_gemma":[0.9980651,0.0002925356,0.00009648181,0.0007923818,0.0004727975,0.0002807317],"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":[0.00001763543,0.0001591473,0.00003572509,0.00005439621,0.00002232431,0.000009567677,0.000133703,0.0001030026,0.007072905,0.9866161,0.0001345368,0.005640923],"study_design_scores_gemma":[0.003887748,0.0002946023,0.01347445,0.000339423,0.00005189803,0.0001427212,0.0008211255,0.01984763,0.01856486,0.1491089,0.7924136,0.001053075],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001070776,0.00007696563,0.9866678,0.001641307,0.0001651762,0.001015132,0.0001344961,0.0003732164,0.008855099],"genre_scores_gemma":[0.9450655,0.00004239051,0.05377619,0.00002608795,0.00008801629,0.00006612467,0.0001013469,0.000009100606,0.0008252399],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9439948,"threshold_uncertainty_score":0.9998084,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2358942555","doi":"","title":"The alexithymia traits and personality characteristics in patients with irritable bowel syndrome","year":2013,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Acupuncture Treatment Research Studies","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":"Alexithymia; Irritable bowel syndrome; Toronto Alexithymia Scale; Neuroticism; Personality; Big Five personality traits; Eysenck Personality Questionnaire; Clinical psychology; Psychiatry; Psychology; Outpatient clinic; Medicine; Extraversion and introversion; Internal medicine","authors":[{"name":"XY Liu","is_ca":false},{"name":"PK Li","is_ca":false},{"name":"M Wang","is_ca":false},{"name":"Q Wang","is_ca":false},{"name":"Ping Su","is_ca":false},{"name":"Ye‐Zhi Hou","is_ca":false},{"name":"Jing Yuan","is_ca":false},{"name":"Fan Yang","is_ca":false},{"name":"P Sung-Chan","is_ca":false},{"name":"JZ Yang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01783346147171667,"gpt":0.2538921306457123,"spread":0.2360586691739956,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0005006071,0.0002741726,0.0003502933,0.0007088461,0.001318733,0.00008357996,0.0003179096,0.00008400172,0.00007845466],"category_scores_gemma":[0.0004190537,0.000162457,0.00007671199,0.0008375446,0.002925139,0.0003941609,0.0005490403,0.0009011844,0.00005357698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006797552,"about_ca_system_score_gemma":0.0006766748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009284366,"about_ca_topic_score_gemma":0.000394168,"domain_scores_codex":[0.9969571,0.0002289232,0.0002126376,0.0004883482,0.001212738,0.0009002711],"domain_scores_gemma":[0.9983007,0.0006690457,0.00006037043,0.000250314,0.0003413051,0.0003782281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001583883,0.0008478271,0.9362409,0.0001900058,0.0004455109,0.0009023331,0.0004307379,0.00000254907,0.0006832614,0.04875046,0.001251132,0.008671357],"study_design_scores_gemma":[0.002061259,0.0006036219,0.992767,0.0002784223,0.00002818348,0.0000705081,0.0002729536,0.00007335102,0.00002079981,0.001017962,0.002647432,0.0001584583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823648,0.000181964,0.0001229874,0.003627454,0.00002296589,0.001679014,0.0001177901,0.00006034152,0.01182271],"genre_scores_gemma":[0.9952704,0.0002191486,0.000746863,0.00003516685,0.00002519935,0.00002706623,0.00006925721,0.00001655043,0.003590378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05652611,"threshold_uncertainty_score":0.9999814,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2277459328","doi":"","title":"Enhanced earned value management on practical construction projects through constrained project scheduling simulations","year":2011,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Earned value management; Project management; Scheduling (production processes); Computer science; Operations research; Operations management; Engineering; Project management triangle; Systems engineering; Project charter","authors":[{"name":"Ming-Fung Francis Siu","is_ca":false},{"name":"Ming Lu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09012750692421444,"gpt":0.3121417691437903,"spread":0.2220142622195759,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002643757,0.0002563369,0.0001930908,0.001312749,0.0008342357,0.0000605004,0.0002868215,0.0001601307,0.0001280217],"category_scores_gemma":[0.0001598804,0.0002802367,0.0001131874,0.001419489,0.001292468,0.000718555,0.0001213868,0.0009273827,0.00008771651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005212023,"about_ca_system_score_gemma":0.0005646045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001674333,"about_ca_topic_score_gemma":0.00007564377,"domain_scores_codex":[0.9977361,0.0002199622,0.0002757494,0.0004833054,0.0006911079,0.0005937984],"domain_scores_gemma":[0.9990131,0.0002401815,0.00006307157,0.0003419405,0.000202152,0.000139562],"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":[0.0002682409,0.0001256057,0.00007781049,0.00005612453,0.0001545285,0.00008838853,0.0004582817,0.005075609,0.008836499,0.9783648,0.00008956331,0.006404563],"study_design_scores_gemma":[0.01552459,0.003033754,0.01212988,0.003824521,0.0006969104,0.001355664,0.02986146,0.3436605,0.3226816,0.1836843,0.07792129,0.00562556],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06635856,0.00002553144,0.5597789,0.0001338602,0.0004917956,0.001185421,0.0001149332,0.0007288393,0.3711822],"genre_scores_gemma":[0.9043399,0.0001113935,0.09497976,0.00001950314,0.00009359132,0.00001682806,0.0000621197,0.00002355117,0.0003533595],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8379813,"threshold_uncertainty_score":0.999965,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3119412176","doi":"","title":"Collaborative mobile e-health employing data mining and social networking","year":2013,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Data science; World Wide Web; Internet privacy","authors":[{"name":"Yidan Liu","is_ca":false},{"name":"Xiping Hu","is_ca":true},{"name":"Chunsheng Zhu","is_ca":true},{"name":"Boon Chong Seet","is_ca":false},{"name":"Victor C. M. Leung","is_ca":true},{"name":"Terry H. S. Chu","is_ca":false},{"name":"Henry C. B. Chan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1429513128005803,"gpt":0.4499239383119671,"spread":0.3069726255113869,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002258495,0.0002513238,0.0004077627,0.001038181,0.0101663,0.00005116301,0.0009941794,0.0002213275,0.0002060042],"category_scores_gemma":[0.000272447,0.0002732991,0.00004566383,0.001789482,0.001242298,0.00071789,0.001776303,0.00163454,0.0002152074],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009003516,"about_ca_system_score_gemma":0.006533698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003960182,"about_ca_topic_score_gemma":0.002216665,"domain_scores_codex":[0.9944124,0.001519629,0.0005952001,0.0009134409,0.000765962,0.001793321],"domain_scores_gemma":[0.9957936,0.001827906,0.0003109398,0.0007305681,0.0005161642,0.0008208479],"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":[0.000750695,0.0004650344,0.03185631,0.001438074,0.0001708163,0.00006383991,0.008010937,0.00005034717,0.001174496,0.3521388,0.1822201,0.4216605],"study_design_scores_gemma":[0.001237702,0.0003453718,0.02202228,0.0004496678,0.00001459783,0.000007391354,0.01070661,0.002412014,0.000003673396,0.001655475,0.9608247,0.0003205343],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4879422,0.01219884,0.09707266,0.06085902,0.00369272,0.08227807,0.00745079,0.003308014,0.2451976],"genre_scores_gemma":[0.9682329,0.003599468,0.01809575,0.001709128,0.001503552,0.002169158,0.001293103,0.00007301721,0.003323966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7786046,"threshold_uncertainty_score":0.9999719,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3023873606","doi":"","title":"Dichoptic training improves contrast sensitivity in adults with amblyopia","year":2014,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Contrast (vision); Training (meteorology); Sensitivity (control systems); Optometry; Audiology; Medicine; Ophthalmology; Computer science; Artificial intelligence; Geography; Engineering; Meteorology","authors":[{"name":"Jinrong Li","is_ca":false},{"name":"Daniel P. Spiegel","is_ca":false},{"name":"Robert F. Hess","is_ca":true},{"name":"Zidong Chen","is_ca":false},{"name":"Daming Deng","is_ca":false},{"name":"Lily Y. L. Chan","is_ca":false},{"name":"Minbin Yu","is_ca":false},{"name":"Benjamin Thompson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04153446876555635,"gpt":0.3178276275083438,"spread":0.2762931587427874,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000948424,0.0002265338,0.0003853811,0.001209249,0.0006657986,0.00001862853,0.0001692778,0.0001186137,0.00002081987],"category_scores_gemma":[0.0005775796,0.0002044605,0.00008870938,0.0009389501,0.002211616,0.0002688814,0.000230431,0.001014644,0.00003536011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003244361,"about_ca_system_score_gemma":0.0006562031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006419832,"about_ca_topic_score_gemma":0.0008769484,"domain_scores_codex":[0.9975109,0.000346331,0.000188309,0.0005284487,0.000603955,0.0008220556],"domain_scores_gemma":[0.9984728,0.0007047385,0.00005876917,0.0002803027,0.0001786263,0.0003047319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02213895,0.003570021,0.5282452,0.0008613944,0.0007589954,0.007811068,0.004299731,0.000214644,0.07055932,0.3349266,0.000478417,0.0261356],"study_design_scores_gemma":[0.006066953,0.003640562,0.979721,0.001542882,0.00005792133,0.0005614198,0.001667394,0.002674882,0.0007611562,0.0008211782,0.002126842,0.0003578859],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684569,0.00004442145,0.004973075,0.001127163,0.00006525689,0.0006278222,0.00002848302,0.0001075165,0.02456933],"genre_scores_gemma":[0.9971572,0.00005364557,0.001567869,0.00007904424,0.0001133164,0.000006320311,0.0000413007,0.00001584797,0.0009654717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4514757,"threshold_uncertainty_score":0.8337659,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2577364636","doi":"","title":"Intrinsic Ocular Mechanisms Underlie Lens-Induced Astigmatism in Chicks","year":2016,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Animal Nutrition and Physiology","field":"Agricultural and Biological 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":"University of Calgary","funders":"","keywords":"Astigmatism; Lens (geology); Ophthalmology; Optometry; Optics; Neuroscience; Medicine; Biology; Physics","authors":[{"name":"William K. Stell","is_ca":true},{"name":"Vanessa Popa","is_ca":true},{"name":"Chea‐su Kee","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0674518272699456,"gpt":0.2612361336903023,"spread":0.1937843064203567,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004335074,0.0001849279,0.0002165349,0.0003446779,0.0006373017,0.00002945257,0.0006200705,0.0001649876,0.0004413414],"category_scores_gemma":[0.0002221397,0.0000886188,0.0001251396,0.001124342,0.0006836274,0.0003848489,0.0003988162,0.0004962969,0.0002446776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003104018,"about_ca_system_score_gemma":0.0001558829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008191527,"about_ca_topic_score_gemma":0.002060506,"domain_scores_codex":[0.9976207,0.0004179738,0.0001998693,0.00052274,0.0005338081,0.0007048896],"domain_scores_gemma":[0.9988241,0.0006523943,0.00005796973,0.0001212299,0.0001235122,0.0002207573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001481728,0.0001143952,0.0003534906,0.000004416497,0.00001107348,0.00009396185,0.00001236159,0.000001448378,0.5998978,0.3804082,0.0001569925,0.01879769],"study_design_scores_gemma":[0.002888372,0.001829077,0.6389393,0.0007795974,0.00001884611,0.0001003877,0.0005827516,0.0001332789,0.02225565,0.2351167,0.096279,0.001077122],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726688,0.0000766345,0.003829757,0.006927873,0.0001358695,0.0005479596,0.0002264728,0.0001807402,0.0154059],"genre_scores_gemma":[0.9984692,0.0002262564,0.0004700972,0.0001263209,0.0001137347,0.000005040579,0.00005034995,0.000002119085,0.0005368678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6385858,"threshold_uncertainty_score":0.4901673,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2358837634","doi":"","title":"Hemojuvelin(HJV): A Newly Discovered Regulating Protein of Iron Metabolism","year":2006,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Iron Metabolism and Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"CAE (Canada)","funders":"","keywords":"Hepcidin; Regulator; Iron homeostasis; Cell biology; Biology; Metabolism; Gene; Endocrinology; Biochemistry; Immunology; Inflammation","authors":[{"name":"Zhong‐Ming Qian","is_ca":true},{"name":"Youjia Xu","is_ca":false},{"name":"Ya Ke","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02328045995747261,"gpt":0.2762300789334686,"spread":0.252949618975996,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006217774,0.0002778995,0.0004687924,0.001703559,0.000635027,0.00003609823,0.0004667654,0.0001553067,0.0001133732],"category_scores_gemma":[0.0004403286,0.000278078,0.0002697169,0.001625289,0.001846007,0.0004532459,0.0004106886,0.0007669777,0.00004011575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002409493,"about_ca_system_score_gemma":0.001531112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004109235,"about_ca_topic_score_gemma":0.0003298742,"domain_scores_codex":[0.9964964,0.0002704249,0.0004157186,0.0005842307,0.001397503,0.0008356984],"domain_scores_gemma":[0.9984767,0.0001823198,0.0001605742,0.0005819395,0.0003081812,0.0002903276],"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":[0.001466825,0.0006169579,0.002076606,0.0002830089,0.00004372953,0.0001960033,0.0001196803,0.0004661576,0.4205396,0.5694581,0.0009500231,0.003783374],"study_design_scores_gemma":[0.02942658,0.001348018,0.4891802,0.002688746,0.000736929,0.0003847329,0.003316645,0.003076507,0.2319056,0.05762151,0.1778529,0.002461631],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8884369,0.0009469725,0.02261448,0.001278649,0.0001280344,0.00154528,0.0003332974,0.0001661933,0.08455021],"genre_scores_gemma":[0.9766952,0.00006130838,0.01382763,0.00003325969,0.0002467975,0.000007291121,0.0002229271,0.00003026326,0.008875321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5118366,"threshold_uncertainty_score":0.9999672,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3176181697","doi":"","title":"Defocused images affect the multi-neuronal firing patterns in the mouse retina-a multielectrode array study","year":2019,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"CCD and CMOS Imaging Sensors","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":"Neuroscience; Retina; Multielectrode array; Affect (linguistics); Biology; Physics; Psychology; Communication; Microelectrode","authors":[{"name":"Seema Banerjee","is_ca":false},{"name":"Qin Wang","is_ca":false},{"name":"Pang Ko","is_ca":false},{"name":"Kai Hong Henry Ng","is_ca":false},{"name":"Siu Man Yuen","is_ca":false},{"name":"Feng Pan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02849455501090665,"gpt":0.269371438395818,"spread":0.2408768833849113,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001010506,0.0002695047,0.0002127066,0.0008058404,0.000616918,0.0001198479,0.001284072,0.00006095172,0.00003707595],"category_scores_gemma":[0.0001889645,0.0002052552,0.0001334036,0.00105262,0.0004781016,0.0002979516,0.0002424184,0.0016502,0.0001034477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000349954,"about_ca_system_score_gemma":0.0001659624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008138334,"about_ca_topic_score_gemma":0.001295776,"domain_scores_codex":[0.9969522,0.0006447813,0.0002065916,0.0004609271,0.0008788078,0.0008567414],"domain_scores_gemma":[0.9982852,0.0008501259,0.00003520053,0.0006577379,0.00006614732,0.0001055519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006648081,0.001982514,0.4049864,0.0002731965,0.0004339407,0.001269436,0.007996646,0.06094669,0.5006796,0.01151268,0.002082116,0.007172034],"study_design_scores_gemma":[0.00562491,0.0006901921,0.8993444,0.0003351344,0.00007137303,0.0001284085,0.007974982,0.02932541,0.04010874,0.0002979381,0.01484774,0.001250721],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869161,0.00008952289,0.006431056,0.0004083487,0.0001160567,0.001188705,0.00007604475,0.0002340644,0.004540151],"genre_scores_gemma":[0.998581,0.00007821035,0.0003142131,0.00003535132,0.00007234741,0.00001258477,0.00002105392,0.00003291406,0.0008523262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.494358,"threshold_uncertainty_score":0.8370063,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2894588737","doi":"","title":"An experimental study on the block shear strength of coped beams with welded double clip angle connections","year":2008,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Welding; Block (permutation group theory); Shear (geology); Structural engineering; Shear strength (soil); Materials science; Geology; Geometry; Mathematics; Engineering; Composite material","authors":[{"name":"Michael C.H. Yam","is_ca":false},{"name":"Wei Feng","is_ca":false},{"name":"K.F. Chung","is_ca":false},{"name":"Gilbert Y. Grondin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04972429393042078,"gpt":0.2819333478502035,"spread":0.2322090539197827,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002503453,0.0002215248,0.000242551,0.0009578178,0.001200453,0.00003264157,0.0006632131,0.00006405669,0.00007997367],"category_scores_gemma":[0.00004552622,0.0001812362,0.000103324,0.001500037,0.001173593,0.0002594536,0.0001512725,0.000714834,0.00002073748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003650782,"about_ca_system_score_gemma":0.0002569644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00133838,"about_ca_topic_score_gemma":0.0003369168,"domain_scores_codex":[0.9978545,0.0001988311,0.0001943815,0.0003830207,0.0008858972,0.0004833137],"domain_scores_gemma":[0.9986925,0.000319657,0.0000438278,0.0005966162,0.0001378551,0.000209551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003062395,0.004067563,0.02094219,0.00005550909,0.001776729,0.0009600781,0.005823367,0.1149042,0.7324078,0.1141233,0.001610853,0.0002660259],"study_design_scores_gemma":[0.008080125,0.006598365,0.1135981,0.0003100084,0.0002117066,0.0002807822,0.02010064,0.01587194,0.828586,0.0002380038,0.004748293,0.001375969],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988397,0.00003461056,0.0003844786,0.00008779611,0.0000599448,0.000530191,0.0000807713,0.0002052676,0.01021991],"genre_scores_gemma":[0.9990287,0.00001708034,0.0004791143,0.000005432563,0.00005867313,0.000009942205,0.00003033872,0.00002379337,0.0003469265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1138853,"threshold_uncertainty_score":0.9233035,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3121932866","doi":"","title":"The feasibility of training older volunteers to provide play intervention for people with dementia.","year":2017,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Health and Well-being Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Dementia; Training (meteorology); Intervention (counseling); Medicine; Physical medicine and rehabilitation; Psychology; Gerontology; Physical therapy; Nursing; Disease; Geography","authors":[{"name":"Daphne Sze Ki Cheung","is_ca":false},{"name":"Bingyu Li","is_ca":false},{"name":"Daniel W. L. Lai","is_ca":false},{"name":"Angela Yee Man Leung","is_ca":false},{"name":"A. Ka Tat Tsang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09444123198150571,"gpt":0.3954908646013159,"spread":0.3010496326198102,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001687468,0.0001563055,0.0002352684,0.0004548375,0.003728112,0.00007110507,0.0009637956,0.00006840959,0.0000296713],"category_scores_gemma":[0.001051882,0.0001267328,0.0001432366,0.0003162591,0.001514614,0.000216434,0.0003981318,0.0004145202,0.00002235943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002469287,"about_ca_system_score_gemma":0.0006288371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003540189,"about_ca_topic_score_gemma":0.01097248,"domain_scores_codex":[0.9976866,0.0002604123,0.0002550063,0.0004740467,0.0005201687,0.0008038154],"domain_scores_gemma":[0.9978463,0.000769295,0.0001553138,0.0006915081,0.0003209236,0.0002166772],"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":[0.008587306,0.0009002812,0.1457953,0.0004443938,0.001166973,0.00008894425,0.01368743,0.0001725776,0.002081059,0.7332039,0.01024756,0.08362424],"study_design_scores_gemma":[0.004428219,0.001859269,0.9000786,0.0006934138,0.00009491378,0.00001959328,0.00711129,0.0002295404,0.0004397214,0.003086981,0.08157377,0.000384696],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7658228,0.0003478194,0.1703649,0.007593603,0.0007133462,0.004290519,0.0004114735,0.0001285743,0.050327],"genre_scores_gemma":[0.9951593,0.00002316113,0.001552358,0.00003362706,0.00008222708,0.00004958014,0.00001783374,0.00001375424,0.003068114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7542832,"threshold_uncertainty_score":0.9975689,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2891040822","doi":"10.3760/cma.j.issn.1674-6554.2013.02.013","title":"The survey of psychological status, family factors and risk factors of irritable bowel syndrome","year":2013,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Health and Well-being Studies","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":"Irritable bowel syndrome; Alexithymia; Anxiety; Psychology; Toronto Alexithymia Scale; Eysenck Personality Questionnaire; Clinical psychology; Personality; Rating scale; Depression (economics); Internal medicine; Psychiatry; Medicine; Big Five personality traits; Developmental psychology; Extraversion and introversion","authors":[{"name":"Xiaoyan Liu","is_ca":false},{"name":"Min Wang","is_ca":false},{"name":"Qiang Wang","is_ca":false},{"name":"Pei-kai Li","is_ca":false},{"name":"Yu Hou","is_ca":false},{"name":"Ping Su","is_ca":false},{"name":"Jing Yuan","is_ca":false},{"name":"Fan Yang","is_ca":false},{"name":"Pauline Sung","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0818015826194519,"gpt":0.3545820628839254,"spread":0.2727804802644735,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001396354,0.0002302231,0.0003813875,0.0007323181,0.001285504,0.00002884595,0.0006454574,0.000158695,0.0001158939],"category_scores_gemma":[0.001236249,0.0001667599,0.0001135868,0.001031891,0.004009326,0.0001987222,0.0004345796,0.0008941013,0.00004222589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000136323,"about_ca_system_score_gemma":0.0003525279,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08743251,"about_ca_topic_score_gemma":0.001490581,"domain_scores_codex":[0.9960842,0.001283315,0.0004144856,0.0004933867,0.0006805432,0.0010441],"domain_scores_gemma":[0.9948287,0.003814182,0.0002054818,0.0004671201,0.0003433421,0.0003411718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002108705,0.0002820278,0.9347641,0.00003452198,0.0002136592,0.00002742909,0.0006712904,0.00001067219,0.0005760781,0.05946804,0.001966395,0.00177494],"study_design_scores_gemma":[0.0005248722,0.0004713656,0.9924067,0.00004417667,0.00001516271,0.000008165196,0.001635711,0.00002044998,0.00006216567,0.001961356,0.002701602,0.0001483292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787126,0.0007629885,0.0004213902,0.0001102408,0.0002251828,0.0005799594,0.000690067,0.00004650527,0.01845102],"genre_scores_gemma":[0.9969559,0.001628219,0.0001651491,0.000008963815,0.00001082508,0.000005819285,0.00004827432,0.00001319799,0.001163647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08594193,"threshold_uncertainty_score":0.9987012,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7042793243","doi":"","title":"The prevalence and progression of myopia in Chinese-Canadian children attending an optometric practice","year":2016,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","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":"Public health; Clinical Practice; Epidemiology; Population; MEDLINE; Incidence (geometry)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03961894474303919,"gpt":0.3909040495825581,"spread":0.351285104839519,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001159252,0.0001308539,0.0001748479,0.001892279,0.0008946087,0.00001570771,0.0003009811,0.00008197806,0.00001941199],"category_scores_gemma":[0.002276151,0.00008155502,0.00004423382,0.001538364,0.002013936,0.000488837,0.0003002835,0.000428043,0.000009447493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003159005,"about_ca_system_score_gemma":0.0007113946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002767462,"about_ca_topic_score_gemma":0.001264936,"domain_scores_codex":[0.9981018,0.0003515739,0.0001709876,0.0003376697,0.000506293,0.0005316164],"domain_scores_gemma":[0.9980052,0.001173101,0.00007168476,0.0002606191,0.0001814261,0.0003079487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006514985,0.0002636724,0.972543,0.00005843622,0.00006175398,0.0001143307,0.00009491006,8.142002e-7,0.002049722,0.01613047,0.00003519157,0.007996175],"study_design_scores_gemma":[0.0009753924,0.001251349,0.9953505,0.000486618,0.00002396662,0.0001885486,0.0001024568,0.00003315066,0.0001191494,0.0003978095,0.0009773413,0.00009372734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911467,0.0005861814,0.000171168,0.002830509,0.0000448216,0.0005949455,0.00005279068,0.00002486731,0.004548049],"genre_scores_gemma":[0.9968856,0.001668405,0.0005795204,0.00001941479,0.00004511036,0.000004477777,0.000007509216,0.000007601601,0.0007823927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02280747,"threshold_uncertainty_score":0.7420432,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7027385461","doi":"","title":"The cerebellum’s involvement in the judgement of spatial orientation","year":2017,"lang":"en","type":"other","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"","field":"","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; Gestational period; TSG101; Dysgeusia; Diafiltration; Liquation; Emperipolesis; Triacetin; Durvalumab","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05804756218421703,"gpt":0.3214264554274438,"spread":0.2633788932432268,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.00302964,0.0004453348,0.0004109697,0.003999087,0.002008576,0.0001544746,0.003939177,0.0002509136,0.0002402644],"category_scores_gemma":[0.0007180048,0.0003359229,0.0002525958,0.001506948,0.00576761,0.0002355228,0.001280757,0.001644897,0.0004014894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001265501,"about_ca_system_score_gemma":0.002332682,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03182063,"about_ca_topic_score_gemma":0.07448544,"domain_scores_codex":[0.9931634,0.001388234,0.0004078047,0.0008053873,0.003121943,0.001113234],"domain_scores_gemma":[0.9964486,0.0006974931,0.0006141659,0.001822426,0.0002309071,0.0001863996],"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":[0.0008775257,0.0008550496,0.002018231,0.0001961551,0.0004454306,0.0004176185,0.0008852698,0.00012933,0.002588996,0.6183802,0.3616796,0.01152661],"study_design_scores_gemma":[0.001506889,0.0002001128,0.01272925,0.0008837102,0.00005970891,0.000008749782,0.0006205098,0.0001723319,0.0003135026,0.002052732,0.9810854,0.0003670661],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007598568,0.0006256758,0.005493079,0.0008846158,0.0005202604,0.003011837,0.001487859,0.0001564572,0.9870604],"genre_scores_gemma":[0.3564956,0.00279284,0.001035828,0.0000466837,0.0008512321,0.00009421504,0.001060388,0.0004855841,0.6371377],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6194059,"threshold_uncertainty_score":0.9999093,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7009761712","doi":"","title":"Evaluating reservation facilities for hotels : a study of Asian based and North America based travel web sites","year":2016,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","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":"Reservation; Tourism; The Internet; Work (physics); Quarter (Canadian coin); Destinations; Web application; Web site","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1253452010601746,"gpt":0.3377820524952247,"spread":0.2124368514350501,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001277042,0.0001928504,0.0002239055,0.0005773423,0.0008965987,0.00002202586,0.0004219419,0.00005926636,0.0002329526],"category_scores_gemma":[0.001286891,0.0001759202,0.00007070397,0.000797195,0.001932443,0.0004608255,0.0003524611,0.0002867267,0.00002581306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006471064,"about_ca_system_score_gemma":0.0004552828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00119808,"about_ca_topic_score_gemma":0.002711469,"domain_scores_codex":[0.9966088,0.0006472577,0.0002758927,0.000719672,0.001125024,0.0006233561],"domain_scores_gemma":[0.9975902,0.001564091,0.0001327686,0.0003877334,0.00007050457,0.0002547051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002029802,0.001817424,0.3971207,0.0002322533,0.0001133316,0.00008527392,0.003028742,0.004518353,0.4613393,0.001896499,0.0002956207,0.1275227],"study_design_scores_gemma":[0.006776247,0.0033563,0.9164748,0.0003219952,0.00005993337,0.000003704524,0.005456708,0.05210189,0.005023581,0.001083654,0.008704274,0.0006369592],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9305323,0.000009719808,0.06374061,0.0007950793,0.00001600391,0.001466111,0.0005458357,0.00003978366,0.0028546],"genre_scores_gemma":[0.9923798,0.00002196695,0.006874269,0.00004909841,0.00001961645,0.00003182215,0.0000435297,0.00001477496,0.0005650637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.519354,"threshold_uncertainty_score":0.7173817,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7024124880","doi":"","title":"Re-examination of evidence for low-dimensional chaos in the Canadian Lynx data","year":2016,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Chaos control and synchronization","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":"Chaotic; Aperiodic graph; Dissipative system; Population; Mixing (physics); Series (stratigraphy); CHAOS (operating system); Range (aeronautics); Term (time); Butterfly effect","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.2061296922656652,"gpt":0.3548605676646641,"spread":0.1487308753989989,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001425085,0.0001071815,0.0001266105,0.0007822936,0.0005834081,0.00002822186,0.0009707116,0.00004561508,0.00009156432],"category_scores_gemma":[0.0004001854,0.00007242378,0.00005794183,0.0006682457,0.0006076376,0.0005566822,0.0002424716,0.0002111222,0.00001467711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003444628,"about_ca_system_score_gemma":0.001890492,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03168442,"about_ca_topic_score_gemma":0.08250125,"domain_scores_codex":[0.9982212,0.0002726182,0.0001783054,0.0003516393,0.0005622409,0.0004140018],"domain_scores_gemma":[0.9977953,0.001269171,0.00006913024,0.0004987794,0.0002475221,0.0001201003],"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":[0.0002789241,0.0002292623,0.01354316,0.00004322416,0.00006961143,0.0000267394,0.0004056777,0.0002810641,0.01109848,0.903093,0.001338506,0.0695923],"study_design_scores_gemma":[0.01270784,0.0009329072,0.7126755,0.004635811,0.0001629689,0.00001624191,0.003091048,0.06808516,0.009063086,0.06958255,0.117355,0.001691928],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3854299,0.0004713944,0.4998085,0.03228901,0.0005913743,0.006436045,0.008737663,0.000113897,0.06612223],"genre_scores_gemma":[0.9984755,0.00001162546,0.0004894658,0.00002251909,0.0001443927,0.000008270352,0.0002417438,0.000006689585,0.0005997755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8335105,"threshold_uncertainty_score":0.9747637,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7112727336","doi":"","title":"Improving the assessment of physical performance in older adults with dementia using a progressive cueing system","year":2025,"lang":"en","type":"other","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"","field":"","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":"Dementia; Association (psychology); Quality of life (healthcare); Affect (linguistics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0183684677509406,"gpt":0.2926005526638339,"spread":0.2742320849128933,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0009425335,0.0005770511,0.000688099,0.006450102,0.0008368076,0.00007862396,0.001648051,0.0002305506,0.00005213121],"category_scores_gemma":[0.0001200748,0.0004725717,0.0002069436,0.004364537,0.002938284,0.000373278,0.001376248,0.002082758,0.000027698],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002193592,"about_ca_system_score_gemma":0.00631736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003780445,"about_ca_topic_score_gemma":0.0009459137,"domain_scores_codex":[0.9943043,0.0008051692,0.0004005516,0.001061342,0.002212083,0.001216539],"domain_scores_gemma":[0.9974843,0.0004239473,0.0005825033,0.0009226198,0.000387633,0.0001989535],"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":[0.003972675,0.003994517,0.04311113,0.01543006,0.003971866,0.003655858,0.002026382,0.01073421,0.01933543,0.8760056,0.003279818,0.01448247],"study_design_scores_gemma":[0.02169502,0.002258636,0.1123924,0.2064269,0.002026432,0.0003930134,0.009829252,0.5998589,0.005259247,0.0001393481,0.03491413,0.004806771],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0790453,0.001372608,0.03926732,0.00008206546,0.0002716229,0.009019172,0.001999472,0.0008625171,0.8680799],"genre_scores_gemma":[0.980351,0.00004183484,0.006450075,0.00000395908,0.0001789779,0.00004039444,0.0001160905,0.000258051,0.01255959],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9013057,"threshold_uncertainty_score":0.9997752,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6921971130","doi":"10.1002/(sici)1096-9853(20000425)24:5&lt;491","title":"Elastic visco-plastic consolidation modelling of clay foundation at Berthierville test embankment","year":2014,"lang":"en","type":"other","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"","field":"","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":"Consolidation (business); Levee; Compressibility; Parametric statistics; Pore water pressure; Finite element method; Soil water; Boundary value problem; Clay soil; Test data","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05310637103644534,"gpt":0.2851828978247948,"spread":0.2320765267883494,"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":[0.001192967,0.0007564371,0.0008436668,0.009542341,0.001200554,0.00008693318,0.001454147,0.0005804885,0.002184385],"category_scores_gemma":[0.001533268,0.0008750985,0.0003396286,0.002870526,0.004039775,0.000377898,0.001240083,0.001551659,0.005160816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002850521,"about_ca_system_score_gemma":0.002216751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001608328,"about_ca_topic_score_gemma":0.001845559,"domain_scores_codex":[0.9928773,0.0008096739,0.0007090127,0.001381066,0.00283514,0.001387781],"domain_scores_gemma":[0.9940372,0.002890802,0.0007951063,0.001141916,0.0005557372,0.0005792148],"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":[0.002185714,0.002202326,0.001632838,0.001816874,0.001404189,0.000440012,0.0003361782,0.08609571,0.09502877,0.6046795,0.2023365,0.001841387],"study_design_scores_gemma":[0.003948192,0.0008801518,0.000741476,0.004887578,0.0004639033,0.0001046107,0.0001150129,0.07596213,0.003930928,0.002601317,0.9044706,0.001894079],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001345385,0.0002551236,0.3211656,0.00008970012,0.0004719813,0.001611076,0.002164096,0.0006069519,0.6722901],"genre_scores_gemma":[0.5897437,0.0006421654,0.00774028,0.00002124868,0.0006825815,0.00003381856,0.004105975,0.0009486849,0.3960815],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7021341,"threshold_uncertainty_score":0.99937,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7042659608","doi":"","title":"Perceptions, expectations and support for a community-wide eHR system among Hong Kong residents","year":2017,"lang":"en","type":"other","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"","field":"","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":"Public health; Perception; Government (linguistics); Public health policy; Public policy; Electronic health record; Confidentiality","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05655537131018264,"gpt":0.3274740629982772,"spread":0.2709186916880946,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.002208304,0.0009464668,0.001018757,0.01081827,0.008675361,0.0005117886,0.003288451,0.0007643005,0.000275609],"category_scores_gemma":[0.002193362,0.001136578,0.000506306,0.001494313,0.008117591,0.001059583,0.002319284,0.003546225,0.000943736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00258376,"about_ca_system_score_gemma":0.002861384,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01299297,"about_ca_topic_score_gemma":0.02145416,"domain_scores_codex":[0.9919154,0.001996028,0.0005733302,0.001412892,0.002170757,0.001931566],"domain_scores_gemma":[0.993244,0.001961614,0.0007339014,0.00242488,0.0005941478,0.001041445],"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":[0.001287723,0.001095869,0.02081892,0.002774122,0.001906379,0.001540956,0.002452317,0.00004962605,0.004639851,0.2800831,0.6808224,0.002528695],"study_design_scores_gemma":[0.007773133,0.0009648058,0.153917,0.01432371,0.0008861826,0.0004286034,0.01829803,0.0008792808,0.0002793657,0.001809456,0.796739,0.003701427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005488277,0.0006097569,0.02561701,0.0001708545,0.0005266805,0.00518428,0.01292953,0.001943458,0.9475302],"genre_scores_gemma":[0.3444566,0.0003575147,0.005529191,0.00001649103,0.0005138908,0.0001486859,0.003062889,0.0008569449,0.6450578],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3389683,"threshold_uncertainty_score":0.9998341,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7027926577","doi":"","title":"East-meets-west video-linked conferencing in physical therapy entry-level education : the evolutionary experience between Hong Kong and Canada","year":2016,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Medical and Biological Sciences","field":"Medicine","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":"Telehealth; MEDLINE; Physical activity; Training (meteorology); Telemedicine","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.09172268667404862,"gpt":0.3152826648531203,"spread":0.2235599781790717,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004895768,0.000173732,0.0002365601,0.0003335124,0.0007118852,0.00002515702,0.0004998961,0.00008556116,0.00009204492],"category_scores_gemma":[0.0008633366,0.0000953553,0.00006127373,0.0007412296,0.002748311,0.000243027,0.0003342501,0.0005588455,0.00001036519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006380235,"about_ca_system_score_gemma":0.004602721,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1095876,"about_ca_topic_score_gemma":0.04927936,"domain_scores_codex":[0.9973332,0.0002995611,0.000199326,0.0005039357,0.001053482,0.0006105191],"domain_scores_gemma":[0.9980433,0.00104933,0.00005987152,0.000237518,0.0001597256,0.0004502324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005911078,0.0005344125,0.6890523,0.00003728865,0.00006119475,0.0001795755,0.0006643017,0.000004212956,0.0717584,0.09174275,0.0009779022,0.1443965],"study_design_scores_gemma":[0.000886779,0.0002021764,0.9807118,0.0003894521,0.000008019873,0.00002810146,0.001008647,0.0001322791,0.0007030002,0.002308949,0.01345612,0.0001647164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791218,0.0001730263,0.001019247,0.01473726,0.00009391648,0.0004821171,0.00007611521,0.00003315083,0.004263386],"genre_scores_gemma":[0.9978911,0.0003434391,0.0002600547,0.0001613707,0.0002792543,0.00001055098,0.00002458791,0.000004752137,0.001024875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2916594,"threshold_uncertainty_score":0.9999656,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7002333733","doi":"","title":"Mindfulness and resource-sensitive design : a literature overview and an agenda for research","year":2024,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Prenatal Screening and Diagnostics","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":"Mindfulness; Creativity; Quality (philosophy); Research design; Quality of life (healthcare)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1591587465652011,"gpt":0.3960523371060178,"spread":0.2368935905408167,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002146011,0.0002073299,0.000257481,0.001908777,0.001110624,0.0002323898,0.0002336412,0.000186505,0.00001149467],"category_scores_gemma":[0.001838255,0.0001961299,0.00008493313,0.00157656,0.00186111,0.0004099166,0.0004948908,0.001307636,0.00001142263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002745128,"about_ca_system_score_gemma":0.001033095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002446876,"about_ca_topic_score_gemma":0.00007008338,"domain_scores_codex":[0.9968403,0.0006286838,0.0001597395,0.0007605513,0.0008404468,0.0007702784],"domain_scores_gemma":[0.99498,0.003709644,0.00002090904,0.000328247,0.0003868533,0.0005743281],"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":[0.004574689,0.0003497494,0.0002386968,0.001437485,0.0003125054,0.007245378,0.002017685,0.00005177458,0.007149621,0.7787262,0.01450887,0.1833874],"study_design_scores_gemma":[0.007417376,0.008085281,0.0177132,0.02240681,0.0004911593,0.003782296,0.004462345,0.0506028,0.05793349,0.07752788,0.7478002,0.001777132],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2846387,0.04544358,0.5853381,0.01656109,0.0005179864,0.009727662,0.004620744,0.001371249,0.05178089],"genre_scores_gemma":[0.9848794,0.0004607914,0.01108019,0.00009465175,0.0003315468,0.00002426204,0.0002886326,0.00003583683,0.002804732],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7332913,"threshold_uncertainty_score":0.8542135,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6990720368","doi":"","title":"Effects of acoustical parameters on speech intelligibility for second language students in classrooms","year":2023,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","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":"Intelligibility (philosophy); Active listening; Reverberation; Second language; Phonetics; Age groups","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05908168226487016,"gpt":0.3644438464711922,"spread":0.305362164206322,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001053964,0.0001425459,0.0002159848,0.001674283,0.0003024423,0.00003092217,0.0006203319,0.0001046106,0.00001685825],"category_scores_gemma":[0.00511441,0.0001419421,0.0001266516,0.001728923,0.001240099,0.0001698777,0.0003525134,0.0005892571,0.00005630648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003880736,"about_ca_system_score_gemma":0.0003175637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000144454,"about_ca_topic_score_gemma":0.00008972462,"domain_scores_codex":[0.9972504,0.0004440363,0.0002302991,0.0005810673,0.0008940552,0.0006001384],"domain_scores_gemma":[0.9929593,0.00646969,0.00004769781,0.000287327,0.00006796586,0.0001680343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001050293,0.0007887337,0.003033137,0.0004937116,0.00001802801,0.0004159867,0.0007887259,0.0008126845,0.9098814,0.07178282,0.0001749994,0.01075945],"study_design_scores_gemma":[0.004173979,0.002385289,0.3524404,0.0009964238,0.00002464429,0.00001542387,0.001366272,0.009843544,0.6064706,0.01904711,0.002637349,0.0005989826],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926947,0.000009108184,0.00403966,0.0001548077,0.0001352623,0.001084789,0.000125764,0.00009370759,0.001662202],"genre_scores_gemma":[0.9977633,0.00003080785,0.001067717,0.00003311722,0.00002569547,0.00001449195,0.00001371604,0.00001265827,0.001038463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3494073,"threshold_uncertainty_score":0.6122795,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6983691525","doi":"","title":"Negative effects of dental equipment noise on dental professionals' health quality","year":2023,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Noise Effects 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":"Hong Kong Polytechnic University","keywords":"Noise (video); Loudness; Dental Equipment; Perception; Dental instruments; Environmental noise; Noise level; Quality (philosophy); Noise exposure","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.09815838304035378,"gpt":0.4578723338383792,"spread":0.3597139507980254,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00276426,0.0002892425,0.0004759765,0.001899031,0.003420727,0.00001641269,0.0007439376,0.0001487624,0.0001531342],"category_scores_gemma":[0.0009288159,0.000273413,0.0002055104,0.002097959,0.0009934322,0.0002677493,0.001666731,0.001505484,0.000630613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001677664,"about_ca_system_score_gemma":0.00214755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00389511,"about_ca_topic_score_gemma":0.001179948,"domain_scores_codex":[0.9930626,0.002500689,0.0005498164,0.0006828959,0.001838279,0.001365768],"domain_scores_gemma":[0.9946638,0.003755135,0.0003091865,0.000530653,0.0002182681,0.0005229234],"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":[0.002231489,0.00188427,0.01388886,0.003129015,0.000385785,0.0006479173,0.003128843,0.0002131409,0.02277684,0.8866727,0.05733102,0.007710062],"study_design_scores_gemma":[0.01337292,0.003678553,0.8559057,0.01148303,0.0000855077,0.000008775733,0.02497201,0.0008632807,0.01366373,0.01618381,0.0583139,0.001468768],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9096002,0.000142268,0.00405801,0.004158095,0.001882669,0.007534242,0.0006456408,0.0006648778,0.07131403],"genre_scores_gemma":[0.9845734,0.0002204003,0.000541867,0.0004034599,0.0001916913,0.00007751682,0.0001986209,0.0000315173,0.01376148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8704889,"threshold_uncertainty_score":0.9999718,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2739061879","doi":"","title":"Simple method for predicting temperatures in insulated FRP-strengthened RC members exposed to fire","year":2014,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Structural Behavior of Reinforced Concrete","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":"Simple (philosophy); Fibre-reinforced plastic; Structural engineering; Materials science; Forensic engineering; Composite material; Environmental science; Engineering","authors":[{"name":"Wan-Yang Gao","is_ca":false},{"name":"Jian‐Guo Dai","is_ca":false},{"name":"J.G. Teng","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02620268142976449,"gpt":0.2885861759618926,"spread":0.2623834945321281,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006568924,0.000306731,0.0003247678,0.001546669,0.0005448636,0.00007587951,0.0007785535,0.0001717732,0.00004205353],"category_scores_gemma":[0.0008752038,0.0003433576,0.0001484398,0.001543398,0.0002750753,0.0003742588,0.0002868218,0.0008546057,0.00001385041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006753266,"about_ca_system_score_gemma":0.0002612733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007293351,"about_ca_topic_score_gemma":0.0002072086,"domain_scores_codex":[0.9973611,0.0002043053,0.00031395,0.0005159743,0.000641678,0.0009630354],"domain_scores_gemma":[0.9979607,0.001005984,0.00004178477,0.0004268786,0.0001686483,0.0003960392],"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":[0.0009548707,0.00002100244,0.003440237,0.00022968,0.0002140792,0.0001994199,0.001224895,0.2116382,0.6563737,0.0806502,0.001250682,0.04380305],"study_design_scores_gemma":[0.005021828,0.0007158211,0.02098515,0.0006305876,0.00007237577,0.00006694595,0.0009402694,0.7437375,0.1533582,0.003211748,0.06969263,0.001567028],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.88978,0.0000565964,0.1019272,0.0001698017,0.0002381167,0.001250527,0.0003092659,0.0006464985,0.005621973],"genre_scores_gemma":[0.962466,0.00002108237,0.03685841,0.00003310279,0.0001092122,0.0000236397,0.0001532461,0.00004261435,0.0002926956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5320993,"threshold_uncertainty_score":0.9999018,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2131856448","doi":"","title":"A cooperative transmission protocol for wireless sensor networks with on-off scheduling schemes","year":2011,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Energy Efficient Wireless Sensor Networks","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Wireless sensor network; Computer network; Computer science; Key distribution in wireless sensor networks; Scheduling (production processes); Mobile wireless sensor network; Energy consumption; Wireless network; Wireless; Distributed computing; Real-time computing; Engineering; Telecommunications","authors":[{"name":"Chi‐Tsun Cheng","is_ca":true},{"name":"Henry Leung","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07179104680243946,"gpt":0.3002445951564977,"spread":0.2284535483540582,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006704567,0.0003902704,0.0003250876,0.001193934,0.001806377,0.0001389401,0.00178316,0.0001932062,0.00002575317],"category_scores_gemma":[0.00008819071,0.0003441719,0.0001612133,0.002061537,0.001341992,0.0006738788,0.0004509664,0.001104508,0.00001903828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003688428,"about_ca_system_score_gemma":0.001098935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000118168,"about_ca_topic_score_gemma":0.00007073157,"domain_scores_codex":[0.9959949,0.0004096513,0.0002874778,0.001078,0.001036194,0.001193786],"domain_scores_gemma":[0.997362,0.0007284365,0.0001298117,0.0007329479,0.0005696432,0.0004771852],"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":[0.002376581,0.0007012881,0.0001738088,0.00005289764,0.0001145387,0.0003814987,0.0004372822,0.1923203,0.002373841,0.7828423,0.0001934879,0.01803209],"study_design_scores_gemma":[0.00405074,0.001819267,0.0004747127,0.00123205,0.00001754327,0.00006889581,0.0001887329,0.9309081,0.01547715,0.0006493521,0.04428547,0.0008279616],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003209954,0.00001445191,0.9609423,0.0002548397,0.00006574251,0.02379285,0.00001799772,0.0003647626,0.01133705],"genre_scores_gemma":[0.4894461,0.00004363491,0.4994113,0.0001584123,0.000289057,0.008705986,0.00004477671,0.00008381406,0.001816899],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.782193,"threshold_uncertainty_score":0.9999011,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3120292560","doi":"","title":"Pre-energized auxiliary circuit for very fast transients taking advantage of load-Informed power","year":2013,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Multilevel Inverters and Converters","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Power (physics); Electrical engineering; Computer science; Engineering; Physics","authors":[{"name":"Zhenyu Shan","is_ca":true},{"name":"Chi K. Tse","is_ca":false},{"name":"Tang Xiao","is_ca":false},{"name":"Philip T. Krein","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03350265418315947,"gpt":0.2680356187720046,"spread":0.2345329645888451,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002732494,0.0002716196,0.0003204562,0.001036335,0.0003947977,0.00004776857,0.0007472348,0.0001423223,0.0002619675],"category_scores_gemma":[0.0001548697,0.0002988772,0.0002496475,0.0006464246,0.000779418,0.0008399531,0.0001626717,0.0004937854,0.00004916058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006938954,"about_ca_system_score_gemma":0.0007620472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000538344,"about_ca_topic_score_gemma":0.000128015,"domain_scores_codex":[0.9975475,0.00006922089,0.0003343291,0.000376025,0.0008222078,0.0008507018],"domain_scores_gemma":[0.9985384,0.0003965796,0.00007755751,0.0003920018,0.0002901134,0.0003053877],"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":[0.002042288,0.0008499014,0.005500984,0.001940987,0.00149285,0.0002708653,0.005658204,0.01800284,0.5623877,0.1891468,0.01283514,0.1998714],"study_design_scores_gemma":[0.01669977,0.001149119,0.1237356,0.002517528,0.0002164561,0.0001026908,0.00488973,0.6792589,0.06058999,0.009238962,0.09833983,0.003261399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2541793,0.0002097197,0.6561939,0.000141,0.0007158376,0.002282989,0.0006769727,0.0005075058,0.08509279],"genre_scores_gemma":[0.9966972,0.0001124902,0.001792899,0.00003058345,0.00004434383,0.00002906023,0.00007021399,0.00003460799,0.001188526],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7425179,"threshold_uncertainty_score":0.9999464,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2274237557","doi":"","title":"Experimental Studies on Active Noise Control Using Smart Structures","year":2003,"lang":"ko","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Aeroelasticity and Vibration Control","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Loudspeaker; Acoustics; Vibration; Actuator; Noise (video); Active noise control; Vibration control; Engineering; Piezoelectricity; Noise control; Active vibration control; Control system; Noise floor; Smart material; Computer science; Noise measurement; Noise reduction; Materials science; Electrical engineering; Physics","authors":[{"name":"Desheng Li","is_ca":true},{"name":"Cheng Li","is_ca":false},{"name":"Clément Gosselin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06530157642961952,"gpt":0.3165017265144903,"spread":0.2512001500848707,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0007143821,0.0006078773,0.0006241118,0.001895111,0.002303594,0.00012399,0.0006231809,0.0002885789,0.0002502116],"category_scores_gemma":[0.00187069,0.0006810405,0.0003111393,0.001263171,0.002197006,0.0009271169,0.0002571616,0.0018108,0.0001324178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002489206,"about_ca_system_score_gemma":0.00145477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001971152,"about_ca_topic_score_gemma":0.00007285736,"domain_scores_codex":[0.9948621,0.00107915,0.000458903,0.0007598081,0.001370279,0.001469746],"domain_scores_gemma":[0.9966747,0.001580874,0.0001460069,0.0005065855,0.0003311001,0.0007607188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00134774,0.0005110349,0.0004853706,0.0001108303,0.001195288,0.0003324537,0.001449624,0.09932701,0.1167845,0.7776318,0.0004759396,0.0003483835],"study_design_scores_gemma":[0.02633194,0.003888108,0.01289227,0.003321691,0.0009687481,0.000450951,0.03518699,0.1625042,0.6852947,0.01202592,0.05152319,0.005611263],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6760634,0.004230735,0.2616742,0.0005324773,0.003902858,0.003246826,0.001935039,0.0006709507,0.04774351],"genre_scores_gemma":[0.9965778,0.000176071,0.002108924,0.0001033871,0.0003484614,0.000009390815,0.00003023767,0.00005723182,0.0005884772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7656059,"threshold_uncertainty_score":0.9995641,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}