{"meta":{"query_hash":"c6caa650aefd","filters":{"venue":"Queen Margaret University Publications Repository (Queen Margaret University)"},"cohort_total":35,"direct_labels_cover":0,"predictions_cover":35,"exported":35,"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/c6caa650aefd","api":"https://metacan.xera.ac/api/v1/cohort?venue=Queen+Margaret+University+Publications+Repository+%28Queen+Margaret+University%29"},"results":[{"id":"W1003711234","doi":"","title":"Person-centred goal setting for exercise after stroke","year":2014,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","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":"Psychological intervention; Intervention (counseling); Rehabilitation; Stroke (engine); Physical therapy; Workbook; Observational study; Medicine; Goal setting; Psychology; Physical medicine and rehabilitation; Nursing; Social psychology","score_opus":0.008219264038046847,"score_gpt":0.2101594391194433,"score_spread":0.20194017508139644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1003711234","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":[0.27089936,0.0006107233,0.004226617,0.012057393,0.00513506,0.012948266,0.0036716666,0.0027093412,0.6877416],"genre_scores_gemma":[0.16443892,0.00025748127,0.003910658,0.00013209882,0.00050011906,0.000023389048,0.008089946,0.00017834887,0.82246906],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958062,0.0003465536,0.0005706623,0.0015889526,0.00079713116,0.00089049194],"domain_scores_gemma":[0.99441344,0.00050516694,0.000813534,0.0013781406,0.0020937924,0.0007959459],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023715298,0.0008464336,0.0011717996,0.002778438,0.0010959888,0.00021187261,0.0008722972,0.001290913,0.0005935091],"category_scores_gemma":[0.00026314822,0.0010491686,0.001317379,0.0012106827,0.00026682505,0.0008310538,0.00013897645,0.0009503453,0.000072603725],"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":[0.030803883,0.003976934,0.34927708,0.010308286,0.008190819,0.0015531864,0.013495764,0.00008405355,0.002863719,0.03341334,0.52837026,0.017662678],"study_design_scores_gemma":[0.0051183375,0.0004741081,0.13562733,0.0010078639,0.0032659688,0.000031145635,0.025700564,0.00023527419,0.00059178215,0.00002180137,0.82644266,0.001483179],"about_ca_topic_score_codex":0.00044584603,"about_ca_topic_score_gemma":0.00012154532,"teacher_disagreement_score":0.2980724,"about_ca_system_score_codex":0.0020782538,"about_ca_system_score_gemma":0.0016655172,"threshold_uncertainty_score":0.9991959},"labels":[],"label_agreement":null},{"id":"W152599237","doi":"","title":"Paediatric coeliac disease in Scotland: epidemiological trends, management and adolescent adherence to gluten-free diet","year":2013,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Celiac Disease Research and Management","field":"Medicine","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":"National Institutes of Health; Hospital for Sick Children","keywords":"Medicine; Incidence (geometry); Coeliac disease; Pediatrics; Epidemiology; Disease; Environmental health; Demography; Internal medicine","score_opus":0.014546572562692824,"score_gpt":0.24675274749806977,"score_spread":0.23220617493537696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W152599237","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":[0.23887515,0.0023376814,0.001177887,0.036973655,0.001508773,0.017025046,0.002055123,0.0019541306,0.6980926],"genre_scores_gemma":[0.14763424,0.007910336,0.001526306,0.00050347595,0.000278435,0.000056742487,0.008123801,0.00013308527,0.8338336],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9950955,0.0005707524,0.00058909564,0.001776919,0.000947996,0.0010197731],"domain_scores_gemma":[0.99484617,0.000169644,0.00039350256,0.001783899,0.0006661688,0.0021405977],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034554367,0.0007565955,0.00097354635,0.004345145,0.0005498492,0.00018867913,0.0013306879,0.00049081544,0.00048737848],"category_scores_gemma":[0.0002575568,0.00085195113,0.0004232229,0.002937089,0.00020886229,0.00062837807,0.0011451211,0.00090743287,0.0000910224],"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":[0.008793941,0.0023752553,0.30264893,0.0029738846,0.0011993175,0.0051790597,0.0003398926,0.000055510587,0.000029810277,0.031423576,0.63147235,0.013508469],"study_design_scores_gemma":[0.0025180655,0.0004828293,0.6515991,0.000529389,0.00091374107,0.000003925892,0.0017638038,0.000092247814,0.000007403327,0.000102602404,0.34122732,0.0007595657],"about_ca_topic_score_codex":0.0015425794,"about_ca_topic_score_gemma":0.0003216068,"teacher_disagreement_score":0.34895018,"about_ca_system_score_codex":0.0018590185,"about_ca_system_score_gemma":0.00061420427,"threshold_uncertainty_score":0.9993931},"labels":[],"label_agreement":null},{"id":"W168172695","doi":"","title":"When your native language sounds foreign : a phonetic investigation into first language attrition","year":2008,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Foreign Affairs and International Trade Canada; International Council for Canadian Studies; Deutscher Akademischer Austauschdienst; Queen Margaret University","keywords":"German; Stress (linguistics); Linguistics; Context (archaeology); Foreign language; First language; Attrition; Psychology; Phonetics; Language contact; Neuroscience of multilingualism; History; Medicine","score_opus":0.0191578929318159,"score_gpt":0.26111515779532757,"score_spread":0.24195726486351166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W168172695","genre_codex":"empirical","genre_gemma":"other","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":[0.5527946,0.00043438372,0.0005510574,0.0026254712,0.0010915302,0.0021910404,0.0007585632,0.0009032375,0.4386501],"genre_scores_gemma":[0.42898878,0.00032103487,0.00060638244,0.00008603746,0.00029798064,0.000018817947,0.010968239,0.00014145525,0.5585713],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99471784,0.001114429,0.00060434703,0.0017669145,0.00080877123,0.0009877178],"domain_scores_gemma":[0.9950041,0.0004244812,0.00088271615,0.0017482087,0.0012892454,0.0006512035],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00033293496,0.0008446677,0.00083692867,0.0032721777,0.0022258766,0.0002153911,0.0020777583,0.0016289722,0.001836236],"category_scores_gemma":[0.00016217379,0.0011351198,0.00048562558,0.0024280418,0.0006932352,0.0008857199,0.0003739682,0.0017225457,0.00030640687],"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":[0.003499941,0.0020598744,0.036394615,0.0010053109,0.0045998497,0.005763715,0.44042534,0.000059966955,0.004095933,0.08439687,0.41528597,0.002412607],"study_design_scores_gemma":[0.0084966505,0.0012463351,0.24068354,0.000695544,0.0018779825,0.00029470012,0.31941557,0.00027332414,0.0036677974,0.0026415754,0.41586944,0.004837544],"about_ca_topic_score_codex":0.02396505,"about_ca_topic_score_gemma":0.004618711,"teacher_disagreement_score":0.20428891,"about_ca_system_score_codex":0.0020868639,"about_ca_system_score_gemma":0.0011694897,"threshold_uncertainty_score":0.9996671},"labels":[],"label_agreement":null},{"id":"W1802248677","doi":"","title":"Commencing taught post-qualifying education: barriers facing physiotherapists. Oral presentation at the World Confederation of Physical Therapy Congress, Vancouver, 2-6/06/2007","year":2007,"lang":"en","type":"article","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Occupational Therapy Practice and Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rigour; Interpretative phenomenological analysis; Context (archaeology); Medical education; Qualitative research; Viewpoints; Reflexivity; Psychology; Nonprobability sampling; Presentation (obstetrics); Pedagogy; Medicine; Nursing; Sociology; Social science","score_opus":0.029719840350838106,"score_gpt":0.35606561145074034,"score_spread":0.32634577109990226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1802248677","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":[0.5038152,0.00017960918,0.008249844,0.022642905,0.0028932567,0.006682228,0.00051009294,0.00073868677,0.4542882],"genre_scores_gemma":[0.7006318,0.00016103197,0.00057041587,0.0008822249,0.00049700105,0.0000088871175,0.00070314825,0.000063527645,0.29648197],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9950265,0.0020953885,0.0005889357,0.00068758696,0.0009023069,0.0006992358],"domain_scores_gemma":[0.99295914,0.0022727642,0.001006541,0.00091919367,0.0024380789,0.00040429097],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012245466,0.000381031,0.00044767503,0.0010859045,0.004911546,0.00009235044,0.0009215242,0.00029262903,0.0012084031],"category_scores_gemma":[0.00021673579,0.00036451282,0.0002651025,0.0015347693,0.00047337424,0.0017989936,0.00035722114,0.0010029871,0.000048802984],"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":[0.0053263875,0.0016489881,0.33997074,0.0006222949,0.0016716422,0.00007499143,0.01680003,0.0004329845,0.033391863,0.17898525,0.41540584,0.005668963],"study_design_scores_gemma":[0.0024990197,0.00018815068,0.028974183,0.00017475135,0.00011216026,0.0000036382405,0.046746943,0.00026158497,0.004554936,0.00013162859,0.9157958,0.000557204],"about_ca_topic_score_codex":0.0041360175,"about_ca_topic_score_gemma":0.0038104623,"teacher_disagreement_score":0.50038993,"about_ca_system_score_codex":0.002040551,"about_ca_system_score_gemma":0.0022848977,"threshold_uncertainty_score":0.9998807},"labels":[],"label_agreement":null},{"id":"W200420513","doi":"","title":"Book Review - The Romance of Transgression in Canada: queering sexualities, nations, cinemas by Thomas Waugh.","year":2009,"lang":"en","type":"article","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"French Historical and Cultural Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Movie theater; Romance; Human sexuality; Art; Art history; Sociology; Gender studies; Literature","score_opus":0.009792915439073716,"score_gpt":0.17152418242115092,"score_spread":0.1617312669820772,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W200420513","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":[0.0032977462,0.0908337,0.00023854495,0.14893688,0.00074607565,0.0021892448,0.0006896647,0.0004365097,0.7526316],"genre_scores_gemma":[0.10389014,0.023355188,0.00006170804,0.0028240897,0.00015371152,0.000004336982,0.00041186303,0.000027081582,0.8692719],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99812794,0.00027361352,0.0003832023,0.0004298579,0.00043843084,0.0003469666],"domain_scores_gemma":[0.9984616,0.00015611452,0.00031652307,0.00047087576,0.00045657292,0.00013829427],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012613648,0.0002783794,0.0004226239,0.00028945232,0.0012157668,0.000051282157,0.00082551583,0.000078334706,0.0006652717],"category_scores_gemma":[0.000043481887,0.0002468524,0.00013448579,0.0007103777,0.00029669245,0.00084517204,0.00009938814,0.00032134022,0.0000030184565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002557329,0.00010025375,0.0005518934,0.00013237372,0.0000668046,0.00003090058,0.0013408123,0.000010674911,0.000029938978,0.08050529,0.9168289,0.00037662478],"study_design_scores_gemma":[0.00032393745,0.00005602459,0.0022776609,0.00032274783,0.00010010301,0.0000028052184,0.003962589,0.000013592068,0.000050278915,0.000029948103,0.9925571,0.00030320682],"about_ca_topic_score_codex":0.31480145,"about_ca_topic_score_gemma":0.25481334,"teacher_disagreement_score":0.1461128,"about_ca_system_score_codex":0.0017327177,"about_ca_system_score_gemma":0.0005642075,"threshold_uncertainty_score":0.9999984},"labels":[],"label_agreement":null},{"id":"W2802938582","doi":"","title":"The effects of a pragmatic community exercise programme in adolescents and young adults with Cerebral Palsy","year":2017,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Cerebral Palsy and Movement Disorders","field":"Medicine","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":"Cerebral palsy; Checklist; Psychological intervention; Psychology; Physical therapy; Quality of life (healthcare); Clinical psychology; Health care; Reliability (semiconductor); Physical medicine and rehabilitation; Medicine; Gerontology; Psychiatry","score_opus":0.00555171351534766,"score_gpt":0.20655150220899912,"score_spread":0.20099978869365145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2802938582","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":[0.8948948,0.00030905477,0.000034352088,0.0010063518,0.00039166352,0.005911238,0.000090023634,0.0002445593,0.097118],"genre_scores_gemma":[0.88843685,0.0010164507,0.00012433104,0.000020997344,0.000028306069,0.000012080918,0.0013390507,0.00006439524,0.10895754],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99709785,0.00060531794,0.00043759274,0.0006721509,0.0005803264,0.00060677185],"domain_scores_gemma":[0.99600565,0.00021008601,0.0010071057,0.0016148936,0.00078899297,0.0003732435],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00033150768,0.000561092,0.0008427375,0.0010237742,0.0017806878,0.00016954077,0.0010963955,0.00053893396,0.000016396547],"category_scores_gemma":[0.00026460722,0.00053605397,0.00023737385,0.0008492531,0.0005709431,0.00068883307,0.0002447406,0.0012800337,0.000002657385],"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":[0.007980991,0.0024793257,0.94427544,0.012162613,0.0011715526,0.000538493,0.008816368,0.0000019904423,0.000130409,0.0073537324,0.0027360844,0.012353014],"study_design_scores_gemma":[0.0100614,0.0009429433,0.9137622,0.010159867,0.00180525,0.000025902276,0.035556488,0.000033132506,0.00028958495,0.00007096364,0.026364205,0.00092805293],"about_ca_topic_score_codex":0.011634458,"about_ca_topic_score_gemma":0.014634465,"teacher_disagreement_score":0.030513216,"about_ca_system_score_codex":0.0006111614,"about_ca_system_score_gemma":0.0008374988,"threshold_uncertainty_score":0.9997091},"labels":[],"label_agreement":null},{"id":"W3122292020","doi":"","title":"The impact of the school-based Psychosocial Structured Activities (PSSA) program on conflict-affected children in Northern Uganda.","year":2011,"lang":"en","type":"article","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":93,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Psychosocial; Intervention (counseling); Psychological resilience; Psychosocial support; Psychology; Political science; Medicine; Social psychology; Psychiatry","score_opus":0.012850608834398702,"score_gpt":0.25209605012461306,"score_spread":0.23924544129021436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3122292020","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":[0.90884703,0.000015438463,0.00007561401,0.0010773482,0.00029859293,0.0019078346,0.00022954315,0.0002615603,0.08728705],"genre_scores_gemma":[0.9870048,0.000015974818,0.0000893704,0.00005483719,0.00007825715,0.000007984617,0.00013917881,0.00003646924,0.012573114],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99661094,0.001235743,0.000397767,0.0006795146,0.000418466,0.0006575682],"domain_scores_gemma":[0.9968838,0.00025766646,0.00064683286,0.0013787746,0.00048803433,0.00034488953],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00026309997,0.00040222702,0.0003875732,0.00080158364,0.0013583794,0.000089183886,0.0015465823,0.0004285593,0.00035813602],"category_scores_gemma":[0.00008516227,0.00033470985,0.00041822196,0.0021174855,0.00062088866,0.00042302618,0.00013583402,0.00078570633,0.000017382035],"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":[0.0012428971,0.0010147044,0.9645946,0.00001558463,0.00046893163,0.000020240388,0.003154776,0.000040948667,0.000035051587,0.019297404,0.008824849,0.0012900209],"study_design_scores_gemma":[0.0020893896,0.0004277144,0.979733,0.00003208066,0.00009702113,0.0000065823274,0.0020935796,0.000019312178,0.00013219725,0.00005924425,0.01498492,0.00032496807],"about_ca_topic_score_codex":0.013524628,"about_ca_topic_score_gemma":0.009770451,"teacher_disagreement_score":0.0781578,"about_ca_system_score_codex":0.0010667708,"about_ca_system_score_gemma":0.0011734114,"threshold_uncertainty_score":0.9999417},"labels":[],"label_agreement":null},{"id":"W3125974442","doi":"10.1108/01437720610672167.html?utm_source=repec&utm_medium=feed&utm_campaign=repec","title":"The impact of individual values on human resource decision-making by line managers","year":2006,"lang":"en","type":"article","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Management Theory and Practice","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Human resources; Equity (law); Human resource management; Line management; Irish; Psychology; Resource (disambiguation); Business; Management; Public relations; Political science; Economics; Computer science","score_opus":0.011158736883418842,"score_gpt":0.23446976163786448,"score_spread":0.22331102475444564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3125974442","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":[0.11331031,0.00002515979,0.0027981414,0.00260227,0.00016870249,0.00079684396,0.00010727178,0.00048045767,0.87971085],"genre_scores_gemma":[0.9341085,0.000019480918,0.00018128722,0.00016323899,0.00032354097,0.0000011625126,0.00040527378,0.000048318903,0.064749174],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972331,0.0003062636,0.00044135016,0.00073117885,0.0007296561,0.0005584857],"domain_scores_gemma":[0.9962781,0.00096011086,0.000982102,0.0011881909,0.0005291884,0.00006228257],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0009193585,0.0004281921,0.000362742,0.0014662424,0.0028474324,0.00075132534,0.002235199,0.00022518325,0.0003334981],"category_scores_gemma":[0.00018899304,0.00041985235,0.00038755056,0.0024432258,0.00043250973,0.0026380909,0.00090104033,0.00048582777,0.000054035412],"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":[0.0006957489,0.0004851671,0.018109862,0.000053873046,0.00050848554,0.00011085177,0.00006912025,0.001471895,0.000086896616,0.5695386,0.40659088,0.002278659],"study_design_scores_gemma":[0.0011155935,0.00011739075,0.03958034,0.00010934524,0.0005011579,0.000003691563,0.0023482658,0.0003344276,0.00004520329,0.004397067,0.9507815,0.0006659959],"about_ca_topic_score_codex":0.0026304591,"about_ca_topic_score_gemma":0.00008417819,"teacher_disagreement_score":0.8207982,"about_ca_system_score_codex":0.00050424266,"about_ca_system_score_gemma":0.00009691273,"threshold_uncertainty_score":0.99982536},"labels":[],"label_agreement":null},{"id":"W50113461","doi":"","title":"Chemikal Underground: \"post independent\" rock and pop in Scotland?","year":2011,"lang":"en","type":"article","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Music History and Culture","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":"Fandom; Popular music; Media studies; Art history; History; Sociology; Visual arts; Art","score_opus":0.01701470174792032,"score_gpt":0.16230588897697484,"score_spread":0.1452911872290545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W50113461","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":[0.087950595,0.000031282718,0.00022558113,0.0009365318,0.00035119877,0.00048798896,0.00013501132,0.00035203536,0.9095298],"genre_scores_gemma":[0.703157,0.000030475485,0.00011605341,0.00014537349,0.0001394694,0.0000011971049,0.00018215935,0.000029109196,0.29619914],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99784315,0.00026821502,0.00029137565,0.0007782452,0.00033048907,0.0004885356],"domain_scores_gemma":[0.9981891,0.0000684258,0.0002616533,0.0006456114,0.0004963442,0.0003388663],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016519353,0.00037554587,0.00036764325,0.0009999647,0.0014443164,0.00020580257,0.00084617484,0.00030389862,0.003636931],"category_scores_gemma":[0.00003000271,0.0004490983,0.00015501995,0.0004923867,0.0004328901,0.0018802468,0.00034323818,0.0005729076,0.00006496108],"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":[0.00032530268,0.0005148294,0.027117157,0.000085961234,0.00023310345,0.0004701647,0.03248061,0.0000048507386,0.000137392,0.8994782,0.038913645,0.00023879211],"study_design_scores_gemma":[0.0012477762,0.00011644173,0.017599704,0.000053782176,0.00014813946,0.000027526698,0.029397395,0.000022443228,0.000075209275,0.00027485326,0.9503748,0.00066196785],"about_ca_topic_score_codex":0.0064030956,"about_ca_topic_score_gemma":0.0076137776,"teacher_disagreement_score":0.9114611,"about_ca_system_score_codex":0.0007693291,"about_ca_system_score_gemma":0.00032712548,"threshold_uncertainty_score":0.9998557},"labels":[],"label_agreement":null},{"id":"W6981875199","doi":"","title":"Film as Rape Culture: The Ethics of Aversion in Sr’an Spasojevi’s A Serbian Film (2010)","year":2015,"lang":"en","type":"other","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"American Sports and Literature","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":"Serbian; Presentation (obstetrics); Media ethics; International relations; Association (psychology)","score_opus":0.017410081853477116,"score_gpt":0.20980611506322946,"score_spread":0.19239603320975235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6981875199","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":[0.00023792354,0.0001293398,0.00005162564,0.003591921,0.00064614945,0.00094272406,0.0012919012,0.0004116952,0.9926967],"genre_scores_gemma":[0.0052354964,0.00037466502,0.00018588679,0.0002989387,0.00046120404,0.0000018083035,0.0020308984,0.00020210433,0.991209],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99612683,0.00092602713,0.00045355895,0.0010456447,0.00084954797,0.00059837505],"domain_scores_gemma":[0.9954714,0.00014489397,0.0010551501,0.001742754,0.0011449329,0.00044084396],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00045622612,0.0006963351,0.0008106827,0.0018378322,0.0009869775,0.0002984026,0.0021046016,0.0010156945,0.0122008985],"category_scores_gemma":[0.00008657478,0.00066344463,0.00033487787,0.0011156203,0.0014457906,0.0010339917,0.0005323298,0.0018794073,0.00007930549],"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":[0.00012671662,0.0002480099,0.0008508632,0.0000991161,0.0002322866,0.00021083324,0.020490047,0.000013850706,0.000003628712,0.13769847,0.83994204,0.00008415143],"study_design_scores_gemma":[0.0007345487,0.00020330051,0.00045324888,0.00026204178,0.00029901406,0.000013008288,0.038498607,0.00002920275,0.000004928427,0.00005035331,0.9587232,0.00072858686],"about_ca_topic_score_codex":0.019201998,"about_ca_topic_score_gemma":0.007701262,"teacher_disagreement_score":0.13764812,"about_ca_system_score_codex":0.0007389377,"about_ca_system_score_gemma":0.0016073517,"threshold_uncertainty_score":0.9995817},"labels":[],"label_agreement":null},{"id":"W6987431142","doi":"","title":"A Survey of the Practices of Social Workers Working with Children with Adverse Childhood Experiences and Speech, Language, and Communication Needs","year":2020,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Child Abuse and Trauma","field":"Psychology","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":"Referral; Adverse Childhood Experiences; Psychological resilience; Qualitative research; Intervention (counseling); Population; Social support; Mental health","score_opus":0.015352289885902998,"score_gpt":0.24007982035696718,"score_spread":0.22472753047106417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6987431142","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":[0.92372555,0.00012544169,0.000018584304,0.00060703245,0.000068464265,0.0008130316,0.0001135335,0.0000835558,0.07444481],"genre_scores_gemma":[0.9851872,0.00008255482,0.0002756077,0.000019087955,0.000032343753,0.0000025879403,0.00082785904,0.000040950054,0.013531866],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99753827,0.00083800213,0.00031232985,0.00062781025,0.00041190578,0.00027165952],"domain_scores_gemma":[0.9963571,0.00028588774,0.0018925957,0.0008192962,0.0004930783,0.00015206136],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020193934,0.00038705964,0.0005328722,0.00071847084,0.0008242131,0.00007126921,0.0010487369,0.0003852367,0.00010828487],"category_scores_gemma":[0.0000581203,0.00035918268,0.000112392445,0.0022497652,0.00067931216,0.0005438672,0.00024303795,0.0006663767,0.0000012856939],"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":[0.0013186734,0.00034998165,0.8785718,0.00007849506,0.0017276583,0.000030458272,0.10778153,0.0000021629835,0.000013008583,0.007785707,0.0011556443,0.0011848505],"study_design_scores_gemma":[0.0011460753,0.00012600936,0.80757755,0.00016627637,0.00060824136,0.000019174833,0.18657488,0.0000017243893,0.000076306555,0.000002177921,0.0033741905,0.00032738777],"about_ca_topic_score_codex":0.008796474,"about_ca_topic_score_gemma":0.004296643,"teacher_disagreement_score":0.07879334,"about_ca_system_score_codex":0.00013240601,"about_ca_system_score_gemma":0.00048914464,"threshold_uncertainty_score":0.99988604},"labels":[],"label_agreement":null},{"id":"W6991153426","doi":"","title":"AN EXPLORATION OF ADOLESCENT STUDENTS’ RETURN-TO-SCHOOL TRANSITION AFTER SUSTAINING A SPORT-RELATED CONCUSSION","year":2018,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Traumatic Brain Injury Research","field":"Medicine","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":"Concussion; Population; Session (web analytics); Suicide prevention; Injury prevention; Poison control; Human factors and ergonomics; Focus group","score_opus":0.021606905857277686,"score_gpt":0.28522770800354097,"score_spread":0.26362080214626327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6991153426","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":[0.92673,0.000026973608,0.0029504308,0.0031992632,0.0006133998,0.0052609765,0.0004093502,0.0008032206,0.060006395],"genre_scores_gemma":[0.8731125,0.00008855332,0.001615258,0.00010645134,0.00023018196,0.000013376287,0.0075702635,0.00014827547,0.11711512],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9942911,0.00061216723,0.0009842649,0.0015517771,0.0017809002,0.00077975873],"domain_scores_gemma":[0.99227124,0.00008887719,0.0009206653,0.0019121518,0.00351406,0.001293016],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00063904555,0.00075582054,0.0011136509,0.0039601536,0.000747851,0.00020401191,0.0014356531,0.0012431534,0.001161497],"category_scores_gemma":[0.00014286321,0.0009202366,0.00048691,0.0032064228,0.0003352554,0.002734634,0.00021520218,0.0013182173,0.00007656436],"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":[0.119790226,0.019563451,0.5243694,0.0125562,0.0122633455,0.009794397,0.107884526,0.00030139065,0.018400174,0.038985398,0.1248614,0.0112300655],"study_design_scores_gemma":[0.010411699,0.004183166,0.66419506,0.0047650286,0.0042402265,0.000088985704,0.1096561,0.0004266951,0.005359409,0.00016124852,0.19343726,0.0030751307],"about_ca_topic_score_codex":0.00069250626,"about_ca_topic_score_gemma":0.00019997131,"teacher_disagreement_score":0.13982561,"about_ca_system_score_codex":0.002780324,"about_ca_system_score_gemma":0.0021914956,"threshold_uncertainty_score":0.99975157},"labels":[],"label_agreement":null},{"id":"W6996984884","doi":"","title":"A systematic literature review and proposal examining the effectiveness of parent-mediated intervention in emergent literacy and its implications for socially disadvantaged Aboriginal preschool children","year":2018,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Reading and Literacy Development","field":"Psychology","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":"Disadvantaged; Literacy; Ethnic group; Intervention (counseling); Disadvantage; Population; Poverty; Family literacy; Systematic review","score_opus":0.007310529283777242,"score_gpt":0.2805243351899485,"score_spread":0.2732138059061713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6996984884","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":[0.88906413,0.02926354,0.0018682417,0.0039096763,0.0019218709,0.03618047,0.0044094995,0.00067760295,0.03270495],"genre_scores_gemma":[0.82187,0.018260136,0.0015090097,0.000097295684,0.00027438972,0.0004872189,0.026706807,0.00024121901,0.13055389],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9956983,0.0019919726,0.0007251484,0.00095761794,0.00024011094,0.00038685612],"domain_scores_gemma":[0.9961489,0.0007725343,0.001067466,0.0006911592,0.001133705,0.0001862634],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010784047,0.00047823766,0.000855731,0.0010643398,0.0006693967,0.00016684619,0.000769158,0.00042834872,0.00004482607],"category_scores_gemma":[0.00025597244,0.00046912456,0.0002077738,0.001415718,0.00014976315,0.0007567589,0.00012761953,0.000528427,0.0000035426206],"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":[0.004543036,0.002453421,0.38850158,0.21805221,0.008282314,0.00012357022,0.036788255,0.0000035784544,0.0006355912,0.3279679,0.010562626,0.0020859202],"study_design_scores_gemma":[0.0022427647,0.00031462463,0.9487236,0.03413857,0.002186142,0.000047164413,0.0029953748,0.00001544575,0.000046555855,0.00019126311,0.008282051,0.00081642397],"about_ca_topic_score_codex":0.00022220361,"about_ca_topic_score_gemma":0.000096863485,"teacher_disagreement_score":0.560222,"about_ca_system_score_codex":0.0005030741,"about_ca_system_score_gemma":0.0004719512,"threshold_uncertainty_score":0.99977607},"labels":[],"label_agreement":null},{"id":"W6999404809","doi":"","title":"A Critical re-conceptualization of Traditional Ecological Knowledge: First Nations psychosocial narratives of Healing, Advocacy, Expression and Reciprocity","year":2015,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Indigenous Health, Education, and Rights","field":"Social 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":"Reciprocity (cultural anthropology); Indigenous; Traditional knowledge; Narrative; Qualitative research; Psychosocial; Expression (computer science); Human geography","score_opus":0.02446113789168025,"score_gpt":0.29199724466059074,"score_spread":0.2675361067689105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6999404809","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":[0.12109161,0.00019923819,0.00045440425,0.0019886245,0.0012723384,0.0017340055,0.00049678265,0.00023374516,0.87252927],"genre_scores_gemma":[0.82199466,0.0053776624,0.0029213184,0.00001629977,0.00085366645,0.0000058528935,0.005086688,0.000074924654,0.16366892],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956413,0.0015826578,0.0006524321,0.0008221107,0.0008080449,0.0004934362],"domain_scores_gemma":[0.992713,0.0009914028,0.0010068235,0.00045566724,0.0043076235,0.00052548986],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0007058354,0.00038406253,0.00065377686,0.0015656392,0.0079374155,0.00009084563,0.0008638492,0.0011395239,0.0003958833],"category_scores_gemma":[0.0002975907,0.0004625513,0.00023748058,0.0019448356,0.0014305802,0.0012177213,0.000023293933,0.00054993894,0.0000047730045],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024498097,0.0013251525,0.0025586342,0.0004784488,0.00013589418,0.000008809701,0.2770517,0.000007553756,0.000021480035,0.7061491,0.011967099,0.000051150608],"study_design_scores_gemma":[0.0008634659,0.0002670444,0.010542331,0.00043129036,0.0002469764,0.0000023576347,0.14964059,0.000010834137,0.00016000199,0.0024094675,0.8348124,0.0006132537],"about_ca_topic_score_codex":0.014275798,"about_ca_topic_score_gemma":0.20235977,"teacher_disagreement_score":0.8228453,"about_ca_system_score_codex":0.0015998045,"about_ca_system_score_gemma":0.02055061,"threshold_uncertainty_score":0.9997826},"labels":[],"label_agreement":null},{"id":"W7000488875","doi":"","title":"An exploratory study of the perception of employment generated from the Glasgow 2014 Commonwealth Games by Local Residents.","year":2016,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Sport and Mega-Event Impacts","field":"Social 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":"Commonwealth; Exploratory research; Perception; Government (linguistics); Local government; Quarter (Canadian coin)","score_opus":0.013934580101008107,"score_gpt":0.2508627411319539,"score_spread":0.23692816103094577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7000488875","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":[0.9714952,0.00005598341,0.00019458846,0.0018129853,0.0006500838,0.0017755849,0.0006166944,0.00017357615,0.023225296],"genre_scores_gemma":[0.91841996,0.0003660756,0.000025784826,0.0000435556,0.00015834987,0.0000033774097,0.0014127054,0.000045750137,0.07952447],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99431425,0.0025158,0.0005697943,0.00081601524,0.0012814814,0.00050266413],"domain_scores_gemma":[0.9947541,0.00028612927,0.0014784753,0.001645505,0.0014510063,0.00038482944],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00066418236,0.000448181,0.00060773315,0.00057542673,0.0022502614,0.00012182793,0.0028378381,0.0005989554,0.00040124485],"category_scores_gemma":[0.000083420986,0.0003825953,0.00029978662,0.001428249,0.0007333856,0.0012504715,0.00024216728,0.0005526575,0.000010749601],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018846208,0.004742276,0.45246267,0.0001260731,0.002035114,0.00006732681,0.12179197,0.00006706531,0.0051409346,0.024879603,0.38313562,0.0036667048],"study_design_scores_gemma":[0.0018896556,0.00041880185,0.31726667,0.00026106182,0.0010189225,7.3314243e-7,0.28980184,0.000008743337,0.0010220835,0.00006841778,0.38747266,0.0007703965],"about_ca_topic_score_codex":0.07415003,"about_ca_topic_score_gemma":0.042458612,"teacher_disagreement_score":0.16800985,"about_ca_system_score_codex":0.0016543999,"about_ca_system_score_gemma":0.0021468427,"threshold_uncertainty_score":0.9998626},"labels":[],"label_agreement":null},{"id":"W7001981930","doi":"","title":"'Managers' personal values as predictors of importance attached to training and development : a cross-country exploratory study","year":2008,"lang":"en","type":"article","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Human Resource Development and Performance Evaluation","field":"Psychology","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":"Exploratory research; Training (meteorology); Test (biology); Affect (linguistics); Irish; Empirical research; Personal development","score_opus":0.03538943678663411,"score_gpt":0.27082760300022635,"score_spread":0.23543816621359223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7001981930","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":[0.938397,0.000018206443,0.0002330858,0.00023157007,0.00021818635,0.0009433265,0.000036623824,0.00024788678,0.05967415],"genre_scores_gemma":[0.9370453,0.000012667029,0.00053314556,0.000064815424,0.00008739946,0.0000072307707,0.0001709242,0.000036393714,0.062042166],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99691117,0.0004152744,0.00049489626,0.00093921204,0.00070614216,0.00053332606],"domain_scores_gemma":[0.99772984,0.00014542392,0.00042296993,0.00063641346,0.0006439586,0.00042138805],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00056369975,0.0003939401,0.00046677762,0.001485423,0.001502302,0.000080348575,0.00077218376,0.00025213225,0.0006289832],"category_scores_gemma":[0.000063199506,0.0005025577,0.000099721205,0.001423407,0.00043511405,0.0009982766,0.00035466262,0.00036717465,0.00006345849],"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":[0.0003042072,0.0003791352,0.8872257,0.0000273606,0.0005045847,0.000229069,0.10415532,0.000028878441,0.00003303083,0.0014340163,0.0053092036,0.0003695186],"study_design_scores_gemma":[0.001666227,0.0002771649,0.8039984,0.00003073413,0.00011497742,0.00002771637,0.07138201,0.000021981516,0.000059600894,0.000005061023,0.121895015,0.0005211277],"about_ca_topic_score_codex":0.0002837003,"about_ca_topic_score_gemma":0.000115057395,"teacher_disagreement_score":0.11658581,"about_ca_system_score_codex":0.00073318096,"about_ca_system_score_gemma":0.00093376345,"threshold_uncertainty_score":0.9997976},"labels":[],"label_agreement":null},{"id":"W7006894872","doi":"","title":"When Event Spaces &amp; Commercialised Sex Spaces Overlap: Gendered Discourses of Sex Work &amp; the Olympic Games","year":2018,"lang":"en","type":"other","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"","field":"","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":"Sex work; Sex workers; Politics; Event (particle physics); Work (physics); Scope (computer science); Space (punctuation); Perspective (graphical); Public space","score_opus":0.017968231821093753,"score_gpt":0.23412125212848464,"score_spread":0.2161530203073909,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7006894872","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":[0.006531487,0.0003273845,0.0032186918,0.0077842334,0.0010369946,0.0036514255,0.0032943645,0.0024861947,0.9716692],"genre_scores_gemma":[0.012389302,0.0003850661,0.0018317847,0.00007983864,0.00072657864,0.000008158112,0.0026702452,0.00097335246,0.9809357],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9897757,0.0029887105,0.0009951266,0.0025463537,0.0020675254,0.0016265564],"domain_scores_gemma":[0.9881209,0.00074497313,0.0033163591,0.005539772,0.0013590393,0.0009189172],"candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.0008334809,0.0018437771,0.0020076276,0.005644534,0.0019607786,0.0007122205,0.0061073513,0.0016777172,0.0060956185],"category_scores_gemma":[0.00020301071,0.0019473614,0.0011843881,0.0054828366,0.003592903,0.0013375776,0.0018489857,0.0012673277,0.0011728405],"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":[0.00036232287,0.0006625722,0.053039517,0.00020106552,0.0025453717,0.00007397148,0.002987866,0.00003352588,0.00011508625,0.010340237,0.9294678,0.00017068605],"study_design_scores_gemma":[0.0017771882,0.0001107181,0.005542307,0.0005307046,0.001803816,0.00002568639,0.009462883,0.000009427273,0.00012418436,0.000112959846,0.9785677,0.001932392],"about_ca_topic_score_codex":0.008482496,"about_ca_topic_score_gemma":0.00347643,"teacher_disagreement_score":0.049099956,"about_ca_system_score_codex":0.0025750638,"about_ca_system_score_gemma":0.0018880753,"threshold_uncertainty_score":0.9996183},"labels":[],"label_agreement":null},{"id":"W7009550088","doi":"","title":"An exploration into the effectiveness of an occupational therapy service evaluation tool for a GP practice in Ayrshire","year":2021,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Occupational Therapy Practice and Research","field":"Health Professions","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":"General partnership; Occupational therapy; Thematic analysis; Referral; Service (business); Government (linguistics); Psychological intervention; Mental health","score_opus":0.06892978419102973,"score_gpt":0.4137038222310617,"score_spread":0.344774038040032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7009550088","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":[0.91301924,0.00024634006,0.0036377518,0.007566459,0.0014911882,0.015771216,0.0006554768,0.0003597606,0.057252593],"genre_scores_gemma":[0.84864426,0.0022436467,0.007010497,0.00077902776,0.0010930508,0.0005722856,0.08557699,0.0003459636,0.05373425],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9816154,0.014506904,0.00077079877,0.0011662901,0.0013878522,0.00055272673],"domain_scores_gemma":[0.9796791,0.0062503293,0.0014342146,0.0014848824,0.01092177,0.00022968216],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0054068975,0.0004989543,0.00063355814,0.0016125812,0.0025837778,0.00014287961,0.0014650957,0.0010639997,0.00029857852],"category_scores_gemma":[0.0015403802,0.0005248051,0.00024242778,0.0031520925,0.00012323185,0.006716019,0.0001398484,0.0013900967,0.000014128178],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.17633535,0.016938763,0.13232343,0.008940623,0.0068287477,0.00036242636,0.14868361,0.011917015,0.02186107,0.41932964,0.011218704,0.04526063],"study_design_scores_gemma":[0.012120473,0.0013463517,0.3667724,0.001413199,0.0013509486,0.0000077954555,0.25686738,0.0046616243,0.0017193344,0.0021820203,0.34961012,0.0019483262],"about_ca_topic_score_codex":0.007738768,"about_ca_topic_score_gemma":0.005279691,"teacher_disagreement_score":0.4171476,"about_ca_system_score_codex":0.0022766541,"about_ca_system_score_gemma":0.0084249675,"threshold_uncertainty_score":0.99972034},"labels":[],"label_agreement":null},{"id":"W7009704355","doi":"","title":"An exploration of school based occupational therapy in mainstream primary schools, with a focus on \\nhandwriting","year":2018,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Writing and Handwriting Education","field":"Social 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":"Handwriting; Mainstream; Occupational therapy; Intervention (counseling); Government (linguistics); Service delivery framework; Focus group; Participatory action research; Qualitative research","score_opus":0.029613076520406293,"score_gpt":0.2791861457230471,"score_spread":0.24957306920264083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7009704355","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":[0.5291269,0.00002083009,0.0011678549,0.0030330417,0.00035969124,0.0019236803,0.00026960016,0.0005774155,0.46352103],"genre_scores_gemma":[0.9530309,0.00018107303,0.0030145128,0.00007327959,0.00046970672,0.0000117966765,0.0046761506,0.00008025341,0.038462315],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9956301,0.0011987855,0.00050183496,0.001048263,0.0010501832,0.00057087553],"domain_scores_gemma":[0.99535686,0.0002866612,0.0009682732,0.00086584076,0.002085754,0.00043660487],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0007479418,0.00046633114,0.0005417606,0.0026819336,0.0016906596,0.00030052464,0.0011479302,0.00072761835,0.00022226371],"category_scores_gemma":[0.00023380271,0.0006022424,0.00018960908,0.0025700144,0.00034462416,0.0029344112,0.00004089619,0.00077742874,0.000017291073],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.015476046,0.008864092,0.5240654,0.0009642693,0.0011406356,0.0004079074,0.031313695,0.0007187908,0.0015263138,0.3680893,0.025340961,0.022092648],"study_design_scores_gemma":[0.010319738,0.003317821,0.4836055,0.003941089,0.000672033,0.00000630728,0.28499314,0.00025214348,0.004080976,0.0011677808,0.20352772,0.0041157273],"about_ca_topic_score_codex":0.009141156,"about_ca_topic_score_gemma":0.0072830915,"teacher_disagreement_score":0.42505872,"about_ca_system_score_codex":0.0023838137,"about_ca_system_score_gemma":0.0059709093,"threshold_uncertainty_score":0.9996643},"labels":[],"label_agreement":null},{"id":"W7020158865","doi":"","title":"‘Justin Trudeau has had a colourful few days, hasn’t he?’: Blackface and Politics","year":2020,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Canadian Policy and Governance","field":"Social 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":"Politics; Argument (complex analysis); Argumentative; Racism; Discourse analysis; Eurocentrism; Public discourse; Identity (music)","score_opus":0.015179753024202004,"score_gpt":0.22675158004381538,"score_spread":0.21157182701961338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7020158865","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":[0.03073114,0.0002103659,0.0003598553,0.10773858,0.0010426657,0.002340986,0.0031099825,0.0010084423,0.853458],"genre_scores_gemma":[0.08269528,0.0010321523,0.0005373891,0.00072339096,0.0006231694,0.0000032501825,0.0018666973,0.00010978445,0.9124089],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9950607,0.0008871543,0.00048814784,0.0014669797,0.0009582521,0.001138798],"domain_scores_gemma":[0.9951307,0.00039240016,0.0009249164,0.000976692,0.0010406381,0.0015346325],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00030360572,0.00072250894,0.00082243944,0.0012676326,0.0045872573,0.00077720237,0.0019908997,0.0012372014,0.00044692273],"category_scores_gemma":[0.00044612322,0.0010693717,0.00037756414,0.0025720631,0.001272928,0.0014234458,0.00032947314,0.0012231604,0.000075146236],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002228926,0.0001588471,0.0031407776,0.00022621031,0.00047541395,0.00053709093,0.0126435235,0.000008802603,0.00004065499,0.55788594,0.42427337,0.00038647171],"study_design_scores_gemma":[0.0008221376,0.00009670113,0.008745204,0.00013863808,0.00063780235,0.000009096187,0.016389705,0.00003493305,0.00007591197,0.00028497304,0.971723,0.0010418722],"about_ca_topic_score_codex":0.13893096,"about_ca_topic_score_gemma":0.064978644,"teacher_disagreement_score":0.557601,"about_ca_system_score_codex":0.0032648079,"about_ca_system_score_gemma":0.0058860155,"threshold_uncertainty_score":0.99974966},"labels":[],"label_agreement":null},{"id":"W7025526234","doi":"","title":"The Victorian Art of Mourning: The evolution of mourning and funeral customs during the reign of Queen Victoria from 1837 to 1901.","year":2016,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Grief, Bereavement, and Mental Health","field":"Psychology","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":"Reign; Queen (butterfly); Period (music); Etiquette; Coronation; Power (physics); Victorian era; Quarter (Canadian coin)","score_opus":0.00654408576519882,"score_gpt":0.22599727809954326,"score_spread":0.21945319233434443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7025526234","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":[0.66752857,0.00020616454,0.00062487094,0.0039032314,0.0027715901,0.0026131228,0.0010803835,0.00017734026,0.3210947],"genre_scores_gemma":[0.7921117,0.00019126969,0.00007996001,0.000016234979,0.00025327434,0.000006087435,0.00043414906,0.000054118278,0.20685323],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99584836,0.0011804978,0.0007966187,0.0008431625,0.00072088564,0.0006105024],"domain_scores_gemma":[0.99438554,0.0007183909,0.0018609618,0.0016148654,0.0011055783,0.00031469073],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006092583,0.00050597725,0.00066477974,0.0009020759,0.001829168,0.00007569062,0.0018132451,0.0005467279,0.00019160034],"category_scores_gemma":[0.00010012384,0.00038944924,0.00032410037,0.0013112092,0.0005156418,0.00046386736,0.00039014177,0.0007462003,0.000015865264],"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":[0.0068936185,0.0009918702,0.24087697,0.00095743005,0.0047212276,0.00009497944,0.04933995,0.000053754837,0.013382745,0.6502294,0.03103775,0.0014202825],"study_design_scores_gemma":[0.0022292333,0.00037270988,0.57969105,0.0005698425,0.0009725163,0.000009895813,0.05654435,0.0000098783885,0.0018540091,0.0003575731,0.35666227,0.00072669465],"about_ca_topic_score_codex":0.0110197365,"about_ca_topic_score_gemma":0.0014124446,"teacher_disagreement_score":0.6498718,"about_ca_system_score_codex":0.0015834958,"about_ca_system_score_gemma":0.0007485324,"threshold_uncertainty_score":0.99985576},"labels":[],"label_agreement":null},{"id":"W7030218048","doi":"","title":"Modification of experimental lower limb ischaemic pain with transcutaneous electrical nerve stimulation.","year":2012,"lang":"en","type":"article","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Historical Studies of British Isles","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":"Transcutaneous electrical nerve stimulation; Tourniquet; Placebo; Lower limb; Threshold of pain; Ischemia; McGill Pain Questionnaire; Intensity (physics); Randomized controlled trial; Pain tolerance","score_opus":0.014655455343634499,"score_gpt":0.1858866665635575,"score_spread":0.17123121121992302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7030218048","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":[0.34980646,0.00057605846,0.010247921,0.0046182754,0.0007754308,0.0022097498,0.0004051661,0.0012146807,0.63014627],"genre_scores_gemma":[0.9565171,0.000034278655,0.0007598393,0.00004298519,0.00022323363,0.0000027655824,0.00016150429,0.00004085582,0.04221742],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975297,0.0004531181,0.00035137415,0.0005561221,0.0005287333,0.00058097753],"domain_scores_gemma":[0.99748254,0.00030170623,0.00035770115,0.0007643914,0.0007363811,0.00035730924],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00023462175,0.00034996797,0.00042923953,0.00073288014,0.0013150122,0.00010066537,0.0009054928,0.00019282263,0.00062254217],"category_scores_gemma":[0.000073421674,0.0004090836,0.00023754692,0.0006479655,0.00069297507,0.0015229254,0.0001794823,0.00033958,0.000027068381],"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":[0.002274048,0.004586108,0.032901358,0.00016135271,0.0013299882,0.0003693306,0.021014893,0.00033554458,0.00254743,0.849289,0.08332084,0.001870127],"study_design_scores_gemma":[0.0013539299,0.0009661131,0.0043519814,0.00005741855,0.00037199352,0.000037815124,0.009050688,0.00034853676,0.00081210845,0.00004107566,0.9816996,0.00090875133],"about_ca_topic_score_codex":0.001982843,"about_ca_topic_score_gemma":0.0001490695,"teacher_disagreement_score":0.89837873,"about_ca_system_score_codex":0.0013753995,"about_ca_system_score_gemma":0.00018797214,"threshold_uncertainty_score":0.99998516},"labels":[],"label_agreement":null},{"id":"W7043461865","doi":"","title":"Supporting and enhancing the implementation of outcome measures in Children and Young People’s Occupational Therapy.","year":2021,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Enzyme Structure and Function","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":"Occupational therapy; General partnership; Service (business); Government (linguistics); Outcome (game theory); Work (physics); Best practice","score_opus":0.009790960933302156,"score_gpt":0.2505186294024363,"score_spread":0.24072766846913415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7043461865","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":[0.9916168,0.00010324454,0.00028370754,0.00033945066,0.00030076856,0.00070857187,0.00020415023,0.000080799575,0.006362545],"genre_scores_gemma":[0.9850694,0.0002690837,0.0002822495,0.00002139034,0.0000733969,0.000002511313,0.0017046618,0.000029418165,0.012547865],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9974022,0.00046341517,0.0005529412,0.00074904464,0.00048311247,0.00034930804],"domain_scores_gemma":[0.99775237,0.00014850734,0.0008391267,0.00048771588,0.00064930937,0.00012295795],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047555869,0.00034674912,0.0004668401,0.00083634345,0.0007529094,0.00018307594,0.00048988056,0.00033067766,0.00024972667],"category_scores_gemma":[0.0000705742,0.0003641008,0.0001258262,0.000944329,0.00015097158,0.0008654736,0.00017673757,0.00039167315,0.0000014832768],"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":[0.00015886195,0.000048366994,0.9796609,0.00007463334,0.00013953137,0.000011600797,0.003292764,0.0000080792315,0.009401167,0.0058125136,0.00061421044,0.000777335],"study_design_scores_gemma":[0.0007916021,0.00005405195,0.9694639,0.00004824957,0.00018978263,0.000024612858,0.018706417,0.0000060578427,0.0079706125,0.00003672614,0.0023404723,0.00036751182],"about_ca_topic_score_codex":0.011909633,"about_ca_topic_score_gemma":0.020012248,"teacher_disagreement_score":0.015413652,"about_ca_system_score_codex":0.0003581081,"about_ca_system_score_gemma":0.0005599352,"threshold_uncertainty_score":0.9998811},"labels":[],"label_agreement":null},{"id":"W7046396525","doi":"","title":"The Determinants of Nutritional Risk in Paediatric Cancer","year":2015,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","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":"Hospital for Sick Children; Queen Margaret University","keywords":"Malnutrition; Overweight; Micronutrient; Underweight; Cancer; Bioelectrical impedance analysis; Population; Vitamin D and neurology; Prospective cohort study","score_opus":0.008391580823203263,"score_gpt":0.2362668099943585,"score_spread":0.22787522917115524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7046396525","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":[0.2970168,0.00018574834,0.000057191683,0.0014072867,0.000629458,0.0019970594,0.0018619075,0.00011535235,0.6967292],"genre_scores_gemma":[0.3027015,0.0009690333,0.00019449843,0.000007728882,0.00031701132,0.000020257776,0.0024406645,0.000066297565,0.693283],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99662143,0.00066439214,0.000547848,0.00074783526,0.0008573635,0.0005611255],"domain_scores_gemma":[0.99563605,0.00044734232,0.0009707671,0.0009206128,0.0017112055,0.00031403365],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004443446,0.0004234583,0.0005244325,0.0015561442,0.0008876889,0.00013088329,0.0016503226,0.00033301587,0.00524472],"category_scores_gemma":[0.00006737474,0.00046509947,0.0003075842,0.002267495,0.00024759682,0.0002471958,0.00035859362,0.00089466054,0.000017937136],"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":[0.0007242225,0.00073113095,0.84596777,0.00018891785,0.00044597322,0.00008349155,0.000697929,0.000040534585,0.00006177563,0.021834817,0.092223085,0.037000377],"study_design_scores_gemma":[0.0020428482,0.00010655495,0.22305731,0.00015357645,0.0004171791,9.857179e-7,0.011408681,0.00033557683,0.00024155565,0.00034800166,0.76118076,0.00070697186],"about_ca_topic_score_codex":0.023061305,"about_ca_topic_score_gemma":0.0066610975,"teacher_disagreement_score":0.66895765,"about_ca_system_score_codex":0.00047073414,"about_ca_system_score_gemma":0.0025882006,"threshold_uncertainty_score":0.99978006},"labels":[],"label_agreement":null},{"id":"W7046974707","doi":"","title":"THE EFFECTIVENESS OF SHAM INSOLES VERSUS PREFABRICATED BIOSOLE-GEL™ INSOLES, CUSTOM-MADE SOLE SUPPORTS™ ORTHOTICS OR CUSTOM-MADE CANADIAN ORTHOTICS LABORATORY LTD. ORTHOTICS FOR THE TREATMENT OF PLANTAR FASCIITIS IN CANADIAN MILITARY PERSONNEL.","year":2018,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","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":"Orthotics; Plantar fasciitis; Foot (prosody); Protocol (science); Fasciitis; Treatment protocol","score_opus":0.00899372404106702,"score_gpt":0.22371279940539826,"score_spread":0.21471907536433124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7046974707","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":[0.8253809,0.00049699616,0.00022100731,0.0025390612,0.0021550003,0.0125467805,0.022567987,0.00021032633,0.13388191],"genre_scores_gemma":[0.88398844,0.0011656152,0.00042886465,0.000016895,0.0002304373,0.000049093374,0.011753839,0.0001459459,0.10222087],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99562395,0.0008571525,0.00072558445,0.0009891577,0.0006379396,0.001166197],"domain_scores_gemma":[0.99308705,0.0016879411,0.00066419464,0.001478237,0.0022526502,0.0008299422],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00063245697,0.0007212667,0.000830368,0.0020973855,0.0018475832,0.00011784883,0.0018130982,0.00057347934,0.0011545812],"category_scores_gemma":[0.0001502675,0.0006622981,0.00041795062,0.0025144685,0.0006721032,0.00023481682,0.00014875391,0.00058801344,0.0000067290903],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.034988165,0.006550547,0.6921954,0.0041613444,0.015156393,0.0013625113,0.022658616,0.0011704178,0.0014471412,0.07879346,0.10830758,0.033208422],"study_design_scores_gemma":[0.0039869808,0.0010431668,0.07984279,0.0003004828,0.0011300576,0.0000025768024,0.036592893,0.0008434347,0.0021092354,0.000014235774,0.87313443,0.0009997285],"about_ca_topic_score_codex":0.79311144,"about_ca_topic_score_gemma":0.8838893,"teacher_disagreement_score":0.76482683,"about_ca_system_score_codex":0.0019885737,"about_ca_system_score_gemma":0.013367911,"threshold_uncertainty_score":0.9997585},"labels":[],"label_agreement":null},{"id":"W7047173251","doi":"","title":"An exploration of the 'Partnering for Change' model as a strategy to address participation for children with Developmental Coordination Disorder.","year":2017,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Superconducting and THz Device Technology","field":"Physics and Astronomy","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":"Intervention (counseling); Government (linguistics); Promotion (chess); Occupational therapy; Focus group; Child development; Order (exchange)","score_opus":0.038953296447548115,"score_gpt":0.280462477655677,"score_spread":0.2415091812081289,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7047173251","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":[0.9499776,0.000005071009,0.027147958,0.0011119103,0.00020612386,0.004765662,0.0008673387,0.00023571885,0.01568263],"genre_scores_gemma":[0.9675516,0.000003003641,0.0012761864,0.000010034893,0.00010105903,0.00008810482,0.00464347,0.000053348078,0.026273195],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9983114,0.00010993929,0.00027178714,0.00070244295,0.00025110037,0.00035332658],"domain_scores_gemma":[0.99727046,0.00006381287,0.00065587496,0.00076645345,0.0010916701,0.00015173163],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00013641236,0.00035932474,0.00037509255,0.00061583,0.0015527852,0.00014576416,0.0010993332,0.0002936843,0.000026530155],"category_scores_gemma":[0.000034466015,0.00038500302,0.00018019996,0.00052366714,0.00011393238,0.0022103507,0.000087440225,0.0002492625,0.0000019172444],"study_design_candidate":"theoretical_or_conceptual","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":[0.0014807092,0.00203844,0.2796989,0.0005168309,0.0029080787,0.000005838483,0.016496623,0.0076198177,0.0032835563,0.6466318,0.0036679597,0.035651468],"study_design_scores_gemma":[0.021803591,0.005837475,0.25558823,0.0021794634,0.009315949,0.000021102745,0.44141775,0.02097105,0.068399556,0.007936829,0.15650296,0.010026011],"about_ca_topic_score_codex":0.0034236838,"about_ca_topic_score_gemma":0.0015954277,"teacher_disagreement_score":0.63869494,"about_ca_system_score_codex":0.0003429917,"about_ca_system_score_gemma":0.0007460201,"threshold_uncertainty_score":0.99986017},"labels":[],"label_agreement":null},{"id":"W7055659353","doi":"","title":"A critical examination of cultural policy in Poland and Canada: tax initiatives and their implications for a self-sustaining sector.","year":2018,"lang":"en","type":"other","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Public policy; Work (physics); Tax policy; Government (linguistics); Foreign policy; Cultural policy","score_opus":0.009311691380709003,"score_gpt":0.2294656778444423,"score_spread":0.2201539864637333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7055659353","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":[0.0066377986,0.000024254374,0.0015703351,0.00452544,0.0000501354,0.001364069,0.0020471087,0.00009649581,0.98368436],"genre_scores_gemma":[0.4268989,0.000107548,0.0012324594,0.00002647173,0.00026981533,0.00001371268,0.0007336837,0.0001101223,0.5706073],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99831367,0.00029801088,0.00024579372,0.00060177775,0.00016230856,0.00037846545],"domain_scores_gemma":[0.99795765,0.0004227206,0.0003014915,0.00043074338,0.00064696645,0.00024044237],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014917395,0.0003191042,0.0003969578,0.0014272538,0.0003832758,0.000091778325,0.00044216542,0.0002017856,0.0016478361],"category_scores_gemma":[0.00008752927,0.00036526393,0.000074633805,0.00081070553,0.00039880737,0.00021169898,0.00037481033,0.00022787477,6.4298086e-7],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012416072,0.0005090509,0.18380731,0.000673333,0.0008009043,0.00001519107,0.0028320171,0.0000011314387,0.00021365206,0.53243357,0.27121672,0.0073729767],"study_design_scores_gemma":[0.001102206,0.00011427009,0.14611802,0.00011475502,0.000111734655,0.0000025748807,0.009975369,0.000109818386,0.00003214733,0.000091183196,0.8417871,0.00044082152],"about_ca_topic_score_codex":0.3687896,"about_ca_topic_score_gemma":0.097476594,"teacher_disagreement_score":0.57057035,"about_ca_system_score_codex":0.0003253458,"about_ca_system_score_gemma":0.0016022869,"threshold_uncertainty_score":0.99987996},"labels":[],"label_agreement":null},{"id":"W7055746862","doi":"","title":"Do Edinburgh students go to the theatre and participate in audiences? A qualiquantitative analysis.","year":2020,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Laser Design and Applications","field":"Engineering","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":"Order (exchange); Population; Movie theater; Quarter (Canadian coin); Cultural institution; Higher education","score_opus":0.013953466808765965,"score_gpt":0.24023778292335946,"score_spread":0.2262843161145935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7055746862","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":[0.49209666,0.00033751386,0.009743648,0.017290665,0.0010231347,0.006537063,0.0015578328,0.002184777,0.4692287],"genre_scores_gemma":[0.9110535,0.00055189634,0.00052892393,0.00010125086,0.00010336955,0.000026166732,0.0014927612,0.00007660323,0.08606557],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970244,0.00042830376,0.0004379422,0.000996539,0.0005778926,0.00053490687],"domain_scores_gemma":[0.9976637,0.00031483863,0.0002562086,0.0009152605,0.00037599754,0.00047400343],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003432842,0.0005304619,0.0006605902,0.0018263356,0.00070326595,0.00035029653,0.0017163467,0.00038116422,0.00012335392],"category_scores_gemma":[0.000058207865,0.00056866725,0.0002627906,0.0059492495,0.00014173397,0.00064210827,0.0002812172,0.00072685257,0.00004021863],"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":[0.0021297599,0.0017230498,0.28583425,0.0010389691,0.017904593,0.0012951605,0.0890443,0.028694415,0.0014225631,0.17888264,0.38794544,0.0040848735],"study_design_scores_gemma":[0.0011905434,0.00015281075,0.17071858,0.00019959894,0.0032494906,0.0000041304106,0.0325345,0.0036573403,0.00029378384,0.00014744782,0.78616124,0.001690544],"about_ca_topic_score_codex":0.0008203729,"about_ca_topic_score_gemma":0.0021218467,"teacher_disagreement_score":0.4189568,"about_ca_system_score_codex":0.00076570647,"about_ca_system_score_gemma":0.00026334613,"threshold_uncertainty_score":0.99967647},"labels":[],"label_agreement":null},{"id":"W7061369900","doi":"","title":"The predictive relationship of perfectionism and alexithymia towards depression and anxiety","year":2016,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","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":"Alexithymia; Toronto Alexithymia Scale; Perfectionism (psychology); Anxiety; Depression (economics); Explained variation; Psychological intervention; Variance (accounting)","score_opus":0.006249210984396635,"score_gpt":0.19650058888844715,"score_spread":0.19025137790405053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7061369900","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":[0.31515014,0.00017085808,0.008968247,0.0014252163,0.0005852801,0.0014101075,0.0006957589,0.00020462877,0.67138976],"genre_scores_gemma":[0.8335473,0.0003003881,0.0004138781,0.000004185156,0.00013605627,0.000001554142,0.000542149,0.000042585743,0.16501191],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9979335,0.00032124983,0.00031619947,0.0007478267,0.00033697535,0.0003442157],"domain_scores_gemma":[0.9973211,0.00034150155,0.0006849552,0.0006113531,0.000796696,0.0002443356],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00019733571,0.00040295022,0.0003896456,0.0005116229,0.0024060623,0.00015976942,0.00042929032,0.00035992792,0.0000436552],"category_scores_gemma":[0.00003982509,0.000379924,0.0001849501,0.0005026272,0.00045077287,0.00072221016,0.00025542537,0.0005392053,0.0000027545955],"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":[0.0007797713,0.00019072458,0.6474192,0.00014130269,0.0011451319,0.000018642128,0.0020033822,0.000017465973,0.00054751115,0.32946837,0.0043975073,0.013871005],"study_design_scores_gemma":[0.0014563557,0.00015312331,0.80202806,0.00043849397,0.0008553389,0.000009679917,0.012820535,0.00029297653,0.001131481,0.0019827627,0.17790979,0.0009213931],"about_ca_topic_score_codex":0.0012980952,"about_ca_topic_score_gemma":0.00007899963,"teacher_disagreement_score":0.51839715,"about_ca_system_score_codex":0.00031671947,"about_ca_system_score_gemma":0.0004821253,"threshold_uncertainty_score":0.9998653},"labels":[],"label_agreement":null},{"id":"W7061893659","doi":"","title":"Review of Models of Employment for Nursing Roles which Bridge Practice and Education:A Report for NHS Education for&#13;\\nScotland","year":2009,"lang":"en","type":"book","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Thermal Analysis in Power Transmission","field":"Engineering","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":"Facilitator; Mentorship; Context (archaeology); Typology; Perspective (graphical); Work (physics); Bridge (graph theory); Nurse education","score_opus":0.010230315572673104,"score_gpt":0.23827317611102528,"score_spread":0.22804286053835218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7061893659","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":[0.00015539836,0.009334852,0.29431432,0.0057466007,0.00062651705,0.0078043244,0.0013896291,0.00047964926,0.6801487],"genre_scores_gemma":[0.0042988183,0.024039378,0.037624747,0.00027618423,0.00055051706,0.00006127167,0.014884634,0.00031155703,0.9179529],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974842,0.00014565748,0.00081824,0.00081416685,0.00037874278,0.00035898565],"domain_scores_gemma":[0.9930723,0.00048553024,0.0011326444,0.0010571093,0.00397847,0.00027399542],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004594734,0.0005230742,0.0009364787,0.0012279954,0.00039903852,0.0000584199,0.0007979103,0.00053567125,0.000018133358],"category_scores_gemma":[0.00015836862,0.00068542344,0.0004724983,0.0007115048,0.0001740494,0.0011806096,0.00007528264,0.00031214012,4.5474388e-7],"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":[0.0007682226,0.0015998057,0.0003169634,0.023121659,0.002624425,0.000011641809,0.0011080956,0.0017287635,0.00026007957,0.1651252,0.7725903,0.03074486],"study_design_scores_gemma":[0.00070585404,0.00018667436,0.00025991615,0.007206605,0.0033039697,0.000045697216,0.0004500131,0.0008777423,0.00020030407,0.0020952097,0.9839598,0.0007082275],"about_ca_topic_score_codex":0.00014483523,"about_ca_topic_score_gemma":0.000038894836,"teacher_disagreement_score":0.25668958,"about_ca_system_score_codex":0.0015477444,"about_ca_system_score_gemma":0.0031768864,"threshold_uncertainty_score":0.9995597},"labels":[],"label_agreement":null},{"id":"W7066224889","doi":"","title":"HRD as a social &amp; discursive construct : exploring the significance of culture in HRD discourse","year":2001,"lang":"en","type":"other","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Thermography and Photoacoustic Techniques","field":"Engineering","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":"Rigour; Construct (python library); Physical culture; Social constructionism; Dualism; Organizational culture; Pace; Identity (music)","score_opus":0.011643005634867894,"score_gpt":0.20657397653860948,"score_spread":0.1949309709037416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7066224889","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":[0.006830683,0.00013912596,0.008412246,0.0007717923,0.000568762,0.002020427,0.0025739286,0.0018850252,0.976798],"genre_scores_gemma":[0.15937632,0.0015932416,0.0011909413,0.000032345917,0.00042314746,0.000025399653,0.00079685723,0.0005085908,0.83605313],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975334,0.00036741805,0.0003709488,0.0007076798,0.000442969,0.0005775981],"domain_scores_gemma":[0.9979747,0.00013800802,0.0004248087,0.0010259876,0.00023036453,0.0002061343],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014073955,0.0006294128,0.00068997726,0.001778793,0.00044703775,0.00008417218,0.0016668197,0.00064204744,0.00067779113],"category_scores_gemma":[0.000028302993,0.0006698125,0.0003934118,0.002503706,0.0009021108,0.0005392564,0.00026379968,0.000998446,0.000009878828],"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":[0.0002974319,0.0005232336,0.015417744,0.00081880053,0.0022591248,0.00068562396,0.009619381,0.00044085967,0.0014217065,0.11382306,0.8513227,0.003370335],"study_design_scores_gemma":[0.0006170847,0.00004804939,0.0027649705,0.00028536472,0.00038001168,0.000020062485,0.008907061,0.000020755017,0.00027954372,0.00015196945,0.98564464,0.0008804912],"about_ca_topic_score_codex":0.0045498703,"about_ca_topic_score_gemma":0.0010853587,"teacher_disagreement_score":0.15254563,"about_ca_system_score_codex":0.0007298937,"about_ca_system_score_gemma":0.00029087876,"threshold_uncertainty_score":0.9995753},"labels":[],"label_agreement":null},{"id":"W7067549402","doi":"","title":"Long-term effects of Hanen parent programmes: A perspective from Canadian parents","year":2018,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Radiation Therapy and Dosimetry","field":"Medicine","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":"Perspective (graphical); Context (archaeology); Reflection (computer programming); Parenting skills; Longitudinal data","score_opus":0.006809408342619765,"score_gpt":0.23011255903677025,"score_spread":0.2233031506941505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7067549402","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":[0.77971035,0.00055015564,0.00047762858,0.0018908298,0.0018296666,0.004981037,0.001258724,0.00074175873,0.20855987],"genre_scores_gemma":[0.79144955,0.0005392062,0.0007082288,0.000121103745,0.00044700704,0.0000096026915,0.013971271,0.00015115553,0.19260287],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.995982,0.0004523961,0.0005555587,0.0014218378,0.000812995,0.00077521213],"domain_scores_gemma":[0.99346083,0.00024497436,0.0009764528,0.0015712428,0.0025366787,0.0012098368],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014308801,0.0007664853,0.0010737678,0.0032192061,0.0009038925,0.00014353996,0.0011952865,0.0011921593,0.0006075719],"category_scores_gemma":[0.00019378342,0.0009635676,0.0006296126,0.0022355178,0.00038869798,0.00073973945,0.00012870434,0.00086099963,0.00006713978],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004148509,0.0025964417,0.9097317,0.0018442438,0.008818028,0.002766585,0.011927216,0.0000056654817,0.00082054804,0.01518235,0.037576202,0.004582541],"study_design_scores_gemma":[0.0046179327,0.0009255496,0.83684564,0.0012754261,0.0036073045,0.000024659772,0.014429714,0.000028132052,0.0041073165,0.000101644815,0.132553,0.0014836882],"about_ca_topic_score_codex":0.117755234,"about_ca_topic_score_gemma":0.032582205,"teacher_disagreement_score":0.0949768,"about_ca_system_score_codex":0.004473521,"about_ca_system_score_gemma":0.003998505,"threshold_uncertainty_score":0.9993481},"labels":[],"label_agreement":null},{"id":"W7078637471","doi":"","title":"The past, present and future of mega event legacy.An investigation of the influence of previous mega events on the legacy program of the 2014 Glasgow Commonwealth Games.","year":2016,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Geochemistry and Geologic Mapping","field":"Computer 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":"Commonwealth; Mega-; Austerity; Event (particle physics); Politics; Quarter (Canadian coin)","score_opus":0.006639050068445724,"score_gpt":0.20416525971039437,"score_spread":0.19752620964194864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7078637471","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":[0.92129254,0.00014007691,0.00022964193,0.042376474,0.0005652339,0.0036482727,0.00014572039,0.0001333123,0.03146875],"genre_scores_gemma":[0.97518086,0.00024536139,0.00018189302,0.00003095369,0.00009839109,0.000007711633,0.00007860903,0.000013085515,0.02416315],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9962027,0.0013484494,0.0006144465,0.0006491608,0.00084553234,0.00033970113],"domain_scores_gemma":[0.9926259,0.00052670535,0.0024381657,0.0025139449,0.0017439215,0.00015138062],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000636949,0.0003792518,0.0004648005,0.00028481486,0.0010988426,0.00009429958,0.0046062754,0.00037214562,0.000011345563],"category_scores_gemma":[0.00010105406,0.00023522979,0.00031734267,0.00141484,0.0008367694,0.0010271018,0.0008733876,0.0005807739,4.2038306e-7],"study_design_candidate":"observational","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":[0.0009249566,0.0016805239,0.21256988,0.002519295,0.0020478016,0.000017681166,0.0131738065,0.0011968503,0.004420818,0.71694434,0.030355442,0.014148631],"study_design_scores_gemma":[0.0012108639,0.00051656825,0.7353324,0.0011766638,0.000559608,0.000014189918,0.008457322,0.00033901093,0.013135885,0.0024084582,0.23611334,0.0007356948],"about_ca_topic_score_codex":0.00081906986,"about_ca_topic_score_gemma":0.000119578224,"teacher_disagreement_score":0.7145359,"about_ca_system_score_codex":0.00025283982,"about_ca_system_score_gemma":0.0009881585,"threshold_uncertainty_score":0.95923924},"labels":[],"label_agreement":null},{"id":"W7078640280","doi":"","title":"Potential Socioeconomic Outcomes of a Proposed Diversion from the Great Lakes Basin to the Midwest and Central Plains of the USA","year":2015,"lang":"en","type":"dissertation","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Seismic Waves and Analysis","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":"Socioeconomic status; Enforcement; Structural basin; Intervention (counseling); Politics","score_opus":0.007128320278321783,"score_gpt":0.18147855600564372,"score_spread":0.17435023572732194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7078640280","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":[0.9764599,0.00004100613,0.000057102283,0.006507601,0.00047686088,0.0007397405,0.0028655315,0.00003546118,0.012816797],"genre_scores_gemma":[0.94278866,0.00013633516,0.00010764649,0.00011832565,0.0000952023,1.905168e-7,0.0020705196,0.0000125847,0.054670542],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9975491,0.00064723205,0.0003435543,0.00059051765,0.00051817874,0.0003514033],"domain_scores_gemma":[0.9974303,0.00031453214,0.0006886979,0.00087991543,0.00045263456,0.00023389638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023708776,0.00034910618,0.00051245186,0.00037436068,0.0012106303,0.00012284578,0.0018511979,0.00030792225,0.0005749303],"category_scores_gemma":[0.0000645377,0.00024149261,0.00039546704,0.000771835,0.0004167722,0.00045886487,0.00020161454,0.0004063352,0.000017638995],"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":[0.0002474402,0.000063886735,0.9803244,0.000037875587,0.00079224125,0.000019614741,0.0021259873,0.0007560131,0.000045256165,0.0010082363,0.013696746,0.00088233524],"study_design_scores_gemma":[0.00043987547,0.000058393074,0.92497486,0.000045897283,0.0008429645,0.0000021402793,0.012122587,0.00031333647,0.000066753484,0.00006839841,0.060783073,0.00028171914],"about_ca_topic_score_codex":0.06415302,"about_ca_topic_score_gemma":0.029181268,"teacher_disagreement_score":0.055349506,"about_ca_system_score_codex":0.00016180355,"about_ca_system_score_gemma":0.00065526116,"threshold_uncertainty_score":0.9885336},"labels":[],"label_agreement":null},{"id":"W7078651286","doi":"","title":"Review of Models of Employment for Nursing Roles which Bridge Practice and Education:A Report for NHS Education forScotland","year":2009,"lang":"en","type":"book","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Geochemistry and Geologic Mapping","field":"Computer 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":"NHS Education for Scotland","keywords":"Context (archaeology); Mentorship; Typology; Facilitator; Work (physics); Perspective (graphical); Career development; Bridge (graph theory)","score_opus":0.014591511105124088,"score_gpt":0.24488723971376236,"score_spread":0.23029572860863828,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7078651286","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":[0.000019896424,0.002122793,0.17218375,0.020984285,0.00029760096,0.0030973756,0.00023668271,0.00018087689,0.80087674],"genre_scores_gemma":[0.00069749873,0.0043032365,0.040740225,0.0003487432,0.000206745,0.000016931488,0.003315713,0.000030074354,0.9503408],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971627,0.00021645553,0.00071406545,0.0011274553,0.00041104932,0.00036827446],"domain_scores_gemma":[0.9892358,0.00051115936,0.002097648,0.0015635693,0.006328253,0.00026352753],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00061594986,0.00044939594,0.00077361515,0.0008413208,0.00054054195,0.00009453785,0.0015540506,0.0004924672,0.000009530851],"category_scores_gemma":[0.0005211574,0.000583955,0.00031923142,0.0008768079,0.00022346535,0.0016999653,0.0003231972,0.00032010215,5.1284337e-7],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001377676,0.00085935683,0.00017200856,0.005196172,0.00037615022,0.000013688869,0.00046893535,0.00006246444,0.000036840167,0.5387753,0.4451949,0.008706407],"study_design_scores_gemma":[0.0004763297,0.00019412572,0.0002617719,0.0050289948,0.00077194395,0.00014149683,0.00039048304,0.00031481296,0.0001206475,0.008782963,0.982953,0.00056341314],"about_ca_topic_score_codex":0.00014909364,"about_ca_topic_score_gemma":0.000013971563,"teacher_disagreement_score":0.5377581,"about_ca_system_score_codex":0.000997042,"about_ca_system_score_gemma":0.0073395255,"threshold_uncertainty_score":0.9996612},"labels":[],"label_agreement":null}]}