{"meta":{"query_hash":"369b7f373298","filters":{"venue":"St Andrews Research Repository (St Andrews Research Repository)"},"cohort_total":22,"direct_labels_cover":0,"predictions_cover":22,"exported":22,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/369b7f373298","api":"https://metacan.xera.ac/api/v1/cohort?venue=St+Andrews+Research+Repository+%28St+Andrews+Research+Repository%29"},"results":[{"id":"W146885670","doi":"10.17630/10023-1712","title":"The generic originality of Iurii Tynianov's representation of Pushkin in the novels 'Pushkin' and 'The Gannibals'","year":2011,"lang":"en","type":"dissertation","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Russian Literature and Bakhtin Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Oxford; York University","keywords":"Originality; Literature; Historiography; Representation (politics); Biography; Identity (music); Interpretation (philosophy); Mythology; Art; Philosophy; Aesthetics; History; Sociology; Linguistics; Social science; Political science; Law","score_opus":0.10181984871572308,"score_gpt":0.430059670226856,"score_spread":0.3282398215111329,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W146885670","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61252403,0.031536553,0.0000041632934,0.0017851115,0.0017980731,0.0048429403,0.00005584092,0.00004543774,0.34740785],"genre_scores_gemma":[0.9240444,0.010873921,0.000035841942,0.000019772866,0.0018482134,0.0008251963,0.00007217315,0.00007046332,0.06221005],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.97400045,0.014687674,0.0019652017,0.0012797124,0.0062672524,0.0017997116],"domain_scores_gemma":[0.9875698,0.005738742,0.0010114424,0.0018373452,0.003537608,0.00030506772],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.023939783,0.00055985467,0.001210484,0.00088549044,0.006723273,0.0013043605,0.002914384,0.00081041275,0.000024517598],"category_scores_gemma":[0.0030099878,0.00031686976,0.00049066445,0.0039754314,0.00816361,0.000550279,0.00038500025,0.0035581694,0.000007684153],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.020895401,0.0024833432,0.06256944,0.003771854,0.0022425011,0.0011641234,0.4251428,0.0000054804173,0.037504245,0.22775145,0.19366914,0.022800233],"study_design_scores_gemma":[0.0063255806,0.0018366727,0.12246381,0.0029560095,0.00039660532,0.00010571809,0.22759792,0.00008706509,0.06420801,0.01650468,0.55571234,0.0018055977],"about_ca_topic_score_codex":0.029894503,"about_ca_topic_score_gemma":0.009020009,"teacher_disagreement_score":0.3620432,"about_ca_system_score_codex":0.00029344048,"about_ca_system_score_gemma":0.0019501093,"threshold_uncertainty_score":0.99992836},"labels":[],"label_agreement":null},{"id":"W1486309971","doi":"","title":"Continuous wave and modelocked femtosecond novel bulk glass lasers operating around 2000 nm","year":2010,"lang":"en","type":"dissertation","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Solid State Laser Technologies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Femtosecond; Laser; Materials science; Optoelectronics; Optics; Continuous wave; Physics","score_opus":0.04734583728718432,"score_gpt":0.3228724015093102,"score_spread":0.27552656422212585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1486309971","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9088144,0.0068096914,0.00005991975,0.00012070859,0.0029573385,0.0032614006,0.00025312116,0.0012793628,0.07644411],"genre_scores_gemma":[0.9182069,0.0021188469,0.00077824324,0.000012153756,0.0021650398,0.0014771922,0.0008508403,0.0006983768,0.07369241],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9845852,0.0010755755,0.0022251902,0.0028679143,0.005004814,0.004241282],"domain_scores_gemma":[0.9906014,0.0015694927,0.00036902804,0.0028446396,0.0032738056,0.0013416313],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.004441833,0.0016617511,0.002042848,0.003034129,0.0041032303,0.003940981,0.0023565474,0.003320918,0.00007412043],"category_scores_gemma":[0.0013205799,0.0016744782,0.00046377888,0.0022319318,0.0019975726,0.0012464934,0.0008055768,0.013721583,0.00007765722],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010247806,0.0005641691,0.0012038634,0.0032817372,0.0012249893,0.0033415824,0.005868319,0.0007719471,0.9325644,0.0005942185,0.041646723,0.0079132635],"study_design_scores_gemma":[0.005457776,0.0019608145,0.0023411468,0.0026540346,0.00021239788,0.0011414372,0.024995495,0.12552087,0.752089,0.0008022535,0.07814631,0.004678426],"about_ca_topic_score_codex":0.002395179,"about_ca_topic_score_gemma":0.0019923535,"teacher_disagreement_score":0.18047537,"about_ca_system_score_codex":0.0015445413,"about_ca_system_score_gemma":0.001783596,"threshold_uncertainty_score":0.9996129},"labels":[],"label_agreement":null},{"id":"W1597608957","doi":"","title":"Understanding mobile social behaviour using smartphones","year":2010,"lang":"en","type":"article","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Mental Health Research Topics","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"FP7 Information and Communication Technologies; Engineering and Physical Sciences Research Council; Social Sciences and Humanities Research Council of Canada; VINNOVA; European Commission; Nokia Foundation; National Science Foundation","keywords":"Computer science; Ask price; Mobile device; Experience sampling method; Internet privacy; World Wide Web; Data science; Human–computer interaction; Business; Psychology","score_opus":0.41020989587844436,"score_gpt":0.514273567941443,"score_spread":0.1040636720629986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1597608957","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8686391,0.0011639069,0.0001555903,0.000554787,0.0056162453,0.0039390563,0.00009850721,0.00032412793,0.11950867],"genre_scores_gemma":[0.93782204,0.000116067626,0.0002956739,0.00003761947,0.00632687,0.0013075749,0.000070644135,0.00028324648,0.053740274],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.97429514,0.007414636,0.0019421579,0.0027314897,0.007710199,0.0059063956],"domain_scores_gemma":[0.99010277,0.0019491755,0.00040667193,0.002601233,0.0025664866,0.0023736437],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["sts","research_integrity"],"category_scores_codex":[0.014767443,0.00088166527,0.0011627985,0.002744004,0.011359257,0.001898522,0.0027592941,0.0015975109,0.0016362333],"category_scores_gemma":[0.00067153707,0.0008642497,0.00056329346,0.003499317,0.004621162,0.0009799296,0.001589785,0.011442037,0.00051792443],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003955019,0.0043384247,0.13141946,0.0012054216,0.0007158706,0.009090981,0.013486276,0.0000104581795,0.5432098,0.027325675,0.25941974,0.005822878],"study_design_scores_gemma":[0.019400306,0.012539042,0.097300015,0.0015249121,0.0003105897,0.0063554305,0.08725357,0.005540356,0.20808096,0.008119822,0.54612,0.0074550016],"about_ca_topic_score_codex":0.008342688,"about_ca_topic_score_gemma":0.00087508856,"teacher_disagreement_score":0.33512884,"about_ca_system_score_codex":0.002746193,"about_ca_system_score_gemma":0.0023176186,"threshold_uncertainty_score":0.99969864},"labels":[],"label_agreement":null},{"id":"W167372109","doi":"","title":"A Language That Forgot Itself","year":2014,"lang":"en","type":"article","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Language and Culture","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"German; History; Communism; Settlement (finance); Quarter (Canadian coin); Political science; Ancient history; Ethnology; Economic history; Geography; Archaeology; Law; Politics","score_opus":0.0762731739617238,"score_gpt":0.40935541353535343,"score_spread":0.33308223957362965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W167372109","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41848472,0.0039726165,0.000071823844,0.0018166945,0.0012723507,0.001936411,0.000027887012,0.00046039716,0.5719571],"genre_scores_gemma":[0.8190145,0.0005322763,0.00011892702,0.00010470497,0.0049923835,0.00036711627,0.00004467465,0.000111213376,0.17471422],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.97652966,0.009038908,0.0008928764,0.0017936992,0.007895301,0.0038495548],"domain_scores_gemma":[0.99191827,0.0016983593,0.00024482262,0.0019649127,0.002345149,0.001828519],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.015124783,0.0005930188,0.0008238437,0.0010228566,0.009857647,0.0027728549,0.0028118652,0.0009857216,0.00045008166],"category_scores_gemma":[0.0025896293,0.00050027866,0.0005045032,0.0025246239,0.0030996122,0.0013031211,0.00083533506,0.0038060655,0.0004536002],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011170037,0.0014544592,0.025983712,0.00063181104,0.0004951752,0.0040411334,0.11878251,0.000008033028,0.16055648,0.032328833,0.6307423,0.023858536],"study_design_scores_gemma":[0.0014930493,0.0008131255,0.00212187,0.0003337081,0.000037369093,0.00011077101,0.043478932,0.00021329752,0.057559703,0.00090503,0.89200443,0.000928737],"about_ca_topic_score_codex":0.017653175,"about_ca_topic_score_gemma":0.0045431945,"teacher_disagreement_score":0.40052977,"about_ca_system_score_codex":0.00092181744,"about_ca_system_score_gemma":0.0015034649,"threshold_uncertainty_score":0.9997449},"labels":[],"label_agreement":null},{"id":"W2119242997","doi":"","title":"Vredeman de Vries: geometry and freedom","year":2014,"lang":"en","type":"article","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Architecture and Art History Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Perspective (graphical); Arbitrariness; Point (geometry); Repetition (rhetorical device); Subject (documents); Architecture; Theme (computing); Sociology; Aesthetics; Epistemology; History; Visual arts; Geometry; Philosophy; Art; Computer science; Mathematics; Linguistics","score_opus":0.06350632387872769,"score_gpt":0.31962624757085456,"score_spread":0.2561199236921269,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2119242997","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47911164,0.0072628553,0.00011409899,0.0015108698,0.0017787236,0.0013656516,0.00005566092,0.0003837614,0.5084167],"genre_scores_gemma":[0.87737566,0.0005057701,0.0001566664,0.00010389663,0.007214693,0.0003092862,0.000024761477,0.00014004126,0.11416922],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.987696,0.0033575995,0.0010825726,0.0016802378,0.0033059134,0.0028776815],"domain_scores_gemma":[0.99319667,0.0020432195,0.00022395338,0.0015093739,0.0018551823,0.0011715867],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.0071506957,0.0006952283,0.00096644345,0.0017595292,0.012098698,0.0019858289,0.0013623735,0.0003852905,0.0002793012],"category_scores_gemma":[0.0012243298,0.00059505185,0.00034369432,0.0006610775,0.007631816,0.00077206286,0.0011721216,0.0031700148,0.0001634998],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013307133,0.0010500092,0.020003572,0.0013198925,0.0008579158,0.0010886616,0.0904013,0.000029536815,0.034391187,0.10438321,0.73321676,0.011927243],"study_design_scores_gemma":[0.0010795334,0.0015142756,0.0019425959,0.00029293844,0.000042915046,0.00015367763,0.008062175,0.000660394,0.0040197624,0.0026254442,0.9788375,0.00076882273],"about_ca_topic_score_codex":0.0033372203,"about_ca_topic_score_gemma":0.0017445353,"teacher_disagreement_score":0.39826402,"about_ca_system_score_codex":0.0005340307,"about_ca_system_score_gemma":0.0005393611,"threshold_uncertainty_score":0.99965006},"labels":[],"label_agreement":null},{"id":"W2210408749","doi":"10.17630/16895ef9-49fc-415e-a012-6d1040aa64f7","title":"Data Underpinning - Tuning the emission of cationic iridium (III) complexes towards the red through methoxy substitution of the cyclometalating ligand","year":2015,"lang":"en","type":"dataset","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Lanthanide and Transition Metal Complexes","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Sherbrooke","funders":"Engineering and Physical Sciences Research Council","keywords":"Christian ministry; Underpinning; Iridium; Political science; Library science; Research council; Cationic polymerization; Engineering; Management; Chemistry; Economics; Computer science; Government (linguistics); Philosophy","score_opus":0.264317558338208,"score_gpt":0.42057479208434995,"score_spread":0.15625723374614192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2210408749","genre_codex":"dataset","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32287458,0.026245119,0.00075603003,0.004756626,0.00785414,0.011427167,0.6094141,0.00028851445,0.016383737],"genre_scores_gemma":[0.8547316,0.0022310093,0.00045972996,0.000058042402,0.003389977,0.00040862593,0.1347655,0.00017585115,0.0037796525],"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.97602475,0.010585119,0.0022729617,0.0016934229,0.00780207,0.0016216596],"domain_scores_gemma":[0.9855438,0.002802812,0.0013587554,0.0060573104,0.0038714863,0.00036582918],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.023537608,0.00070136535,0.0013072909,0.00057352247,0.006361885,0.0012938462,0.007835555,0.00062592665,0.00008557383],"category_scores_gemma":[0.003028835,0.000379704,0.00042617,0.0028777975,0.0055700354,0.0011665178,0.004108356,0.0038693075,0.000020757263],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034258526,0.00016836227,0.000079496225,0.00059340417,0.00016662561,0.000047995345,0.0006690553,0.000046450215,0.4556214,0.00023069589,0.54196995,0.00006401491],"study_design_scores_gemma":[0.0010421844,0.00045450803,0.0005270371,0.0017681409,0.00027402435,0.00023856676,0.0020142316,0.0008213336,0.5175913,0.0013191696,0.473368,0.0005815522],"about_ca_topic_score_codex":0.013950647,"about_ca_topic_score_gemma":0.00065290346,"teacher_disagreement_score":0.531857,"about_ca_system_score_codex":0.00047478423,"about_ca_system_score_gemma":0.003612339,"threshold_uncertainty_score":0.9998655},"labels":[],"label_agreement":null},{"id":"W2327313071","doi":"10.1051/0004-6361/201628606","title":"Dynamic mineral clouds on HD 189733b : I. 3D RHD with kinetic, non-equilibrium cloud formation","year":2016,"lang":"en","type":"preprint","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Exoplanet; Hot Jupiter; Atmosphere (unit); Opacity; Cloud physics; Advection; Radiative transfer; Physics; Planet; Astrophysics; Atmospheric sciences; Cloud computing; Meteorology; Thermodynamics; Optics","score_opus":0.03343074405695715,"score_gpt":0.3182711149217144,"score_spread":0.2848403708647572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2327313071","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5004057,0.002051882,0.000787788,0.0009472599,0.004226334,0.0047485414,0.0002992936,0.00025976836,0.4862734],"genre_scores_gemma":[0.9426613,0.00036252203,0.0002875369,0.000025578624,0.008201934,0.0010267704,0.0006812356,0.00028490482,0.046468213],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98103863,0.003211343,0.0020127855,0.0031181616,0.006645253,0.003973804],"domain_scores_gemma":[0.98899317,0.0020251484,0.0008181437,0.003474899,0.003340352,0.0013483039],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.004346212,0.0016462894,0.001975108,0.0017201839,0.0032248553,0.0021064153,0.0025577957,0.0010060403,0.00022227381],"category_scores_gemma":[0.0002221559,0.0012568412,0.0007151598,0.0012367112,0.0023333605,0.0007271089,0.0024912697,0.007000398,0.00035686712],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.012290167,0.0035608069,0.4647818,0.004073278,0.005009719,0.0034226992,0.006427624,0.0008928324,0.035128355,0.00203932,0.44817758,0.0141958445],"study_design_scores_gemma":[0.033743892,0.026645157,0.2801666,0.02408303,0.0018424644,0.0013520886,0.008859652,0.065423794,0.14363536,0.013507815,0.38228413,0.018456006],"about_ca_topic_score_codex":0.0031353734,"about_ca_topic_score_gemma":0.00014792703,"teacher_disagreement_score":0.4422556,"about_ca_system_score_codex":0.0011578597,"about_ca_system_score_gemma":0.0017676741,"threshold_uncertainty_score":0.9996284},"labels":[],"label_agreement":null},{"id":"W2526610458","doi":"","title":"Ecology of Pacific white-sided dolphins (Lagenorhynchus obliquidens) in the coastal waters of British Columbia, Canada","year":2016,"lang":"en","type":"dissertation","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Marisla Foundation","keywords":"Ecology; Geography; Fishery; White (mutation); Oceanography; Biology; Geology","score_opus":0.02647449002683032,"score_gpt":0.2931631969818991,"score_spread":0.26668870695506874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2526610458","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84093124,0.0010478195,4.479566e-7,0.00018943106,0.0007491326,0.002386816,0.00029078548,0.00002446317,0.15437989],"genre_scores_gemma":[0.8901712,0.001558059,0.00001989593,0.000017594793,0.00040467893,0.0005471327,0.00020681121,0.000109826666,0.10696482],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9811586,0.00490857,0.0023192146,0.0018829409,0.007148052,0.0025826138],"domain_scores_gemma":[0.9936279,0.0019567355,0.000794285,0.0018021486,0.0012592098,0.00055973156],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007348823,0.0005974039,0.0015555704,0.00049000984,0.0018607652,0.00056705374,0.0031631968,0.00079338474,0.00077108067],"category_scores_gemma":[0.0012422244,0.0005955335,0.00042642507,0.0022496388,0.0026210616,0.0004409956,0.0014222682,0.0030197203,0.000034156346],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010976545,0.00081639295,0.5682297,0.0015374856,0.00033512406,0.003903246,0.0026922908,0.000009058467,0.034696568,0.00002124762,0.38336644,0.0032948374],"study_design_scores_gemma":[0.0017597078,0.0019996387,0.90988797,0.0015609079,0.000075239695,0.00026318422,0.012887799,0.00003308703,0.009424207,0.00017548646,0.06088361,0.0010491415],"about_ca_topic_score_codex":0.95624477,"about_ca_topic_score_gemma":0.9944135,"teacher_disagreement_score":0.34165832,"about_ca_system_score_codex":0.001504092,"about_ca_system_score_gemma":0.0023326783,"threshold_uncertainty_score":0.9996496},"labels":[],"label_agreement":null},{"id":"W2556192715","doi":"10.48550/arxiv.1611.07048","title":"The VIMOS Public Extragalactic Redshift Survey (VIPERS). Full spectroscopic data and auxiliary information release (PDR-2)","year":2016,"lang":"en","type":"article","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":83,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saint Mary's University","funders":"Science and Technology Facilities Council","keywords":"Physics; Redshift; Astrophysics; Galaxy; Astronomy; Stars","score_opus":0.058155144128977376,"score_gpt":0.32471515545211077,"score_spread":0.2665600113231334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2556192715","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98007035,0.001025598,0.00037167163,0.0014888424,0.0008430056,0.0020753748,0.00026011528,0.00015897797,0.013706048],"genre_scores_gemma":[0.98518753,0.0004979114,0.0000616767,0.0000032043638,0.001482346,0.0003932086,0.00042103417,0.000085384294,0.011867681],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98481345,0.005261616,0.0016944476,0.0014057215,0.0040369486,0.0027878282],"domain_scores_gemma":[0.988562,0.0027681338,0.0005376436,0.0037379407,0.0031084458,0.0012858488],"candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.013548994,0.0006398524,0.0006254435,0.0009918221,0.0072676567,0.0035547204,0.00293421,0.00032912288,0.00018870857],"category_scores_gemma":[0.0017984099,0.00044098732,0.00018072047,0.0018191529,0.0030436304,0.0066603734,0.0019030079,0.002288965,0.0003067245],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005385547,0.0002512259,0.92761856,0.00011660729,0.00023822079,0.0000042666434,0.00088222977,6.0962634e-7,0.005401995,0.0027642031,0.059859708,0.0023238165],"study_design_scores_gemma":[0.002003815,0.00063657603,0.938732,0.00020974934,0.000029906425,0.000044952707,0.0020507625,0.0021029292,0.0036621094,0.0011940562,0.048635405,0.0006976982],"about_ca_topic_score_codex":0.0040304502,"about_ca_topic_score_gemma":0.000537056,"teacher_disagreement_score":0.0117505845,"about_ca_system_score_codex":0.00084300665,"about_ca_system_score_gemma":0.002160207,"threshold_uncertainty_score":0.9998042},"labels":[],"label_agreement":null},{"id":"W2897356940","doi":"","title":"Odilon Redon, the visual poet of Edgar Allan Poe : a study of the lithographic album 'A Edgar Poë'","year":2004,"lang":"en","type":"dissertation","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Literature, Film, and Journalism Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Art; Art history; Literature","score_opus":0.05368416842844855,"score_gpt":0.3523088556354608,"score_spread":0.2986246872070123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2897356940","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88702893,0.011442307,7.5772726e-7,0.0003408387,0.003783932,0.003627753,0.00019543218,0.00008195917,0.093498096],"genre_scores_gemma":[0.87851286,0.0009289639,0.000005867684,0.00002007276,0.0044662114,0.00037752246,0.0002960744,0.0002049291,0.11518749],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.97645867,0.0075752973,0.0030227432,0.0018640949,0.0088433875,0.0022358184],"domain_scores_gemma":[0.98503846,0.0012993234,0.0015675754,0.0032410894,0.008183421,0.0006701537],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.008222386,0.001114229,0.0019621395,0.0028677948,0.007460672,0.0026531692,0.004258129,0.00093283557,0.0002756289],"category_scores_gemma":[0.00084353116,0.00068957935,0.0015623197,0.0026051246,0.0033347334,0.000715493,0.00077619695,0.0069863955,0.000021837086],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.010604047,0.017732438,0.025302658,0.007713574,0.012282381,0.0026715305,0.5698124,0.00006315992,0.060289938,0.024913225,0.2654471,0.003167535],"study_design_scores_gemma":[0.009616257,0.01616794,0.027047515,0.009262475,0.0026428592,0.00036356755,0.4380794,0.00031151908,0.060232267,0.0036706848,0.42865187,0.003953649],"about_ca_topic_score_codex":0.016590659,"about_ca_topic_score_gemma":0.01305576,"teacher_disagreement_score":0.16320477,"about_ca_system_score_codex":0.00045126208,"about_ca_system_score_gemma":0.0024109317,"threshold_uncertainty_score":0.9995555},"labels":[],"label_agreement":null},{"id":"W3023952530","doi":"10.17863/cam.72694","title":"Discovery and characterization of the exoplanets WASP-148b and c","year":2020,"lang":"en","type":"preprint","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Fundação para a Ciência e a Tecnologia; Centre National de la Recherche Scientifique; Conseil Régional, Île-de-France; Agence Nationale de la Recherche","keywords":"Planet; Physics; Exoplanet; Radial velocity; Astrophysics; Planetary system; Transit (satellite); Light curve; Astronomy; Hot Jupiter; Gas giant; Giant planet; Stars","score_opus":0.05272654398503114,"score_gpt":0.31492144695783586,"score_spread":0.26219490297280473,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3023952530","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93531793,0.0034104595,0.00006116023,0.0009827507,0.0014641257,0.0024171178,0.00029730613,0.000056557536,0.055992577],"genre_scores_gemma":[0.9860667,0.0013371133,0.000032961143,0.000017622486,0.0028445446,0.00023322059,0.00033648955,0.00009601185,0.009035359],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9899516,0.0026839145,0.0011904585,0.0018226961,0.002942734,0.0014085979],"domain_scores_gemma":[0.9950866,0.0011559043,0.00054677075,0.0015358878,0.0011025687,0.0005722301],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0023240342,0.00074437866,0.0011962366,0.00051639625,0.0024373424,0.0014679539,0.0012292397,0.0005126823,0.000031631615],"category_scores_gemma":[0.00022468923,0.00057311595,0.00031042536,0.00074351096,0.0023793527,0.00046893134,0.003609364,0.004190586,0.000010347854],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00062172784,0.0002949749,0.9231108,0.0014468073,0.00084916834,0.00016159676,0.0025319562,0.0000058654514,0.057813007,0.0010765756,0.009891626,0.0021959008],"study_design_scores_gemma":[0.00198467,0.00084570906,0.8835209,0.0017673655,0.00027436184,0.00012057318,0.001731397,0.0015447598,0.08122435,0.0024979387,0.023081183,0.0014068114],"about_ca_topic_score_codex":0.0030931372,"about_ca_topic_score_gemma":0.000041055224,"teacher_disagreement_score":0.050748732,"about_ca_system_score_codex":0.00014793348,"about_ca_system_score_gemma":0.0009043908,"threshold_uncertainty_score":0.99967206},"labels":[],"label_agreement":null},{"id":"W3117614834","doi":"10.20380/gi2020.23","title":"The Effect of Visual and Interactive Representations on Human Performance and Preference with Scalar Data Fields","year":2020,"lang":"en","type":"article","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Educational Games and Gamification","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Preference; Computer science; Human–computer interaction; Scalar (mathematics); Data visualization; Artificial intelligence; Visualization; Mathematics; Statistics; Geometry","score_opus":0.16016859872819394,"score_gpt":0.46686057676598425,"score_spread":0.3066919780377903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3117614834","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9691076,0.0010729628,0.00003452236,0.0016903958,0.00020681352,0.0013394416,0.000027405096,0.000036116355,0.026484707],"genre_scores_gemma":[0.9910208,0.00033757385,0.000025176512,0.000018420682,0.00059657387,0.0003285117,0.0000685841,0.000038357008,0.007565976],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9929859,0.0028039585,0.0005871207,0.0012297365,0.0016393355,0.000753968],"domain_scores_gemma":[0.9940007,0.0031454777,0.00020705922,0.001347577,0.0008441709,0.00045503618],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0031084083,0.0002719872,0.00037155492,0.00028840144,0.0022863275,0.000531844,0.001016088,0.00021005793,0.000028565568],"category_scores_gemma":[0.00064203027,0.00018288195,0.000051982348,0.0007740583,0.0018129708,0.00047103368,0.0006329946,0.0018225283,0.000016716593],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.01942393,0.0014313431,0.6693282,0.0015294625,0.0014643458,0.00034462733,0.02578204,0.00003060502,0.07870633,0.008706091,0.13120697,0.062046044],"study_design_scores_gemma":[0.0052837543,0.03475655,0.76209223,0.0010729339,0.00014768362,0.00031307607,0.014830159,0.0066341907,0.099156134,0.00014903152,0.074521,0.0010432809],"about_ca_topic_score_codex":0.00074307906,"about_ca_topic_score_gemma":0.00006444651,"teacher_disagreement_score":0.09276401,"about_ca_system_score_codex":0.00008283912,"about_ca_system_score_gemma":0.00021589578,"threshold_uncertainty_score":0.9990126},"labels":[],"label_agreement":null},{"id":"W3136687868","doi":"10.17630/sta/945","title":"Mercury accumulation in the food web of the Scotia Sea, Southern Ocean","year":2020,"lang":"en","type":"dissertation","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Mercury impact and mitigation studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mercury (programming language); Oceanography; Food web; Nova scotia; Environmental science; Fishery; Geography; Geology; Biology; Ecology; Computer science; Ecosystem","score_opus":0.08476939269920977,"score_gpt":0.37301842532424995,"score_spread":0.2882490326250402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3136687868","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8826615,0.0018403792,0.000001964383,0.0008839195,0.0009598531,0.0029965364,0.00013757359,0.000054475964,0.110463805],"genre_scores_gemma":[0.9766472,0.00037027543,0.000017162145,0.00004892213,0.0008457904,0.00019867544,0.00020441724,0.00011928461,0.02154828],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9815545,0.0060416847,0.0015969177,0.0014823686,0.0075578145,0.0017667055],"domain_scores_gemma":[0.99497455,0.001322449,0.00063229125,0.0018515124,0.0007274907,0.0004916867],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0066568838,0.0007122041,0.0009129838,0.000647733,0.0029468525,0.0007108679,0.003109081,0.00074706954,0.00023267479],"category_scores_gemma":[0.0014247776,0.00047151287,0.0005572161,0.0037662508,0.0020070279,0.00058343465,0.00088200526,0.0046198433,0.0002714056],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002075107,0.0012205165,0.41684398,0.0015181977,0.00063540565,0.0003871893,0.0593036,0.00018029504,0.19845192,0.00057138305,0.31589732,0.0029150916],"study_design_scores_gemma":[0.0047282847,0.0037706774,0.41573808,0.0029939509,0.00034491785,0.0001890375,0.10216584,0.0033943637,0.20693067,0.0018849254,0.25488874,0.0029705395],"about_ca_topic_score_codex":0.004116799,"about_ca_topic_score_gemma":0.0061961305,"teacher_disagreement_score":0.0939857,"about_ca_system_score_codex":0.0007521557,"about_ca_system_score_gemma":0.0011369019,"threshold_uncertainty_score":0.9997737},"labels":[],"label_agreement":null},{"id":"W3158882034","doi":"10.17630/sta/58","title":"Postulating consumers : how marketers conceptualise consumers in the era of big data analytics","year":2021,"lang":"en","type":"dissertation","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; University of St Andrews","keywords":"Big data; Analytics; Data science; Business; Data analysis; Advertising; Marketing; Computer science; Data mining","score_opus":0.2848760650177312,"score_gpt":0.4048443476354267,"score_spread":0.11996828261769549,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3158882034","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77633786,0.024002403,0.00006126135,0.0034419952,0.009267369,0.0065909456,0.000732246,0.00023038576,0.1793355],"genre_scores_gemma":[0.9709095,0.0021008293,0.000079383106,0.00009912038,0.0032060042,0.0002758359,0.0069498452,0.00021832342,0.016161185],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.982945,0.0024440777,0.0021155328,0.0027431983,0.007200463,0.0025517065],"domain_scores_gemma":[0.9851207,0.002692705,0.0012077537,0.0046639387,0.006110184,0.00020471914],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.012438258,0.0010305921,0.0015935499,0.0025588255,0.0026462092,0.004819325,0.0065025385,0.0011162219,0.00014705566],"category_scores_gemma":[0.0050930935,0.0008601314,0.00043530817,0.00660464,0.0027387852,0.0025419092,0.00208565,0.0068274573,0.00004773491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0073595988,0.003523129,0.1780279,0.02062039,0.0028304055,0.011657201,0.0067509757,0.00007638916,0.07178482,0.005216756,0.59251654,0.09963589],"study_design_scores_gemma":[0.006231985,0.00067512994,0.057743013,0.016947195,0.0012472388,0.00042774118,0.17967138,0.01870669,0.021278992,0.0007706717,0.6903479,0.0059520323],"about_ca_topic_score_codex":0.017410023,"about_ca_topic_score_gemma":0.0066827605,"teacher_disagreement_score":0.19457158,"about_ca_system_score_codex":0.0003872596,"about_ca_system_score_gemma":0.0022909986,"threshold_uncertainty_score":0.9999752},"labels":[],"label_agreement":null},{"id":"W6962975721","doi":"10.17630/sta/1288","title":"Tree rings and volcanoes : the climate of NW North America","year":2025,"lang":"en","type":"article","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Tree-ring climate responses","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Gloom; Ectotherm; Population","score_opus":0.03816646727504916,"score_gpt":0.3222766578246565,"score_spread":0.2841101905496073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6962975721","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89677155,0.007639273,0.000009132609,0.0009234809,0.000551493,0.0012370897,0.0001479757,0.00012564514,0.09259436],"genre_scores_gemma":[0.9842266,0.0030158972,0.00012612873,0.000040421386,0.00047408405,0.00006975484,0.00005272236,0.000033755518,0.011960666],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.987631,0.003850833,0.0012230057,0.0014264205,0.0033941327,0.0024745755],"domain_scores_gemma":[0.9917539,0.004483121,0.0002909607,0.0016505957,0.0011325718,0.00068889715],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.005284077,0.0005288702,0.0008380357,0.0015226636,0.004255461,0.0011083618,0.0019655074,0.00032289777,0.00013153037],"category_scores_gemma":[0.0012913147,0.0003754169,0.00027619358,0.00329054,0.0044904565,0.00050737173,0.0006606934,0.0023568869,0.000085187996],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021007117,0.0002116502,0.91677374,0.000645893,0.00026868525,0.0005523618,0.0011965837,0.000083053405,0.010347019,0.00022172266,0.020262675,0.047335926],"study_design_scores_gemma":[0.0011268175,0.0013329056,0.8744564,0.00052886264,0.000057867106,0.00013920471,0.0030637998,0.0037598575,0.017098887,0.00030022464,0.097572185,0.00056296674],"about_ca_topic_score_codex":0.012551668,"about_ca_topic_score_gemma":0.006512688,"teacher_disagreement_score":0.08745502,"about_ca_system_score_codex":0.00009748245,"about_ca_system_score_gemma":0.001043695,"threshold_uncertainty_score":0.9999447},"labels":[],"label_agreement":null},{"id":"W6985874226","doi":"","title":"Scaling a river","year":2018,"lang":"en","type":"other","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Deutsche Forschungsgemeinschaft; Universidade Federal do Piauí; Aurora Research Institute","keywords":"Ethnography; Embeddedness; Moment (physics); Point (geometry); Work (physics); Space (punctuation); Character (mathematics)","score_opus":0.09676326734189675,"score_gpt":0.40284350148727516,"score_spread":0.30608023414537844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6985874226","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010494435,0.0133631155,0.00005345552,0.00020801171,0.004636127,0.007371529,0.00064500957,0.0025750126,0.9606533],"genre_scores_gemma":[0.025962627,0.00180654,0.00071816443,0.000033063912,0.02474453,0.0018853269,0.00049033674,0.006558763,0.93780065],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9422973,0.016356455,0.003373678,0.0072461376,0.02071486,0.010011565],"domain_scores_gemma":[0.97420985,0.002847995,0.0014490444,0.008805633,0.008112857,0.0045746462],"candidate_categories":["metaepi_narrow","bibliometrics","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.021049665,0.0030200982,0.0035898923,0.012115718,0.008162675,0.0048769545,0.008330436,0.004860674,0.0051499708],"category_scores_gemma":[0.0040774136,0.002871042,0.0016674628,0.008904677,0.016784877,0.0012446424,0.0049995645,0.013132693,0.032789912],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014761367,0.0012035689,0.0025440725,0.0012528176,0.0013113937,0.006120581,0.0010730986,0.0000026477453,0.0364277,0.00059445226,0.9466358,0.0013577272],"study_design_scores_gemma":[0.003081988,0.0017146962,0.0004518434,0.004197804,0.00017147238,0.00077621435,0.00091072405,0.0005923337,0.02463834,0.00036772285,0.96023554,0.002861308],"about_ca_topic_score_codex":0.016632518,"about_ca_topic_score_gemma":0.0012573877,"teacher_disagreement_score":0.03191252,"about_ca_system_score_codex":0.0043517984,"about_ca_system_score_gemma":0.0055982857,"threshold_uncertainty_score":0.9994703},"labels":[],"label_agreement":null},{"id":"W7000775995","doi":"","title":"Green new deal for Northern Ireland","year":2012,"lang":"en","type":"report","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Queen's University; Ulster University; European Commission","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Diafiltration; Liquation; Emperipolesis; Triacetin; Fusible alloy","score_opus":0.21881130323716347,"score_gpt":0.42855348738288507,"score_spread":0.2097421841457216,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7000775995","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10721712,0.07920816,0.00025074836,0.0013286459,0.014676642,0.030391144,0.0038162475,0.0025732312,0.76053804],"genre_scores_gemma":[0.15590532,0.004335252,0.0007671672,0.000032399636,0.0663316,0.0060847416,0.0031140181,0.0037059507,0.75972354],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.928708,0.01117369,0.0058877287,0.0073363953,0.03294038,0.01395381],"domain_scores_gemma":[0.94524527,0.00645238,0.0023559134,0.008371932,0.028942667,0.008631817],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity"],"category_scores_codex":[0.047381286,0.0037867976,0.0052304706,0.008471907,0.011894699,0.0052229757,0.008582246,0.00622291,0.00052730925],"category_scores_gemma":[0.006884286,0.003555545,0.0032265438,0.0068337945,0.005791198,0.0025734948,0.0044740858,0.019620368,0.0035413573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0048917197,0.0017771301,0.041406192,0.0038124244,0.002627987,0.0032346596,0.0017031333,0.000014759864,0.032273516,0.00021861894,0.89555156,0.01248829],"study_design_scores_gemma":[0.0050776303,0.003061159,0.005129708,0.0023991633,0.00055396836,0.0026125486,0.00081408274,0.00033653274,0.016161934,0.00060537446,0.9595399,0.0037080154],"about_ca_topic_score_codex":0.09015207,"about_ca_topic_score_gemma":0.013393405,"teacher_disagreement_score":0.07675867,"about_ca_system_score_codex":0.013875779,"about_ca_system_score_gemma":0.04268276,"threshold_uncertainty_score":0.99748516},"labels":[],"label_agreement":null},{"id":"W7001967857","doi":"","title":"The lost Venetian church of Santa Maria Assunta dei Crociferi : form, decoration, and patronage","year":2010,"lang":"en","type":"other","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Historical and Religious Studies of Rome","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Queen's University; University of Toronto; University of St Andrews; Gladys Krieble Delmas Foundation","keywords":"Orthodoxy; Meaning (existential); Context (archaeology); Documentation; Order (exchange)","score_opus":0.03986767995718268,"score_gpt":0.31204581061974956,"score_spread":0.2721781306625669,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7001967857","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0076827584,0.03522264,0.00000628885,0.00069937797,0.003411075,0.00243527,0.00027898702,0.0001692317,0.95009434],"genre_scores_gemma":[0.07903916,0.013461027,0.00005545427,0.000019723435,0.007672053,0.00037442375,0.000103300765,0.00056325766,0.8987116],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98843527,0.0018466905,0.0014646588,0.0016044268,0.0042439112,0.0024050372],"domain_scores_gemma":[0.9925532,0.0014185286,0.0006272781,0.002011988,0.0025405502,0.0008484969],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.0039839745,0.0008689729,0.0012799435,0.0012610422,0.008211523,0.0018266715,0.0021112051,0.0010940849,0.00090381654],"category_scores_gemma":[0.0006118253,0.00060803856,0.00044874693,0.00057830114,0.007534408,0.0002891032,0.0014745314,0.0047772233,0.00019055528],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003982178,0.00027772438,0.00095713756,0.0006911133,0.0004998097,0.00027726457,0.003581097,1.698774e-7,0.0041876216,0.0065804436,0.980246,0.002303421],"study_design_scores_gemma":[0.0007957656,0.0010529706,0.0003849351,0.0005104494,0.00006969156,0.000059329104,0.00230793,0.000026869564,0.00092784717,0.0008030273,0.9923711,0.00069013104],"about_ca_topic_score_codex":0.014719254,"about_ca_topic_score_gemma":0.016392035,"teacher_disagreement_score":0.0713564,"about_ca_system_score_codex":0.0004877362,"about_ca_system_score_gemma":0.00107771,"threshold_uncertainty_score":0.9996371},"labels":[],"label_agreement":null},{"id":"W7009480444","doi":"","title":"Disclosures on human capital management","year":2013,"lang":"en","type":"report","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Woodside; Telstra Foundation; Newcrest Mining; Rio Tinto; BlueScope Steel; Orica Limited","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Diafiltration; Liquation; Emperipolesis; Triacetin; Demotion","score_opus":0.1747973237018543,"score_gpt":0.4429518874038072,"score_spread":0.2681545637019529,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7009480444","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23208417,0.009267301,0.0000054914503,0.0003395925,0.005474302,0.012370287,0.00081637636,0.001290489,0.738352],"genre_scores_gemma":[0.48713416,0.0036909846,0.00009749544,0.000024023235,0.013119304,0.0062941285,0.0014470326,0.0018978622,0.486295],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9096646,0.01633414,0.0058661806,0.009169671,0.04739302,0.011572412],"domain_scores_gemma":[0.9588636,0.0028861961,0.0020704626,0.011760618,0.019102681,0.005316399],"candidate_categories":["metaresearch","metaepi_narrow","bibliometrics","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.035508126,0.0042068395,0.004807217,0.013188549,0.015860688,0.009981565,0.010301354,0.0045556654,0.0013544636],"category_scores_gemma":[0.002881093,0.0038117967,0.0027459457,0.0072531616,0.00922534,0.0021573312,0.0070754206,0.02454401,0.011528158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0013851057,0.0034055468,0.004995152,0.003849415,0.0030485562,0.018026777,0.0010129967,0.000022309654,0.040651016,0.003545999,0.91757643,0.0024806901],"study_design_scores_gemma":[0.004367326,0.0059342925,0.013901591,0.006520458,0.00045914695,0.0016017911,0.0033505815,0.00011752347,0.0361611,0.0016998954,0.9207164,0.005169875],"about_ca_topic_score_codex":0.023766441,"about_ca_topic_score_gemma":0.0011988243,"teacher_disagreement_score":0.25505,"about_ca_system_score_codex":0.015347348,"about_ca_system_score_gemma":0.008218128,"threshold_uncertainty_score":0.99955845},"labels":[],"label_agreement":null},{"id":"W7019164942","doi":"","title":"Exploring young people’s perception and attitudes towards their potential progression to university : a Scottish rural perspective","year":2017,"lang":"en","type":"article","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"International Development Research Centre; University of Victoria","keywords":"Nucleofection; Gestational period; Hyporeflexia; Pretext; Liquation; TSG101","score_opus":0.09990524408802075,"score_gpt":0.34735270960604836,"score_spread":0.2474474655180276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7019164942","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9841188,0.00026721013,0.000004034218,0.0030406883,0.0005409428,0.0017355552,0.000031831012,0.00013361755,0.010127306],"genre_scores_gemma":[0.9908533,0.00073540607,0.00007870741,0.0000058932605,0.0012667753,0.00014475135,0.000031036336,0.000010527872,0.0068735844],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99219114,0.0016467257,0.00049101585,0.0014170067,0.0024870194,0.0017670967],"domain_scores_gemma":[0.9951994,0.00024744368,0.00016850374,0.0006152729,0.0027576624,0.0010117356],"candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0038014527,0.00044034875,0.0005688673,0.0002863539,0.011411361,0.0027275332,0.0016307038,0.00031500746,0.000054800865],"category_scores_gemma":[0.0005828998,0.00023497334,0.00024998817,0.00087762356,0.0013326037,0.0020822368,0.0020435648,0.0015084852,0.000023091794],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023527092,0.0005607932,0.44202572,0.00018072437,0.00013891346,0.0006768876,0.007544947,0.000001856571,0.4878536,0.00046769966,0.0041123955,0.054083765],"study_design_scores_gemma":[0.00047235895,0.0010873686,0.95384645,0.00025763936,0.000011448093,0.00010001602,0.029006902,0.00011015125,0.010524523,0.00020290496,0.003896607,0.00048363468],"about_ca_topic_score_codex":0.022605535,"about_ca_topic_score_gemma":0.0048094415,"teacher_disagreement_score":0.51182073,"about_ca_system_score_codex":0.0011909825,"about_ca_system_score_gemma":0.00031076855,"threshold_uncertainty_score":0.9983077},"labels":[],"label_agreement":null},{"id":"W7043574424","doi":"","title":"Structural investigations of some novel doped zirconias with potential as solid oxide fuel cell electrolytes","year":2002,"lang":"en","type":"dissertation","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Yttrium; Doping; Yttria-stabilized zirconia; Cubic zirconia; Solid oxide fuel cell; Zirconium; Boron","score_opus":0.04246747748804643,"score_gpt":0.3484918129636034,"score_spread":0.30602433547555696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7043574424","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9280822,0.007825925,0.000033259683,0.0001025951,0.0017370876,0.003614656,0.00022315851,0.00023101561,0.058150053],"genre_scores_gemma":[0.8695225,0.0013278393,0.0014540919,0.000024065394,0.002017365,0.00082142785,0.00062177575,0.00040027886,0.12381062],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9769666,0.002854588,0.002817419,0.003240369,0.010037395,0.0040836213],"domain_scores_gemma":[0.9866026,0.0011344138,0.0015408839,0.0030066662,0.0061611687,0.0015542587],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow","sts","research_integrity"],"category_scores_codex":[0.0042053964,0.0014652789,0.0020120684,0.002436254,0.0038641165,0.0018952242,0.0036922975,0.0014232906,0.0005394353],"category_scores_gemma":[0.0009555676,0.0013068563,0.000557586,0.0024531789,0.0035540413,0.0020640646,0.0007863782,0.005484235,0.00030069123],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023209674,0.0005096053,0.00036333423,0.0019397317,0.00024250319,0.0008441988,0.0015296678,0.00031093942,0.9846686,0.0006182539,0.0065833516,0.00006881187],"study_design_scores_gemma":[0.0025381676,0.0025135898,0.00059719785,0.0009934317,0.0001511122,0.00027897678,0.0024112859,0.0010527247,0.9829168,0.0011185006,0.0040755016,0.0013527594],"about_ca_topic_score_codex":0.0025851242,"about_ca_topic_score_gemma":0.00029432867,"teacher_disagreement_score":0.065660566,"about_ca_system_score_codex":0.0012971944,"about_ca_system_score_gemma":0.0038198733,"threshold_uncertainty_score":0.99987304},"labels":[],"label_agreement":null},{"id":"W7062303708","doi":"","title":"Spatial cognition in three dimensions","year":2013,"lang":"en","type":"dissertation","venue":"St Andrews Research Repository (St Andrews Research Repository)","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Consejo Nacional de Ciencia y Tecnología; University of St Andrews; Association for the Study of Animal Behaviour; University of Lethbridge","keywords":"Articular cartilage damage; Filter (signal processing); Point (geometry); Nucleofection; Staring","score_opus":0.0479596284975151,"score_gpt":0.3368034862531139,"score_spread":0.2888438577555988,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7062303708","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9184134,0.004408605,0.000039547336,0.000043793698,0.0026514821,0.0028141837,0.00007099244,0.00039658564,0.0711614],"genre_scores_gemma":[0.97638685,0.0014729259,0.000072494535,0.0000065345585,0.0020300914,0.001585607,0.0008013061,0.0003528074,0.017291399],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9871576,0.0015318983,0.001821049,0.001706846,0.004592958,0.0031896878],"domain_scores_gemma":[0.9937109,0.0008277228,0.00020959512,0.0016777341,0.002474852,0.001099246],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0031532003,0.0009797061,0.0012114802,0.0026326568,0.0021082978,0.0016887827,0.0014874449,0.001665558,0.00015611976],"category_scores_gemma":[0.0004519414,0.000973192,0.00040483708,0.0023582987,0.00066980615,0.0009835715,0.0003422719,0.0068452423,0.00039380105],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014488914,0.0016123576,0.01999696,0.0030169715,0.0008353584,0.0042464044,0.0024575496,0.0006350214,0.8716533,0.0010322259,0.08017737,0.012887591],"study_design_scores_gemma":[0.0073118135,0.0029927567,0.10690546,0.0063645463,0.00029857023,0.00038366698,0.0061818436,0.20517515,0.6118216,0.0051396266,0.04131191,0.006113074],"about_ca_topic_score_codex":0.006737572,"about_ca_topic_score_gemma":0.008417334,"teacher_disagreement_score":0.2598317,"about_ca_system_score_codex":0.0013033171,"about_ca_system_score_gemma":0.0009942671,"threshold_uncertainty_score":0.9998767},"labels":[],"label_agreement":null}]}