{"meta":{"query_hash":"f1e6f299fbe3","filters":{"venue":"ResearchOnline (Glasgow Caledonian University)"},"cohort_total":15,"direct_labels_cover":1,"predictions_cover":15,"exported":15,"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/f1e6f299fbe3","api":"https://metacan.xera.ac/api/v1/cohort?venue=ResearchOnline+%28Glasgow+Caledonian+University%29"},"results":[{"id":"W6998964375","doi":"","title":"Canonical critiques and geopolitical shifts: Addressing the neoliberalism/collective dichotomy in social work","year":2023,"lang":"en","type":"article","venue":"ResearchOnline (Glasgow Caledonian University)","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Idealization; Discipline; Geopolitics; Work (physics); Precarity; Social work; Power (physics)","score_opus":0.11730500877377202,"score_gpt":0.4141304045156791,"score_spread":0.2968253957419071,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6998964375","genre_codex":"commentary","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":[0.37549907,0.00011503099,0.000023520091,0.4396298,0.0012511298,0.00085598015,0.000041295414,0.00033723432,0.18224692],"genre_scores_gemma":[0.8805034,0.00046882566,0.00022395952,0.0009897613,0.0048188115,0.000014155265,0.000022520831,0.000038052232,0.112920515],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99605685,0.0020518962,0.0001570817,0.00033329474,0.00062378356,0.0007771003],"domain_scores_gemma":[0.9958862,0.0033967674,0.000048635484,0.00013623714,0.00021585159,0.00031629688],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0016419876,0.00012320085,0.00019219439,0.00043543553,0.0033051358,0.00023864531,0.00041856727,0.00022837831,0.00037444793],"category_scores_gemma":[0.0025044559,0.000120193974,0.00007274818,0.006166325,0.0014071646,0.00034706856,0.00020370631,0.0008840227,0.000074457756],"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":[0.00047166276,0.0002548807,0.02340031,0.000032059008,0.00007475413,0.00044438685,0.09331791,0.0000028600487,0.000011014805,0.7606716,0.11434433,0.0069742063],"study_design_scores_gemma":[0.00055599323,0.000021325071,0.059391435,0.00003209612,0.000016385182,6.561137e-7,0.03451938,0.00003888541,0.0000020482835,0.012199425,0.8930451,0.00017724195],"about_ca_topic_score_codex":0.0025102505,"about_ca_topic_score_gemma":0.0070943004,"teacher_disagreement_score":0.77870077,"about_ca_system_score_codex":0.0006714893,"about_ca_system_score_gemma":0.0019333052,"threshold_uncertainty_score":0.9979924},"labels":[],"label_agreement":null},{"id":"W7010906483","doi":"","title":"Integrating omic technologies into aquatic ecological risk assessment and environmental monitoring: hurdles, achievements, and future outlook","year":2010,"lang":"en","type":"article","venue":"ResearchOnline (Glasgow Caledonian University)","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Natural Environment Research Council","keywords":"Toxicogenomics; Government (linguistics); Risk assessment; Environmental risk assessment; Aquatic science; Fish <Actinopterygii>; Aquatic environment; Environmental monitoring","score_opus":0.006790418040576976,"score_gpt":0.24361600569835445,"score_spread":0.23682558765777748,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7010906483","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":[0.99503887,0.000065159344,0.00008726103,0.0018101109,0.00017861546,0.000443962,0.000033659315,0.00011450863,0.0022278589],"genre_scores_gemma":[0.98083806,0.0022779603,0.014992856,0.00004554015,0.00011554125,0.00000885552,0.00002271263,0.000022441947,0.0016760246],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99780416,0.00025820016,0.00023246318,0.0007633851,0.00032430873,0.0006174558],"domain_scores_gemma":[0.9989786,0.00023103734,0.00013084555,0.00037138892,0.0000028580967,0.00028524126],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00051132025,0.00030554287,0.000299064,0.00023097244,0.0009489783,0.000059369144,0.0004853975,0.00048664983,0.00066350726],"category_scores_gemma":[0.00008120738,0.00028728833,0.000061708815,0.00027742764,0.0020745855,0.00034694897,0.0015688619,0.0017341609,0.000085210515],"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":[0.000059488066,0.00039549617,0.8931493,0.000010570171,0.00004491542,0.00012718762,0.00021508684,0.000009248697,0.065229364,0.00047715445,0.00009842482,0.040183734],"study_design_scores_gemma":[0.0022906954,0.0011762828,0.87859154,0.000018391374,0.00008977112,0.0000743619,0.011678516,0.003096721,0.0027419785,0.0019160254,0.09760311,0.000722637],"about_ca_topic_score_codex":0.000092636816,"about_ca_topic_score_gemma":0.00086526264,"teacher_disagreement_score":0.09750468,"about_ca_system_score_codex":0.0005051259,"about_ca_system_score_gemma":0.000029735134,"threshold_uncertainty_score":0.9999579},"labels":[],"label_agreement":null},{"id":"W7013665287","doi":"","title":"Barrie, Peter","year":2012,"lang":"de","type":"other","venue":"ResearchOnline (Glasgow Caledonian University)","topic":"","field":"","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":"Nucleofection; Gestational period; TSG101; Dysgeusia; Diafiltration; Liquation; Emperipolesis; Triacetin; Demotion","score_opus":0.02311447713990296,"score_gpt":0.26254419542855056,"score_spread":0.23942971828864762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7013665287","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":[0.0008362362,0.0046338188,0.00023341893,0.00082423456,0.0019749159,0.0027220752,0.008885555,0.0011032457,0.9787865],"genre_scores_gemma":[0.003936337,0.0036520888,0.0028170443,0.000106273255,0.007219365,0.000005374115,0.0016325924,0.0032522685,0.97737867],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9837628,0.0029555373,0.0009310692,0.0029375888,0.0037063123,0.0057066884],"domain_scores_gemma":[0.9884775,0.0007107876,0.00086741085,0.0038489825,0.00098377,0.005111532],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0018163667,0.002323597,0.0022729342,0.0091081755,0.0009892491,0.00037300563,0.0045961696,0.0026963293,0.15601367],"category_scores_gemma":[0.0008103075,0.0027196233,0.0014444335,0.006105068,0.002963829,0.0008463498,0.0030930196,0.005647265,0.36076483],"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":[0.0041788043,0.004464486,0.0125768455,0.0022966606,0.0063783415,0.018907877,0.0011109457,0.000041866002,0.0026806376,0.024485638,0.91040146,0.01247641],"study_design_scores_gemma":[0.0047953473,0.00038267465,0.0014740034,0.0011058578,0.0009716944,0.00009608813,0.00030161123,0.00031621824,0.000066004905,0.00003877972,0.9878634,0.0025882921],"about_ca_topic_score_codex":0.00036119824,"about_ca_topic_score_gemma":0.001656575,"teacher_disagreement_score":0.20475115,"about_ca_system_score_codex":0.0037746818,"about_ca_system_score_gemma":0.0030163398,"threshold_uncertainty_score":0.99974954},"labels":[],"label_agreement":null},{"id":"W7041916715","doi":"","title":"McGill, Brian","year":2022,"lang":"en","type":"other","venue":"ResearchOnline (Glasgow Caledonian University)","topic":"","field":"","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":"Work (physics); Natural (archaeology); Set (abstract data type); Perspective (graphical)","score_opus":0.023315244091634373,"score_gpt":0.2606879578875563,"score_spread":0.2373727137959219,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7041916715","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":[0.00013755076,0.00030001695,0.00001082411,0.0005697129,0.00029061694,0.0011422681,0.013689405,0.0019778695,0.98188174],"genre_scores_gemma":[0.00013254337,0.0006599271,0.00087327644,0.00008774113,0.0007677824,0.0000059107224,0.001424193,0.0030254188,0.9930232],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99290776,0.001183145,0.0003292481,0.0016572173,0.0021981199,0.0017244825],"domain_scores_gemma":[0.99619657,0.00019373125,0.00037223176,0.0019802155,0.00016258807,0.0010946481],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006356672,0.0008348687,0.0009449254,0.008997366,0.0007308861,0.00006339029,0.0027482016,0.0006635053,0.11139089],"category_scores_gemma":[0.00030030264,0.0010412168,0.00050497375,0.005832772,0.0007034027,0.00017490733,0.002232454,0.0026373079,0.01576475],"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":[0.0002717723,0.00039966096,0.0003181713,0.0001629981,0.00045365022,0.0045450083,0.00002683693,0.000027584652,0.00014545447,0.012857101,0.97853225,0.002259535],"study_design_scores_gemma":[0.0021998684,0.00019582768,0.000094658215,0.00013629498,0.0001212628,0.00004507872,0.00020524039,0.000103660124,0.000009312211,0.000043011158,0.9958447,0.0010010904],"about_ca_topic_score_codex":0.0014976988,"about_ca_topic_score_gemma":0.004655629,"teacher_disagreement_score":0.09562614,"about_ca_system_score_codex":0.0025613823,"about_ca_system_score_gemma":0.000862463,"threshold_uncertainty_score":0.99966365},"labels":[],"label_agreement":null},{"id":"W7056931896","doi":"","title":"Governance and the autonomous university: changing institutional leadership in UK and Australian Higher Education","year":2009,"lang":"en","type":"book-chapter","venue":"ResearchOnline (Glasgow Caledonian University)","topic":"Particle accelerators and beam dynamics","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":"Higher education; Corporate governance; Government (linguistics); Control (management); Managerialism","score_opus":0.04439875929398119,"score_gpt":0.2249680724182675,"score_spread":0.1805693131242863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7056931896","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":[0.13101849,0.005663921,0.00018040388,0.01973589,0.00079223973,0.0019272559,0.00042579247,0.00047963526,0.8397764],"genre_scores_gemma":[0.2929698,0.0023824594,0.0001506056,0.00006496249,0.00016266361,2.9752192e-7,0.000030883606,0.000026018482,0.7042123],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99896437,0.000033791242,0.000120573284,0.0002884324,0.00020758902,0.0003852182],"domain_scores_gemma":[0.9995097,0.000062990635,0.000043439657,0.00019278338,0.00003841395,0.00015270735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015664652,0.00022534217,0.00024687225,0.00046768,0.0001780596,0.00006533388,0.00023932208,0.00023388567,0.000043712498],"category_scores_gemma":[0.000008181026,0.00023154306,0.00005475976,0.00024552864,0.00043952305,0.00024594556,0.00010631575,0.0006528391,0.000007851187],"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":[0.00019048798,0.000034284716,0.000534591,0.00016964479,0.00008769995,0.00040319952,0.00021488874,0.0005872369,0.000041775213,0.9622223,0.00040586275,0.035108045],"study_design_scores_gemma":[0.0027126847,0.00005585598,0.008316836,0.0005760099,0.00007962469,0.000034686404,0.00029616698,0.008195397,0.000009527177,0.0020394302,0.9770692,0.000614609],"about_ca_topic_score_codex":0.000084270054,"about_ca_topic_score_gemma":0.00044960174,"teacher_disagreement_score":0.9766633,"about_ca_system_score_codex":0.0005857631,"about_ca_system_score_gemma":0.00022372634,"threshold_uncertainty_score":0.9442052},"labels":[],"label_agreement":null},{"id":"W7057471721","doi":"","title":"Introduction: social work future(s)—what social work does the world need now?","year":2023,"lang":"en","type":"article","venue":"ResearchOnline (Glasgow Caledonian University)","topic":"High voltage insulation and dielectric phenomena","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Existentialism; Social work; Social technology; Social philosophy; Meaning (existential); Futures contract; Social change; Exceptionalism; Context (archaeology)","score_opus":0.01833921463011333,"score_gpt":0.2605646322459901,"score_spread":0.24222541761587674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7057471721","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":[0.5935879,0.0001203333,0.00018783046,0.39103395,0.0038483809,0.0008001351,0.00007503087,0.001055704,0.009290775],"genre_scores_gemma":[0.577778,0.00034093193,0.00039796683,0.00057772367,0.025043411,0.000013119806,0.00016375726,0.00009285751,0.39559227],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967332,0.0005167882,0.0002751951,0.0006148286,0.0009155008,0.0009445247],"domain_scores_gemma":[0.9986964,0.00028654793,0.00012871018,0.00038616857,0.0002679043,0.00023428998],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008909402,0.00025705653,0.00031132225,0.0008821858,0.0027471215,0.0004466971,0.00090589985,0.00015395838,0.0031720912],"category_scores_gemma":[0.000099152116,0.00019394059,0.00018590092,0.011710631,0.0005265642,0.0006327287,0.00040983298,0.0006472594,0.0024232573],"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":[0.0034877846,0.0006205412,0.003290377,0.0001319949,0.00025676424,0.0007212446,0.0092787035,0.00034494224,0.025963003,0.08626051,0.8172127,0.052431416],"study_design_scores_gemma":[0.00080763595,0.000031100437,0.0077189603,0.000015330355,0.000024628549,0.0000016610152,0.0025683027,0.000095495045,0.0005302048,0.0004615961,0.9874512,0.00029389843],"about_ca_topic_score_codex":0.000011616908,"about_ca_topic_score_gemma":0.00020008106,"teacher_disagreement_score":0.39045623,"about_ca_system_score_codex":0.00037971092,"about_ca_system_score_gemma":0.00024299469,"threshold_uncertainty_score":0.9985512},"labels":[],"label_agreement":null},{"id":"W7062413282","doi":"","title":"UK financialisation of public service delivery","year":2021,"lang":"en","type":"article","venue":"ResearchOnline (Glasgow Caledonian University)","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision 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":"Welfarism; Welfare state; Public sector; Corporate governance; Politics; Government (linguistics); Social protection; Commonwealth; Service delivery framework","score_opus":0.38474919794937606,"score_gpt":0.392200187769519,"score_spread":0.007450989820142917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7062413282","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":[0.96072674,0.00011227709,0.0055734934,0.009214326,0.00049624796,0.0002537254,0.00008572463,0.00003834959,0.023499137],"genre_scores_gemma":[0.96652037,0.000056683122,0.0015033919,0.000103636296,0.00012422119,6.1803735e-7,0.00008608066,0.0000088742245,0.031596106],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99409014,0.0010693887,0.00045014653,0.00060843636,0.0033815324,0.00040037368],"domain_scores_gemma":[0.9919262,0.00084350887,0.0002282023,0.0007923465,0.0059507466,0.0002589901],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0058271703,0.00012374159,0.00026628198,0.0010715214,0.00029215513,0.00018811431,0.000963362,0.000111902584,0.0027224037],"category_scores_gemma":[0.0073250765,0.000118923934,0.00015472413,0.0061123525,0.00017260993,0.000492974,0.00033491215,0.00020612808,0.00027149855],"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":[0.0008374214,0.0015547742,0.26052085,0.00016270306,0.00027767007,0.0006803209,0.0037039756,0.002268407,0.14121115,0.12707351,0.05343094,0.40827826],"study_design_scores_gemma":[0.0041641924,0.00020154222,0.084557846,0.00013209536,0.00007749061,0.000017483451,0.010716012,0.045519155,0.01496083,0.013272545,0.8257305,0.0006502892],"about_ca_topic_score_codex":0.00011712952,"about_ca_topic_score_gemma":0.003866967,"teacher_disagreement_score":0.7722996,"about_ca_system_score_codex":0.00021671534,"about_ca_system_score_gemma":0.0020034197,"threshold_uncertainty_score":0.9981893},"labels":[],"label_agreement":null},{"id":"W7069933245","doi":"","title":"McGill, Brian","year":2022,"lang":"en","type":"other","venue":"ResearchOnline (Glasgow Caledonian University)","topic":"Law in Society and Culture","field":"Social Sciences","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":"Work (physics); Natural (archaeology); Set (abstract data type); Perspective (graphical)","score_opus":0.02409036943759333,"score_gpt":0.2908697460319315,"score_spread":0.26677937659433815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7069933245","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":[0.00003168741,0.00037757755,0.0000034171683,0.0036597282,0.00031614906,0.00048370825,0.00093267957,0.00052066473,0.9936744],"genre_scores_gemma":[0.00008695541,0.0063080345,0.00035008998,0.00020884167,0.0011417433,0.0000025799263,0.00017002095,0.00023500039,0.99149674],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9963328,0.0008182389,0.00012569205,0.0006073243,0.0012851323,0.0008307881],"domain_scores_gemma":[0.9986535,0.00010767906,0.00013241777,0.0004923264,0.00009426513,0.00051985955],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005295507,0.00026224923,0.00034503138,0.00020217545,0.0018013805,0.00005512736,0.0013976422,0.0006151104,0.06814761],"category_scores_gemma":[0.00016929497,0.00029993005,0.00030620632,0.0016006563,0.000909744,0.00010795399,0.0005143691,0.0012181578,0.00049042155],"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":[0.000022055037,0.00010703056,0.00010532102,0.000042369098,0.0001192288,0.00038521196,0.0008834756,0.0000025696443,0.0000033149483,0.0816716,0.91477716,0.0018806449],"study_design_scores_gemma":[0.00046987354,0.000038789578,0.000012701503,0.0000473052,0.00003640982,0.0000016186541,0.0058938214,0.000003264074,6.745415e-7,0.00018661696,0.99296033,0.00034857896],"about_ca_topic_score_codex":0.0047518862,"about_ca_topic_score_gemma":0.022994883,"teacher_disagreement_score":0.08148499,"about_ca_system_score_codex":0.0009788325,"about_ca_system_score_gemma":0.00072642934,"threshold_uncertainty_score":0.9999453},"labels":[],"label_agreement":null},{"id":"W7070007325","doi":"","title":"Barrie, Peter","year":2012,"lang":"de","type":"other","venue":"ResearchOnline (Glasgow Caledonian University)","topic":"Fractal and DNA sequence analysis","field":"Biochemistry, Genetics and Molecular Biology","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":"Nucleofection; Gestational period; TSG101; Dysgeusia; Diafiltration; Liquation; Emperipolesis; Triacetin; Demotion","score_opus":0.011587926435897811,"score_gpt":0.241681449376775,"score_spread":0.23009352294087718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7070007325","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":[0.010234351,0.011789889,0.0008913654,0.0013645344,0.000881691,0.00092431105,0.0015354614,0.000107932836,0.9722705],"genre_scores_gemma":[0.04615379,0.010377562,0.0008657785,0.00019291916,0.0033898782,0.0000022811657,0.0017323627,0.00028834556,0.93699706],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99585164,0.00045288645,0.00033865232,0.0011979066,0.00070149044,0.0014574338],"domain_scores_gemma":[0.99698555,0.00005038476,0.00024970385,0.0012929834,0.00029034374,0.0011310016],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00034439613,0.0007108862,0.00068697147,0.0010175462,0.0003064082,0.00008803618,0.0012388921,0.0012271671,0.012528662],"category_scores_gemma":[0.00018663435,0.0007437062,0.00073642033,0.00096765126,0.00079257856,0.000022777233,0.00091762753,0.00096978905,0.0052945707],"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":[0.0051672244,0.0052333805,0.03543157,0.0027305477,0.016453814,0.009877434,0.00059019565,0.0001562446,0.24791612,0.00803526,0.57431805,0.09409015],"study_design_scores_gemma":[0.0009588247,0.0003188614,0.00030519377,0.00013847108,0.00036463916,0.000022908867,0.000117260264,0.000076920165,0.0012810021,0.000016178243,0.995573,0.00082676334],"about_ca_topic_score_codex":0.00017996127,"about_ca_topic_score_gemma":0.0006480457,"teacher_disagreement_score":0.4212549,"about_ca_system_score_codex":0.00021935953,"about_ca_system_score_gemma":0.0007176948,"threshold_uncertainty_score":0.9995014},"labels":[],"label_agreement":null},{"id":"W7073713142","doi":"","title":"Taking triple aim at the Triple Aim","year":2016,"lang":"en","type":"article","venue":"ResearchOnline (Glasgow Caledonian University)","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":1,"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":"Health care; Healthcare system; Face (sociological concept); Scarcity; Set (abstract data type); Resource (disambiguation)","score_opus":0.0730766975527862,"score_gpt":0.27929777748733253,"score_spread":0.20622107993454633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7073713142","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":[0.16226643,0.0019462218,0.019700289,0.30099204,0.001907117,0.0027493753,0.0024764834,0.0004559057,0.50750613],"genre_scores_gemma":[0.68461066,0.0015865564,0.00020118659,0.00066575175,0.00038390412,0.0000061735645,0.000018093016,0.00004161373,0.31248608],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978594,0.00014166253,0.00039376723,0.00059345504,0.00014963589,0.0008620577],"domain_scores_gemma":[0.9983445,0.00024257514,0.00026097958,0.0007404409,0.00007401443,0.00033747999],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010960245,0.0001954068,0.0003452179,0.0007235418,0.00059366657,0.000055305474,0.0007814323,0.00013774792,0.0021673634],"category_scores_gemma":[0.0005372347,0.0001549065,0.0002012367,0.0009389583,0.00026937813,0.00027155434,0.0006023978,0.00029692825,0.0022059525],"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":[0.0003867548,0.0002406807,0.018658737,0.000120867066,0.00020579787,0.0002366883,0.0005572326,0.000026831854,0.00012149985,0.89738375,0.030098496,0.051962636],"study_design_scores_gemma":[0.0016110063,0.00010101548,0.006576446,0.00003639557,0.000006307834,0.0000040137747,0.00012661875,0.00046063642,0.000055099998,0.002622419,0.9881737,0.00022630332],"about_ca_topic_score_codex":0.0024492333,"about_ca_topic_score_gemma":0.0031383012,"teacher_disagreement_score":0.9580752,"about_ca_system_score_codex":0.0009069446,"about_ca_system_score_gemma":0.00012274006,"threshold_uncertainty_score":0.9987448},"labels":[],"label_agreement":null},{"id":"W7073726335","doi":"","title":"Incidence, hospital admission rate, and health outcomes following stroke in Ayrshire and Arran.","year":2000,"lang":"en","type":"article","venue":"ResearchOnline (Glasgow Caledonian University)","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":1,"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":"Stroke (engine); Hospital admission; Incidence (geometry); Prospective cohort study; Acute stroke; Epidemiology; Ischemic stroke; Stratified sampling; Mortality rate; Barthel index","score_opus":0.013904782598643733,"score_gpt":0.23741875296204942,"score_spread":0.2235139703634057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7073726335","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":[0.9895489,0.00043456195,0.0000040469545,0.0068675675,0.000019506786,0.00014183522,0.000048062342,0.000027851522,0.0029076429],"genre_scores_gemma":[0.9928794,0.0008399781,0.00040466664,0.0001611633,0.000019936539,1.18589746e-7,0.00004518359,0.0000022599334,0.005647312],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9984943,0.00018284247,0.00016660587,0.00040814627,0.00026832506,0.00047973986],"domain_scores_gemma":[0.99909693,0.00018410734,0.000033121403,0.00012793427,0.000023117385,0.0005347839],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00042461668,0.00014920752,0.0003115077,0.0002844053,0.00023413479,0.000045535948,0.00020014249,0.00008490112,0.002166659],"category_scores_gemma":[0.00009427513,0.00011816098,0.000082051454,0.000659597,0.00016101493,0.00024200913,0.000049627048,0.0003362112,0.000039055583],"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":[0.000041870408,0.00003513122,0.959249,0.00001406634,0.000017344368,0.00019872109,0.00007494706,0.00007349025,0.000013872949,0.00002291826,0.000026839158,0.040231757],"study_design_scores_gemma":[0.00071090175,0.00021887146,0.99037683,0.000037476,0.000009087552,0.0000024362084,0.0002864089,0.0030056573,0.000006239712,0.0005379379,0.004650822,0.00015733352],"about_ca_topic_score_codex":0.005492929,"about_ca_topic_score_gemma":0.014168695,"teacher_disagreement_score":0.040074423,"about_ca_system_score_codex":0.000016266551,"about_ca_system_score_gemma":0.00008532815,"threshold_uncertainty_score":0.9987455},"labels":[],"label_agreement":null},{"id":"W7074612671","doi":"","title":"Social Workers as 'Strong Evaluators': rethinking moral sources and professional identity","year":2015,"lang":"en","type":"article","venue":"ResearchOnline (Glasgow Caledonian University)","topic":"Water Quality and Resources Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Individualism; Politics; Identity (music); Solidarity; Social work; Morality; Social practice; Social change","score_opus":0.12662843311815494,"score_gpt":0.3284970410158659,"score_spread":0.20186860789771097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7074612671","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":[0.97906387,0.00006217589,0.000050747185,0.0037600438,0.0001000923,0.00022046086,0.000011404448,0.0000696633,0.01666156],"genre_scores_gemma":[0.968769,0.00002649584,0.00053872133,0.00007257209,0.00020700111,0.0000011845331,0.0000110667315,0.000016480824,0.030357463],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9971301,0.0005424769,0.00016015972,0.00044610526,0.0011746275,0.0005465344],"domain_scores_gemma":[0.9992171,0.000088158,0.000077417164,0.00016494442,0.00004913375,0.00040327563],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011210048,0.00017938965,0.00022088356,0.0001604937,0.0009268879,0.00008124943,0.00045023076,0.00014976414,0.00024991005],"category_scores_gemma":[0.00016270552,0.00016447692,0.00008046753,0.000599514,0.0012161618,0.0005569818,0.0014666385,0.00052740885,0.00020935362],"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":[0.0006484147,0.00027909558,0.95826805,0.0000607457,0.00013043857,0.00033987444,0.023920564,0.00036606856,0.0002553387,0.0045133336,0.008290635,0.0029274418],"study_design_scores_gemma":[0.009495014,0.0009299909,0.44976497,0.0003253489,0.00024171529,0.00007610644,0.075393684,0.0049261036,0.0003794216,0.03186523,0.42460912,0.0019932815],"about_ca_topic_score_codex":0.0012760579,"about_ca_topic_score_gemma":0.0011178933,"teacher_disagreement_score":0.5085031,"about_ca_system_score_codex":0.00041677308,"about_ca_system_score_gemma":0.000109656394,"threshold_uncertainty_score":0.7128966},"labels":[],"label_agreement":null},{"id":"W7081440661","doi":"","title":"Navigating Co-Production: A Complexity-Informed Volunteer Ethnography of Social Enterprise Policy in Nova Scotia","year":2025,"lang":"en","type":"other","venue":"ResearchOnline (Glasgow Caledonian University)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","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":"Ethnography; Nova scotia; Social enterprise; Public policy; Social policy; Qualitative research","score_opus":0.03508499726408757,"score_gpt":0.3290444552679091,"score_spread":0.2939594580038215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7081440661","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":[0.0010877994,0.00011359174,0.0043141725,0.011573834,0.00033400126,0.0006749081,0.00021786577,0.00031456156,0.98136926],"genre_scores_gemma":[0.018811706,0.00019262376,0.016122714,0.0001397525,0.00090724917,0.0000020834962,0.00022404465,0.00006579524,0.96353406],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973699,0.00023152812,0.00036038214,0.00074276625,0.0005989558,0.000696485],"domain_scores_gemma":[0.99842393,0.000121158184,0.0003094698,0.0007173922,0.00026751863,0.00016054734],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00040406524,0.00033809306,0.00057342247,0.0015563499,0.00015305112,0.000050502233,0.0018494355,0.00043867875,0.0004825005],"category_scores_gemma":[0.00049177196,0.00039423702,0.00025017973,0.004009324,0.00077906315,0.00017123576,0.0009077859,0.0013308638,0.000040875304],"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":[0.0008139717,0.0026301574,0.051487785,0.011090481,0.0016396235,0.0020639296,0.015029342,0.00027890463,0.0014880444,0.17398731,0.6774227,0.06206774],"study_design_scores_gemma":[0.001534955,0.00007985729,0.0015076097,0.0017909427,0.000020167829,0.000011722644,0.0007225686,0.001015741,0.0003431905,0.00072123436,0.99166936,0.00058267027],"about_ca_topic_score_codex":0.004304623,"about_ca_topic_score_gemma":0.004533,"teacher_disagreement_score":0.31424662,"about_ca_system_score_codex":0.00025642774,"about_ca_system_score_gemma":0.0011591376,"threshold_uncertainty_score":0.9998509},"labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"other","about_ca_system":false,"about_ca_topic":true,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high"}],"label_agreement":"split"},{"id":"W7093750536","doi":"","title":"McGill, Brian","year":2022,"lang":"","type":"other","venue":"ResearchOnline (Glasgow Caledonian University)","topic":"","field":"","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":"Work (physics); Natural (archaeology); Set (abstract data type); Perspective (graphical)","score_opus":0.0248080467452877,"score_gpt":0.25838576456815066,"score_spread":0.23357771782286296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7093750536","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":[0.0022596407,0.0009474816,0.000029345721,0.0020491034,0.0010523663,0.004153864,0.034776017,0.0013663209,0.95336586],"genre_scores_gemma":[0.0024834857,0.0045735277,0.0012487255,0.00019195472,0.0018665066,0.000014321653,0.0023634585,0.0045761894,0.9826818],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.97481865,0.0062532835,0.0013347489,0.005359972,0.00647197,0.0057613607],"domain_scores_gemma":[0.98697954,0.0009896436,0.0013964218,0.0053375117,0.00093429425,0.0043625776],"candidate_categories":["metaepi_narrow","bibliometrics","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.002635854,0.002824162,0.0029674566,0.01580031,0.0043010917,0.00031174842,0.008535603,0.0020325058,0.47052005],"category_scores_gemma":[0.0012913796,0.0038367559,0.0019834898,0.015463604,0.0033156408,0.0007984712,0.009496673,0.00978848,0.0763427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0075049554,0.0074843667,0.0039985846,0.001973843,0.006680719,0.0642821,0.00054356107,0.0012566313,0.0019364953,0.04496784,0.8281959,0.031174952],"study_design_scores_gemma":[0.008195302,0.0011935655,0.00055089593,0.000521684,0.00070223457,0.00020939902,0.001651459,0.0014068979,0.00003627082,0.00010019791,0.9820242,0.0034078716],"about_ca_topic_score_codex":0.002116145,"about_ca_topic_score_gemma":0.006562592,"teacher_disagreement_score":0.39417735,"about_ca_system_score_codex":0.01390153,"about_ca_system_score_gemma":0.004744456,"threshold_uncertainty_score":0.99939674},"labels":[],"label_agreement":null},{"id":"W7094768619","doi":"","title":"McGill, Brian","year":2022,"lang":"","type":"other","venue":"ResearchOnline (Glasgow Caledonian University)","topic":"","field":"","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":"Work (physics); Natural (archaeology); Set (abstract data type); Perspective (graphical)","score_opus":0.0248080467452877,"score_gpt":0.25838576456815066,"score_spread":0.23357771782286296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7094768619","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":[0.0022596407,0.0009474816,0.000029345721,0.0020491034,0.0010523663,0.004153864,0.034776017,0.0013663209,0.95336586],"genre_scores_gemma":[0.0024834857,0.0045735277,0.0012487255,0.00019195472,0.0018665066,0.000014321653,0.0023634585,0.0045761894,0.9826818],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.97481865,0.0062532835,0.0013347489,0.005359972,0.00647197,0.0057613607],"domain_scores_gemma":[0.98697954,0.0009896436,0.0013964218,0.0053375117,0.00093429425,0.0043625776],"candidate_categories":["metaepi_narrow","bibliometrics","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.002635854,0.002824162,0.0029674566,0.01580031,0.0043010917,0.00031174842,0.008535603,0.0020325058,0.47052005],"category_scores_gemma":[0.0012913796,0.0038367559,0.0019834898,0.015463604,0.0033156408,0.0007984712,0.009496673,0.00978848,0.0763427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0075049554,0.0074843667,0.0039985846,0.001973843,0.006680719,0.0642821,0.00054356107,0.0012566313,0.0019364953,0.04496784,0.8281959,0.031174952],"study_design_scores_gemma":[0.008195302,0.0011935655,0.00055089593,0.000521684,0.00070223457,0.00020939902,0.001651459,0.0014068979,0.00003627082,0.00010019791,0.9820242,0.0034078716],"about_ca_topic_score_codex":0.002116145,"about_ca_topic_score_gemma":0.006562592,"teacher_disagreement_score":0.39417735,"about_ca_system_score_codex":0.01390153,"about_ca_system_score_gemma":0.004744456,"threshold_uncertainty_score":0.99939674},"labels":[],"label_agreement":null}]}