{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":8,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":8,"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":"8081ce24922c","filters":{"venue":"International Journal of Membrane Science and Technology"}},"results":[{"id":"W4381856852","doi":"10.15379/ijmst.v10i1.1446","title":"Comparison Study of Operation Characteristics of AFCI Products","year":2023,"lang":"en","type":"article","venue":"International Journal of Membrane Science and Technology","topic":"Electrical Fault Detection and Protection","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":"Arc-fault circuit interrupter; Electric arc; Fault (geology); Mandate; Forensic engineering; Engineering; Electric shock; Circuit breaker; Arc (geometry); Electrical shock; Electrical engineering; Short circuit; Mechanical engineering; Voltage; Geology; Seismology; Political science; Law","authors":[{"name":"Woong-Jae Ra","is_ca":false},{"name":"Hasung Kong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01629941013856933,"gpt":0.3030654400536849,"spread":0.2867660299151155,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004672353,0.00004128213,0.0001306202,0.0009274078,0.00002767194,0.00001217565,0.0002170058,0.00003679423,0.000004740461],"category_scores_gemma":[0.0003226215,0.00003560137,0.000009773877,0.001045854,0.0001036202,0.0001407362,0.00002612516,0.0001381602,0.000001603424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002678629,"about_ca_system_score_gemma":0.00003756151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004226875,"about_ca_topic_score_gemma":0.000002916375,"domain_scores_codex":[0.9991723,0.00000902903,0.000324159,0.00006370607,0.0003641435,0.00006670066],"domain_scores_gemma":[0.9990176,0.00001876883,0.0001304884,0.00005530948,0.0007607649,0.00001708165],"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":[0.00003061493,0.00009446064,0.004236813,0.00001967401,0.00003637791,0.000007988509,0.0002925577,0.0009503326,0.9123291,0.0003275891,0.0000305586,0.08164395],"study_design_scores_gemma":[0.0005708114,0.0007844716,0.01954153,0.00003373377,0.0000122283,0.0001000285,0.0005893608,0.02175192,0.9556951,0.0002253085,0.0006291009,0.00006643907],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998472,0.00002715377,0.0002717627,0.0005021071,0.0005571073,0.00007292918,0.000001035557,0.00003558755,0.00006031174],"genre_scores_gemma":[0.9997667,0.00008958454,0.00008902517,0.000003267652,0.00003787714,0.000001618964,2.994182e-7,0.000002931084,0.000008692687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08157751,"threshold_uncertainty_score":0.1451782,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4383681840","doi":"10.15379/ijmst.v10i3.1499","title":"Analysis of Continuity of Care Research Developments Based on the Scopus Database 20 20-2023: A Bibliometric Study","year":2023,"lang":"en","type":"article","venue":"International Journal of Membrane Science and Technology","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of Toronto; Monash University; University of Technology Sydney; University of Alberta; McMaster University; University of Warwick; McGill University","keywords":"Scopus; Health care; Continuity of care; Quality (philosophy); Field (mathematics); MEDLINE; Political science","authors":[{"name":"Christina Pernatun Kismoyo","is_ca":false},{"name":"Badrun Kartowagiran","is_ca":false},{"name":"Slamet Suyanto","is_ca":false},{"name":"Syahrul Ramadhan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3544884618435853,"gpt":0.5072129736584133,"spread":0.152724511814828,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":["metaresearch","bibliometrics"],"category_scores_codex":[0.03813791,0.00008158962,0.0005959415,0.07065489,0.0001517709,0.00005592292,0.001303508,0.00006355444,0.00008640845],"category_scores_gemma":[0.01482813,0.00007059333,0.00006829498,0.05015635,0.0005878461,0.0002936812,0.000216698,0.0002600173,0.00003210336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002537832,"about_ca_system_score_gemma":0.0006232128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001777637,"about_ca_topic_score_gemma":0.0001565663,"domain_scores_codex":[0.9964074,0.0001788037,0.002049453,0.0002910741,0.0008372997,0.0002358997],"domain_scores_gemma":[0.994189,0.001547427,0.00172142,0.0003397246,0.002133207,0.00006917374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001170254,0.0004864829,0.9666356,0.0001191342,0.000894157,0.00002298008,0.002192666,0.001123978,0.001462505,0.02169781,0.001874943,0.00337271],"study_design_scores_gemma":[0.00471768,0.002001934,0.8948637,0.0006090013,0.0001580275,0.00002440713,0.04212888,0.03617355,0.006000871,0.004902302,0.007936973,0.0004826364],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832115,0.0003380567,0.00008538776,0.01500923,0.000329056,0.0002574675,0.0002175202,0.000008046458,0.0005437891],"genre_scores_gemma":[0.9992746,0.0001336138,0.0002475339,0.0002501242,0.00002913029,0.00001169391,0.000006866298,0.000004681828,0.00004175171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07177187,"threshold_uncertainty_score":0.9934704,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"split"},{"id":"W4387230970","doi":"10.15379/ijmst.v10i4.2243","title":"Simulation of Wearable Microstrip Patch Antenna by Using Textile Material for Ambient RF Energy Harvesting","year":2023,"lang":"en","type":"article","venue":"International Journal of Membrane Science and Technology","topic":"Antenna Design and Analysis","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":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"","keywords":"Microstrip antenna; Patch antenna; Microstrip; Directivity; Electrical engineering; HFSS; Dissipation factor; Body area network; Antenna (radio); Omnidirectional antenna; Metamaterial antenna; Wireless; Wearable computer; Electronic engineering; Computer science; Acoustics; Engineering; Telecommunications; Antenna factor; Dielectric; Physics; Embedded system","authors":[{"name":"Khadija El Batal","is_ca":false},{"name":"Nabil Chakhchaoui","is_ca":true},{"name":"Adil Eddiai","is_ca":false},{"name":"M’hammed Mazroui","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01348340987324486,"gpt":0.2567832780104901,"spread":0.2432998681372452,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003957031,0.00006557162,0.0001491646,0.0007232801,0.00005830043,0.00004542214,0.0002844059,0.00005429525,0.000009681264],"category_scores_gemma":[0.0001940276,0.00005891642,0.00003552985,0.0006486802,0.0001905928,0.0002507101,0.00004020135,0.00005630699,5.633158e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004195656,"about_ca_system_score_gemma":0.00004699818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003440676,"about_ca_topic_score_gemma":0.000002716379,"domain_scores_codex":[0.9991745,0.000004452417,0.0003009148,0.00009452517,0.0002745971,0.0001510638],"domain_scores_gemma":[0.9991518,0.00005217183,0.0001416694,0.00005265888,0.0005703481,0.00003132857],"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":[0.00001321965,0.00000880065,0.0002550375,0.00000871169,0.00002853557,0.000005612104,0.00002118436,0.009838024,0.9843968,0.00008221503,0.00002683123,0.005315057],"study_design_scores_gemma":[0.0002206516,0.00003880932,0.00002343456,0.00005905435,0.00001123357,0.00002938765,0.0001183717,0.6816313,0.317141,0.0002986623,0.0003797319,0.00004832217],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9486861,0.0001095242,0.05042539,0.0002575509,0.0004149864,0.00002893083,0.00002564585,0.00003918423,0.00001265811],"genre_scores_gemma":[0.9991773,0.0001422002,0.0005548096,0.00001428914,0.00005270157,9.873937e-7,0.000002660123,0.000007009829,0.00004808498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6717933,"threshold_uncertainty_score":0.2402542,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390837886","doi":"10.15379/ijmst.v10i3.3377","title":"Research on the Influence of PE Teaching Reform Based on Behavioral Psychology on College Students' Mental Health","year":2024,"lang":"en","type":"article","venue":"International Journal of Membrane Science and Technology","topic":"Physical Education and Training Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Shanghai International Studies University","keywords":"Psychology; Mental health; Physical education; Quality (philosophy); Interpersonal communication; Sport psychology; Applied psychology; Mathematics education; Medical education; Social psychology; Medicine; Psychotherapist","authors":[{"name":"Chuanzhong Wu","is_ca":false},{"name":"Xu Li","is_ca":false},{"name":"Ying Chen","is_ca":false},{"name":"Yirun Gan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1298161309558444,"gpt":0.6018851937870623,"spread":0.4720690628312179,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004311617,0.00007168242,0.0001533574,0.001143628,0.0006536667,0.00001800615,0.0008323026,0.00005737002,0.0000252374],"category_scores_gemma":[0.0005125203,0.00004200827,0.00002778811,0.0006223576,0.0009254949,0.0001020064,0.0001141293,0.00138425,0.00001863747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003873561,"about_ca_system_score_gemma":0.0008143437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004284776,"about_ca_topic_score_gemma":0.00001179595,"domain_scores_codex":[0.9977686,0.0001801076,0.0003728629,0.0001829618,0.001251695,0.0002437473],"domain_scores_gemma":[0.9984788,0.0005159538,0.0001773816,0.0001461203,0.0006245917,0.00005715143],"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":[0.0005247802,0.001915523,0.004265299,0.00005666137,0.00009509434,0.00004526793,0.007231057,0.00006359665,0.01214126,0.9359144,0.008254591,0.02949246],"study_design_scores_gemma":[0.01323945,0.04929842,0.4040826,0.02436377,0.00007603261,0.0003993091,0.2200999,0.003171253,0.0144484,0.07998069,0.1897062,0.001133921],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8165265,0.00002724104,0.000002612418,0.1796616,0.0007825129,0.0001355972,0.00001457048,0.00001413488,0.00283515],"genre_scores_gemma":[0.9966241,0.00006887978,0.00006164161,0.003050549,0.0000856997,0.00001302255,5.359398e-7,0.000004748728,0.00009086104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8559337,"threshold_uncertainty_score":0.6013956,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389282691","doi":"10.15379/ijmst.v10i2.3221","title":"Chiral LC-PDA-ORD Method for The Separation of Linagliptin Enantiomers On Coated Polysaccharide Based Amylose Tris (3, 5-Dimethylphenylcarbamate) Stationary Phases","year":2023,"lang":"en","type":"article","venue":"International Journal of Membrane Science and Technology","topic":"Analytical Chemistry and Chromatography","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Apotex (Canada)","funders":"","keywords":"Enantiomer; Chromatography; Linagliptin; Chemistry; Amylose; High-performance liquid chromatography; Tris; Analytical Chemistry (journal); Organic chemistry; Starch","authors":[{"name":"Eegala Bheema Shankar","is_ca":false},{"name":"Challa Gangu Naidu","is_ca":false},{"name":"Subramani Deavaraju","is_ca":false},{"name":"Satwinder Singh Marok","is_ca":true},{"name":"Y. Srinivasa Rao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01571804441406766,"gpt":0.3445669862527139,"spread":0.3288489418386462,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009097946,0.0001151803,0.0002057545,0.0006886371,0.0001419507,0.0000374084,0.0006736994,0.0001032325,0.0001009671],"category_scores_gemma":[0.0008611017,0.00008082473,0.0001097206,0.001098203,0.0006114243,0.000162169,0.00005336939,0.0002012769,0.000001550379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000385381,"about_ca_system_score_gemma":0.0002273576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006831644,"about_ca_topic_score_gemma":9.18237e-7,"domain_scores_codex":[0.9984779,0.00001240576,0.0004542369,0.0001952122,0.0006726173,0.0001875693],"domain_scores_gemma":[0.9978737,0.0006314497,0.0004231683,0.0001405305,0.0008753315,0.00005582024],"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":[0.0002864846,0.00009761381,0.0003000784,0.00003118537,0.0001254003,0.00001723245,0.00004482399,0.0003204263,0.983299,0.002220126,0.0002143851,0.01304328],"study_design_scores_gemma":[0.001061764,0.0001248714,0.00008295717,0.00007395585,0.00005752339,0.00005244623,0.0005305375,0.0229423,0.9714794,0.002199856,0.001307119,0.00008729982],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860533,0.0001298681,0.004662637,0.007938537,0.0002260496,0.00008687955,0.00008323156,0.00006126048,0.0007582278],"genre_scores_gemma":[0.9978507,0.0001168639,0.001606423,0.0001183969,0.00008014457,0.000008873943,0.00001082468,0.000007422533,0.0002003433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02262187,"threshold_uncertainty_score":0.3295937,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385367222","doi":"10.15379/ijmst.v10i3.1559","title":"The System of the Educational Process of Pupils with Disabilities in Ukraine","year":2023,"lang":"en","type":"article","venue":"International Journal of Membrane Science and Technology","topic":"Education and Social Development in Ukraine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Ukrainian; Special education; Context (archaeology); Special needs; Pedagogy; Quality (philosophy); Process (computing); Sign (mathematics); Special educational needs; Psychology; Inclusion (mineral); Face (sociological concept); Political science; Public relations; Sociology; Social psychology; Social science","authors":[{"name":"Lukáš Stárek","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01296567343179866,"gpt":0.3371589573880694,"spread":0.3241932839562707,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002187456,0.00003767603,0.00009409557,0.0003363575,0.0002471204,0.0000263583,0.0008689558,0.00003420189,0.000009039096],"category_scores_gemma":[0.002422672,0.00002066116,0.00001769476,0.001664712,0.00281835,0.0001573327,0.00005036586,0.0001000463,5.864934e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001021226,"about_ca_system_score_gemma":0.001760114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008258459,"about_ca_topic_score_gemma":0.0002964718,"domain_scores_codex":[0.9986193,0.00004032361,0.000289195,0.00006833249,0.000865538,0.0001172881],"domain_scores_gemma":[0.9978868,0.0003384792,0.0002855288,0.00006658307,0.00139876,0.00002378584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003468815,0.00008429096,0.100269,0.00003592785,0.00003490568,0.000001433377,0.03716387,0.00003134897,0.002545017,0.8530015,0.0001305505,0.006667503],"study_design_scores_gemma":[0.001246642,0.000173333,0.150323,0.0009360442,0.00002083441,0.0001012313,0.7573188,0.0001286518,0.02092697,0.05699623,0.0116092,0.000219038],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.934035,0.00005522742,0.000001347654,0.06225437,0.000579261,0.00007725769,0.000001622369,0.000006044103,0.002989874],"genre_scores_gemma":[0.9993854,0.0002000246,0.00003961708,0.00002446726,0.00005541831,0.000005400777,1.682851e-7,0.000001659518,0.000287802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7960052,"threshold_uncertainty_score":0.9998954,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391822335","doi":"10.15379/ijmst.v11i1.3473","title":"Assessing the Association between Neurocognitive Performance and Quality of Life in Individuals with Chronic Pain: A Cross-Sectional Study","year":2024,"lang":"en","type":"article","venue":"International Journal of Membrane Science and Technology","topic":"Musculoskeletal pain and rehabilitation","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":"Neurocognitive; Cross-sectional study; Association (psychology); Quality of life (healthcare); Chronic pain; Psychology; Clinical psychology; Medicine; Psychiatry; Cognition; Psychotherapist","authors":[{"name":"Muhammad Ali Hassan","is_ca":false},{"name":"Arham Yahya Rizwan Khan","is_ca":false},{"name":"Usman Baig","is_ca":false},{"name":"Rana Anees Ur Rehman","is_ca":false},{"name":"Ahmed Raza Tahir","is_ca":false},{"name":"Iman Hussain","is_ca":false},{"name":"Muneeb Hassan Khera","is_ca":false},{"name":"Misbah Azhar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02563428921396229,"gpt":0.3717602771779354,"spread":0.3461259879639731,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006417267,0.00005522476,0.0001605959,0.0006341067,0.00006186126,0.00009831996,0.0001354725,0.00005351177,0.000004234921],"category_scores_gemma":[0.002207797,0.00003241432,0.00002012628,0.0006008252,0.0005084568,0.0004399936,0.00004354347,0.0003079687,2.809755e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451176,"about_ca_system_score_gemma":0.000467228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001819979,"about_ca_topic_score_gemma":0.00001221965,"domain_scores_codex":[0.9984808,0.00008965359,0.0004044761,0.0001354288,0.0007996703,0.00008996688],"domain_scores_gemma":[0.9983126,0.0005817217,0.0002393548,0.00004722648,0.0007884849,0.000030621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001758655,0.00005045436,0.9846802,0.00008162412,0.00008011136,0.000002408452,0.000228465,0.000006957479,0.004759414,0.0001647524,8.699866e-7,0.009927145],"study_design_scores_gemma":[0.0008486172,0.00072279,0.9965648,0.0002093364,0.00001452978,0.00002493598,0.0006196077,0.0002956112,0.0004977407,0.0001414117,0.0000277873,0.00003284833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962042,0.0001769046,0.00005886419,0.003184487,0.0001152802,0.0001678035,0.000001781769,0.000008033818,0.00008263216],"genre_scores_gemma":[0.9997213,0.00005209525,0.00007113128,0.00005104558,0.00008566063,0.000004024802,6.059285e-7,0.000002849977,0.00001130533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01188457,"threshold_uncertainty_score":0.2643099,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387609527","doi":"10.15379/ijmst.v10i1.2676","title":"Role of Visual Acuity &amp; Contrast Sensitivity in Early Diagnosis of Cognitive Impairment in Parkinson’s Disease","year":2023,"lang":"en","type":"article","venue":"International Journal of Membrane Science and Technology","topic":"Parkinson's Disease Mechanisms and Treatments","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":"Montreal Cognitive Assessment; Dementia; Parkinson's disease; Anxiety; Cognition; Visual acuity; Depression (economics); Hospital Anxiety and Depression Scale; Neurology; Audiology; Disease; Medicine; Psychology; Contrast (vision); Visual impairment; Psychiatry; Physical medicine and rehabilitation; Cognitive impairment; Internal medicine; Ophthalmology","authors":[{"name":"R Akash","is_ca":false},{"name":"Chiramana Supreeth Reddy","is_ca":false},{"name":"Abinaya Ramakrishnan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01164397506315928,"gpt":0.3034676926416648,"spread":0.2918237175785056,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007219872,0.00008126889,0.0002727816,0.001412281,0.00001854262,0.00000780846,0.0001227549,0.00004889941,0.00001058647],"category_scores_gemma":[0.0006718111,0.00006744359,0.0000475414,0.0007886741,0.0003813181,0.0001527586,0.00008668531,0.0001304772,0.000002075451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009576518,"about_ca_system_score_gemma":0.0003151298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008308583,"about_ca_topic_score_gemma":0.0001150988,"domain_scores_codex":[0.998718,0.00002565928,0.0003345436,0.0001626536,0.0005953637,0.0001637554],"domain_scores_gemma":[0.998934,0.000116129,0.00022519,0.00006164981,0.000557011,0.0001060693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006014878,0.0009024316,0.946385,0.00001426212,0.00006460291,0.0006558246,0.0002080798,0.000006066266,0.03619543,0.0002969093,0.000002317327,0.01466759],"study_design_scores_gemma":[0.002578278,0.0003405463,0.9323472,0.0004211152,0.0000369584,0.00007627031,0.0003598299,0.0002528328,0.06217635,0.001297515,0.0000656002,0.00004743574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984016,0.0001555297,0.000009062107,0.001126993,0.00008373406,0.0001477677,0.00003637575,0.000008192312,0.00003069051],"genre_scores_gemma":[0.9995103,0.0003741055,0.00004809619,0.0000304248,0.00001530773,0.00001010808,0.000003086439,0.000003843754,0.000004751229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02598092,"threshold_uncertainty_score":0.275027,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}