{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":15,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":15,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"query_hash":"58aa5719c973","filters":{"topic":"Professional Masters Programs Analysis"}},"results":[{"id":"W15037915","doi":"10.4018/978-1-59140-890-1.ch003","title":"The Learning Landscape","year":2006,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Professional Masters Programs Analysis","field":"Decision Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Affordance; Variety (cybernetics); Context (archaeology); Knowledge management; Computer science; Conceptual framework; Work (physics); Mathematics education; Pedagogy; Engineering; Sociology; Psychology; Human–computer interaction","retraction":null,"screen_n_in":null,"score":{"opus":0.05425566956567514,"gpt":0.3422693255118352,"spread":0.2880136559461601,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00165401,0.0004092047,0.0005779137,0.0001187,0.000720075,0.0008269338,0.001614586,0.0003984316,0.0002143141],"category_scores_gemma":[0.0004660921,0.0002305171,0.0006215436,0.0000845774,0.0002426262,0.000058818,0.0006184558,0.0006575843,0.002301935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001082668,"about_ca_system_score_gemma":0.0001881643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006168107,"about_ca_topic_score_gemma":0.0003309801,"domain_scores_codex":[0.9951319,0.0001261941,0.0009236532,0.0007578659,0.002598139,0.0004622324],"domain_scores_gemma":[0.9967715,0.0008940043,0.0007527839,0.0009954615,0.0004273255,0.0001589098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002821709,0.000003769879,0.000537269,0.000001637247,0.00008383118,0.00004148651,0.0000133472,0.0000621352,0.000001106997,0.823615,0.05965685,0.1159553],"study_design_scores_gemma":[0.00009140844,0.00002800361,0.0001018474,0.00003274896,0.00004526588,0.000009462847,0.00004420117,0.0001529914,7.906704e-7,0.4909328,0.5083739,0.0001866469],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009184521,0.00128289,0.0003742362,0.0004076375,0.000589474,0.0001876824,0.00002675858,0.0001017411,0.9969378],"genre_scores_gemma":[0.1402862,0.000003774726,0.00011773,0.0002158722,0.0003484398,0.00001049125,0.000004169601,0.0000294327,0.8589839],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.448717,"threshold_uncertainty_score":0.9984749,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2141317984","doi":"10.5380/psi.v15i0.25373","title":"Avaliação e Reabilitação Neuropsicológica: Desenvolvimento Histórico e Perspectivas Atuais","year":2011,"lang":"pt","type":"article","venue":"Interação em Psicologia","topic":"Professional Masters Programs Analysis","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.2205293642310729,"gpt":0.3761721469599701,"spread":0.1556427827288972,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.004498527,0.001435535,0.002067038,0.001470116,0.0008623949,0.001086443,0.005147219,0.0009431794,0.03402467],"category_scores_gemma":[0.006064157,0.001136715,0.001758459,0.004107102,0.001090328,0.001394042,0.003143536,0.001870712,0.01156328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001210822,"about_ca_system_score_gemma":0.0005002461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006496632,"about_ca_topic_score_gemma":0.0003843847,"domain_scores_codex":[0.9853429,0.002554816,0.003094158,0.00364217,0.003226004,0.002139976],"domain_scores_gemma":[0.9893664,0.002348411,0.001616425,0.003588195,0.00198314,0.001097408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00448685,0.01371697,0.1571579,0.0002099065,0.003235463,0.003163164,0.174179,0.00003258249,0.01052531,0.01276333,0.2626127,0.3579168],"study_design_scores_gemma":[0.01143696,0.02116205,0.2990636,0.002234871,0.004491081,0.0008308171,0.420877,0.02301037,0.01120096,0.09401076,0.09907893,0.01260269],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9405515,0.003570564,0.004527444,0.003244611,0.01090386,0.002382111,0.0001448799,0.0007419598,0.03393303],"genre_scores_gemma":[0.9425711,0.00007785915,0.003590174,0.002209388,0.0002573301,0.0002364493,0.00001709905,0.0001438334,0.05089676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3453141,"threshold_uncertainty_score":0.9999505,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386465801","doi":"10.5195/ie.2023.333","title":"Pilot Testing as a Strategy to Develop Interview and Questionnaire Skills for Scholar Practitioners","year":2023,"lang":"en","type":"article","venue":"Impacting Education Journal on Transforming Professional Practice","topic":"Professional Masters Programs Analysis","field":"Decision Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Medical education; Data collection; Psychology; Asynchronous communication; Reliability (semiconductor); Process (computing); Computer science; Applied psychology; Medicine; Sociology","retraction":null,"screen_n_in":null,"score":{"opus":0.1690277997573133,"gpt":0.5073232071805605,"spread":0.3382954074232472,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02397061,0.0003495252,0.0004303249,0.001335681,0.002344819,0.001302791,0.0005851882,0.0001184013,0.0001003419],"category_scores_gemma":[0.2230541,0.0002607616,0.0001362224,0.004312107,0.0000584396,0.004619803,0.00009245454,0.001460713,0.0004009876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003186633,"about_ca_system_score_gemma":0.004768426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000513347,"about_ca_topic_score_gemma":0.00001240874,"domain_scores_codex":[0.9937102,0.001537845,0.001450109,0.0006863316,0.001974655,0.0006408661],"domain_scores_gemma":[0.9778339,0.01474813,0.001345336,0.0003457695,0.004737644,0.0009891699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005733796,0.0007506352,0.001001431,0.00006460289,0.0001129244,0.00001779931,0.003965635,0.0003658814,0.001920374,0.001444668,0.00936014,0.9804226],"study_design_scores_gemma":[0.006145329,0.01281112,0.07697265,0.02258781,0.0009802339,0.008605948,0.2536083,0.001831776,0.003511851,0.1453702,0.4640113,0.003563454],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8496078,0.0003950048,0.01082199,0.1290991,0.005942369,0.001843324,0.00002168855,0.0002424157,0.002026351],"genre_scores_gemma":[0.9599609,0.00006065471,0.02762178,0.007760916,0.0005568573,0.0002117225,0.0000169421,0.00005756236,0.003752709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9768591,"threshold_uncertainty_score":0.9999844,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7108464561","doi":"10.14749/30773750","title":"South African National Survey of Research and Experimental Development sector results and trends: higher education sector R&D at a glance 2020/21. Fact sheet 45","year":2025,"lang":"en","type":"article","venue":"Human Science Research Council SA","topic":"Professional Masters Programs Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Higher education; Workforce; Fact sheet; Quarter (Canadian coin); Further education; Workforce development","retraction":null,"screen_n_in":null,"score":{"opus":0.5804823495618117,"gpt":0.5358071088762963,"spread":0.04467524068551532,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.09286419,0.0001969658,0.0003781872,0.002036248,0.00222834,0.0008556785,0.001633665,0.00009843311,0.0006476296],"category_scores_gemma":[0.01564461,0.0001488597,0.00004371923,0.009785687,0.004001125,0.0006331777,0.00191567,0.0004798057,0.000043319],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004157057,"about_ca_system_score_gemma":0.01130542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001398001,"about_ca_topic_score_gemma":0.003718743,"domain_scores_codex":[0.9734609,0.001288989,0.0008728802,0.001548858,0.02193587,0.000892472],"domain_scores_gemma":[0.9785569,0.002867131,0.0002258026,0.0007105399,0.01722887,0.0004108118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004821724,0.0034594,0.4099897,0.0002035703,0.0002581991,0.00002819551,0.05621048,0.00004505832,0.1537293,0.01676299,0.2815822,0.07290912],"study_design_scores_gemma":[0.0007581486,0.0002485013,0.9725931,0.0001340074,0.000002325595,0.000002241813,0.004200914,0.0002566882,0.003198474,0.00380343,0.01458915,0.0002130297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702271,0.0009494215,0.000004523286,0.0007627787,0.0001784599,0.0003225549,0.00008787299,0.00001763465,0.02744972],"genre_scores_gemma":[0.9626253,0.000009039181,0.000365778,0.00003687966,0.00005287859,0.00009919071,0.00001426508,0.000008475485,0.03678825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5626034,"threshold_uncertainty_score":0.9996658,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7108464430","doi":"10.14749/30777812","title":"South African National Survey of Research and Experimental Development: key sector results and trends: higher education sector R&D at a glance. Fact sheet 30","year":2025,"lang":"en","type":"article","venue":"Human Science Research Council SA","topic":"Professional Masters Programs Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Fact sheet; Higher education; Quarter (Canadian coin); Key (lock); Private sector; Public sector","retraction":null,"screen_n_in":null,"score":{"opus":0.6088121141055396,"gpt":0.5343990960658981,"spread":0.07441301803964151,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.09110842,0.0001950427,0.0003772136,0.002621818,0.002388285,0.0009159013,0.0016017,0.000101078,0.00100464],"category_scores_gemma":[0.01574414,0.0001471378,0.00004292118,0.009350607,0.004320119,0.0006727974,0.001805504,0.0004644176,0.0000578636],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003689077,"about_ca_system_score_gemma":0.01101982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001430248,"about_ca_topic_score_gemma":0.002375355,"domain_scores_codex":[0.9738062,0.001236915,0.0008575399,0.001476337,0.02172045,0.0009025359],"domain_scores_gemma":[0.9779576,0.002895179,0.0002210008,0.0006790047,0.01785321,0.0003940125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004623923,0.003780487,0.4301417,0.000236639,0.0003040395,0.00002492616,0.09625059,0.00003688979,0.1410881,0.03472214,0.2124794,0.07631116],"study_design_scores_gemma":[0.0008909418,0.0002563825,0.9663284,0.0001469491,0.00000255968,0.00000185077,0.005208137,0.0002337229,0.00315965,0.005500131,0.01804321,0.0002280794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9536938,0.0008221001,0.000004208798,0.0004900274,0.0001602151,0.0002981146,0.00008670938,0.00001898477,0.04442584],"genre_scores_gemma":[0.9692425,0.00000715532,0.0002962387,0.00003379787,0.00004927648,0.00008773543,0.00001423441,0.000008896399,0.03026022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5361867,"threshold_uncertainty_score":0.9999086,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7001491167","doi":"","title":"La dÃ©termination de la peine dans le contexte de la Loi sur le systÃ¨me de justice pÃ©nale pour les adolescents","year":2010,"lang":"fr","type":"other","venue":"Library and Archives Canada (Government of Canada)","topic":"Professional Masters Programs Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Economic Justice; Jurisprudence; Citizenship; Social justice","retraction":null,"screen_n_in":null,"score":{"opus":0.007648561387865265,"gpt":0.2185602179404862,"spread":0.2109116565526209,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004278831,0.0004353081,0.0006209021,0.0001143948,0.000526066,0.0002270675,0.00100046,0.0002915781,0.000383165],"category_scores_gemma":[0.0002127459,0.0004093199,0.0001356808,0.0002083248,0.0007734973,0.0004442043,0.000388574,0.0007702303,7.976585e-8],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007391367,"about_ca_system_score_gemma":0.01228257,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03362888,"about_ca_topic_score_gemma":0.1153287,"domain_scores_codex":[0.9935647,0.001924917,0.0006279902,0.0005918972,0.002673205,0.0006173057],"domain_scores_gemma":[0.9950244,0.003257918,0.0006675114,0.000438737,0.000005996364,0.000605366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001037301,0.0008957251,0.2627738,0.002236779,0.0006617794,0.001843224,0.001582284,0.0005580393,0.1175447,0.2026499,0.01091275,0.3973038],"study_design_scores_gemma":[0.002562616,0.0001157214,0.3877209,0.003385155,0.000559383,0.000253092,0.02367345,0.03089885,0.0226234,0.01067236,0.5162498,0.001285299],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2176773,0.001640088,0.009801942,0.006355835,0.0004736205,0.0004220079,0.0005921238,0.00002939954,0.7630077],"genre_scores_gemma":[0.697843,0.0001584691,0.003852422,0.0006016006,0.0001386748,0.00001337918,0.000008888725,0.00007053533,0.2973131],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.505337,"threshold_uncertainty_score":0.9998358,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7006444124","doi":"","title":"This is the greatest reddit of all time","year":2021,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Professional Masters Programs Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Code (set theory); Key (lock); Government (linguistics)","retraction":null,"screen_n_in":null,"score":{"opus":0.02494492313383854,"gpt":0.2654377716147144,"spread":0.2404928484808758,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00141095,0.0003424419,0.0007875253,0.0001725748,0.00007926349,0.0001310766,0.001418915,0.0004187034,0.9093896],"category_scores_gemma":[0.001133576,0.0002200627,0.0005168793,0.00005947344,0.0003137052,3.281962e-7,0.000407426,0.000319746,0.03768464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003146038,"about_ca_system_score_gemma":0.00006992619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003551988,"about_ca_topic_score_gemma":0.0004300756,"domain_scores_codex":[0.9955915,0.0002954098,0.001422136,0.0003555152,0.002038565,0.0002969267],"domain_scores_gemma":[0.995243,0.0009377358,0.001839447,0.001201116,0.0006628023,0.0001159048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003051228,0.00003915487,0.000007397964,0.0000747802,0.000174419,0.00001137661,0.0002584245,0.00002037758,0.000001051168,0.00001675356,0.9932634,0.006102398],"study_design_scores_gemma":[0.0002124778,0.00007080234,0.000009431761,0.0002738804,0.0001090301,0.00003109895,0.0001832048,0.0000783408,0.00001924945,0.00007473503,0.9987149,0.000222889],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002629322,0.0008757872,3.699819e-7,0.001651983,0.0002255757,0.0003146089,0.0002060961,0.00004693222,0.9966524],"genre_scores_gemma":[0.0002583175,0.0001362328,0.001022057,0.0008798774,0.0001052924,0.0000121694,0.000127581,0.0000699278,0.9973885],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.871705,"threshold_uncertainty_score":0.9630646,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W30119000","doi":"10.1016/j.jpba.2018.08.013","title":"Science and technology policies and structures in Southern Africa : a discussion of the concept of national system of innovation with reference to Malawi, Namibia and South Africa","year":2004,"lang":"en","type":"dissertation","venue":"Journal of Pharmaceutical and Biomedical Analysis","topic":"Professional Masters Programs Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Division of Human Resource Development; National Commission for Science and Technology; National Research Foundation; International Development Research Centre; Foundation for Research, Science and Technology","keywords":"Political science; Geography; Innovation system; Economic growth; Regional science; Economy; Development economics; Economics","retraction":null,"screen_n_in":null,"score":{"opus":0.06409891063292324,"gpt":0.3969422258925537,"spread":0.3328433152596305,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002645306,0.0001831225,0.0008905833,0.004169186,0.0001133294,0.0000544703,0.0004747194,0.0001967437,0.00001732125],"category_scores_gemma":[0.001707812,0.0000763479,0.00007193066,0.01346631,0.002017699,0.0001245151,0.0002354455,0.0003751416,8.816882e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005540386,"about_ca_system_score_gemma":0.0005841396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003547295,"about_ca_topic_score_gemma":0.00005387775,"domain_scores_codex":[0.9949787,0.0001414557,0.001457348,0.0003512816,0.002878677,0.0001925206],"domain_scores_gemma":[0.9954687,0.000264476,0.001578717,0.000140997,0.002370876,0.0001762818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.005189801,0.001457749,0.2692593,0.002130123,0.00513896,0.00005292202,0.09036192,0.0003294359,0.2871669,0.1055841,0.0001045771,0.2332243],"study_design_scores_gemma":[0.009100929,0.004180433,0.4037011,0.00755381,0.009390987,0.0002389585,0.4617699,0.011014,0.02227039,0.06707016,0.002056882,0.001652441],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967065,0.0008106163,0.0001878773,0.001952494,0.00003075414,0.0001310969,0.00008352103,0.000002350297,0.00009476117],"genre_scores_gemma":[0.9991929,0.00001914043,0.0006438824,0.00001828643,0.00001302652,0.000002113567,0.000004134863,0.000004426988,0.0001021002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.371408,"threshold_uncertainty_score":0.7434298,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7026602420","doi":"","title":"Analysing the antecedents of graduate labour immobility in South Africa","year":2023,"lang":"en","type":"dissertation","venue":"Boloka Institutional Repository (North-west University)","topic":"Professional Masters Programs Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Casual; Unemployment; Government (linguistics); Work (physics); Quarter (Canadian coin); Human resources; Variety (cybernetics); Higher education","retraction":null,"screen_n_in":null,"score":{"opus":0.1015839152224214,"gpt":0.3213399668455698,"spread":0.2197560516231484,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001208932,0.0004147937,0.000822935,0.002142135,0.001038725,0.0001680885,0.00215666,0.0003175139,0.00003664443],"category_scores_gemma":[0.001418169,0.0003209529,0.0006830397,0.006974097,0.0005637769,0.0005233621,0.0003823782,0.0008112367,0.0001254549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00047203,"about_ca_system_score_gemma":0.001449138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001099552,"about_ca_topic_score_gemma":0.008398248,"domain_scores_codex":[0.9935861,0.0006877165,0.001274172,0.001102066,0.002904648,0.0004453363],"domain_scores_gemma":[0.9952654,0.0007482037,0.001434712,0.001054044,0.001328998,0.0001686474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002146059,0.001203619,0.9293473,0.0002923377,0.001478106,0.003393186,0.02064632,0.02083684,0.002060905,0.01114757,0.0003845381,0.007063262],"study_design_scores_gemma":[0.0003842387,0.00004608145,0.9818295,0.0001929995,0.0002413337,0.000006635015,0.01339101,0.0003416071,0.0001503737,0.000718835,0.002348735,0.0003486999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921147,0.0001392255,0.00006835667,0.00005834483,0.001282668,0.0003642099,0.0001329005,0.00006304225,0.005776517],"genre_scores_gemma":[0.9580773,0.00002027286,0.00006865012,0.0000100384,0.00008432418,0.000005872019,0.000255298,0.00001966948,0.04145863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05248218,"threshold_uncertainty_score":0.9999242,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7104723682","doi":"10.1590/s1413-24782025300108","title":"Certificados de proficiência em língua inglesa podem ser uma barreira para pretos e pardos acessarem a pós-graduação no Brasil","year":2025,"lang":"","type":"article","venue":"Revista Brasileira de Educação","topic":"Professional Masters Programs Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Process (computing); Knowledge production","retraction":null,"screen_n_in":null,"score":{"opus":0.07797080585913885,"gpt":0.392343297176182,"spread":0.3143724913170432,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.01151842,0.002631542,0.004217222,0.002400789,0.002388514,0.006308253,0.00786207,0.001952527,0.004705675],"category_scores_gemma":[0.02002375,0.00239243,0.002700082,0.01073584,0.00114633,0.002018248,0.002541714,0.003672769,0.003706472],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002371124,"about_ca_system_score_gemma":0.009886366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003239529,"about_ca_topic_score_gemma":0.0001421292,"domain_scores_codex":[0.9740964,0.005053996,0.00602699,0.005241111,0.004955997,0.004625498],"domain_scores_gemma":[0.9807929,0.004675589,0.002869956,0.005574888,0.003699329,0.002387384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001497705,0.003258587,0.7323154,0.002504617,0.001919463,0.0004273356,0.009909316,0.0001819606,0.005763698,0.005492657,0.06078751,0.1759417],"study_design_scores_gemma":[0.008748257,0.001899688,0.6662748,0.0250889,0.006918019,0.0005677219,0.08076761,0.09078873,0.008738531,0.01048459,0.08768437,0.01203882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9446107,0.01643453,0.02085221,0.004512006,0.004331403,0.004892136,0.0003787151,0.0005999017,0.003388431],"genre_scores_gemma":[0.9574522,0.000409931,0.007440601,0.004876968,0.00111487,0.0008637288,0.00009615162,0.0002822482,0.02746334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1639029,"threshold_uncertainty_score":0.9993432,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4238543257","doi":"10.4018/978-1-60566-952-2.ch011","title":"The Case of Global Technology in South Africa","year":2010,"lang":"en","type":"book-chapter","venue":"Advances in information security, privacy, and ethics book series","topic":"Professional Masters Programs Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Globalization; Information and Communications Technology; Developing country; Context (archaeology); Political science; Development economics; Economic growth; Digital divide; Economics; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.04402746735522797,"gpt":0.3667491034933745,"spread":0.3227216361381466,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003790732,0.0003236305,0.0006208991,0.0005917389,0.0003996943,0.0002531432,0.001073917,0.001110026,0.00005132443],"category_scores_gemma":[0.004380479,0.0002229811,0.000118803,0.0005134504,0.00194673,0.004132622,0.001186162,0.002228142,0.00003343549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007261185,"about_ca_system_score_gemma":0.0002997579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002254849,"about_ca_topic_score_gemma":0.003499842,"domain_scores_codex":[0.9964508,0.0001047402,0.00176973,0.0003357166,0.001016306,0.0003227121],"domain_scores_gemma":[0.9954545,0.00150912,0.001329199,0.0008547669,0.0007755357,0.00007686661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008914967,0.00000892695,0.0009536351,0.00007915978,0.00001552957,0.00003989217,0.01946607,0.000009849609,4.363183e-7,0.9517823,0.00003786216,0.02751715],"study_design_scores_gemma":[0.0001554001,0.0000412132,0.00002500959,0.00009895352,0.000009311212,0.00007381535,0.005911914,0.00004456141,0.000007681633,0.594251,0.3992327,0.0001484602],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01203057,0.09723343,0.001611467,0.03552655,0.003581407,0.002765577,0.0008383626,0.0002606417,0.846152],"genre_scores_gemma":[0.9653873,0.0204144,0.002687905,0.0005984012,0.00008293938,0.00008583045,0.00003202203,0.00002737349,0.01068378],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9533568,"threshold_uncertainty_score":0.9680293,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2477762020","doi":"10.4018/978-1-60566-952-6.ch011","title":"The Case of Global Technology in South Africa","year":2010,"lang":"en","type":"book-chapter","venue":"Advances in information security, privacy, and ethics book series","topic":"Professional Masters Programs Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Globalization; Information and Communications Technology; Developing country; Context (archaeology); Political science; Development economics; Economic growth; Digital divide; Economics; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.04402746735522797,"gpt":0.3667491034933745,"spread":0.3227216361381466,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003790732,0.0003236305,0.0006208991,0.0005917389,0.0003996943,0.0002531432,0.001073917,0.001110026,0.00005132443],"category_scores_gemma":[0.004380479,0.0002229811,0.000118803,0.0005134504,0.00194673,0.004132622,0.001186162,0.002228142,0.00003343549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007261185,"about_ca_system_score_gemma":0.0002997579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002254849,"about_ca_topic_score_gemma":0.003499842,"domain_scores_codex":[0.9964508,0.0001047402,0.00176973,0.0003357166,0.001016306,0.0003227121],"domain_scores_gemma":[0.9954545,0.00150912,0.001329199,0.0008547669,0.0007755357,0.00007686661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008914967,0.00000892695,0.0009536351,0.00007915978,0.00001552957,0.00003989217,0.01946607,0.000009849609,4.363183e-7,0.9517823,0.00003786216,0.02751715],"study_design_scores_gemma":[0.0001554001,0.0000412132,0.00002500959,0.00009895352,0.000009311212,0.00007381535,0.005911914,0.00004456141,0.000007681633,0.594251,0.3992327,0.0001484602],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01203057,0.09723343,0.001611467,0.03552655,0.003581407,0.002765577,0.0008383626,0.0002606417,0.846152],"genre_scores_gemma":[0.9653873,0.0204144,0.002687905,0.0005984012,0.00008293938,0.00008583045,0.00003202203,0.00002737349,0.01068378],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9533568,"threshold_uncertainty_score":0.9680293,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6990187117","doi":"","title":"Dataset for: “Shifts in habitat use and demography of American lobsters in coastal Maine (USA) over the past quarter century”","year":2024,"lang":"en","type":"article","venue":"DigitalCommons (California Polytechnic State University)","topic":"Professional Masters Programs Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quadrat; Habitat; Quarter (Canadian coin); Sampling (signal processing); Benthic habitat; Foraging; Kelp forest; Fishing","retraction":null,"screen_n_in":null,"score":{"opus":0.03562791892153979,"gpt":0.2933840381478995,"spread":0.2577561192263597,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007494002,0.0002461814,0.000448431,0.002343643,0.00008676161,0.0003478069,0.0008116033,0.00006323554,0.00001441773],"category_scores_gemma":[0.000180117,0.0001780007,0.0002250322,0.004741353,0.000758246,0.0009426256,0.0005573616,0.0002617677,0.00001502248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007962053,"about_ca_system_score_gemma":0.0000598019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000560204,"about_ca_topic_score_gemma":0.01151536,"domain_scores_codex":[0.99757,0.0001892032,0.0005836079,0.000602856,0.0005969407,0.0004574025],"domain_scores_gemma":[0.9966943,0.002217964,0.0002195125,0.0006501538,0.00007433929,0.0001437039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004522399,0.0002610118,0.935649,0.0000407938,0.0001551392,0.0002386424,0.0003488254,0.0001456997,0.0001197086,0.004324061,0.009928322,0.04833652],"study_design_scores_gemma":[0.001990833,0.0004464375,0.6129749,0.0003449169,0.0001416144,0.00001508943,0.01077626,0.006380184,0.00003045796,0.006478026,0.3596067,0.0008145688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710947,0.0001251058,0.0030322,0.001377661,0.00008084103,0.0004784655,0.02350287,0.00003341949,0.000274786],"genre_scores_gemma":[0.9989431,0.00005720502,0.0003503337,0.0001143586,0.00000689294,0.000004765213,0.0004501582,0.00001534291,0.00005784768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3496784,"threshold_uncertainty_score":0.7258658,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6926925075","doi":"10.25549/webster-c100-13262","title":"Sourcebook of Criminal Justice Statistics, 1990, 1991","year":2021,"lang":"en","type":"dataset","venue":"University of Southern California Digital Library","topic":"Professional Masters Programs Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Commission; Criminal justice; Law enforcement; Economic Justice; Newspaper; Criminal justice ethics; Criminal law","retraction":null,"screen_n_in":null,"score":{"opus":0.03407576901134647,"gpt":0.2579972391632772,"spread":0.2239214701519307,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003221732,0.0003365225,0.0009100233,0.0005449326,0.0001540739,0.0002321344,0.001980244,0.0003064878,0.00945881],"category_scores_gemma":[0.0006563104,0.0003039771,0.0004927252,0.0006320468,0.0006795277,0.0003810509,0.001648151,0.0003908749,0.008106411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002784707,"about_ca_system_score_gemma":0.000395384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001653373,"about_ca_topic_score_gemma":0.00002268234,"domain_scores_codex":[0.9962534,0.0002058396,0.0007842582,0.0006660068,0.001783727,0.0003067316],"domain_scores_gemma":[0.9961115,0.001118382,0.001193196,0.0009904476,0.0003236889,0.0002627644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001644313,0.0001938081,0.0004361969,0.0002620162,0.0001533381,0.000197775,0.0001092442,0.00001525234,0.000001711698,0.00001375261,0.9938576,0.004594852],"study_design_scores_gemma":[0.0002680942,0.00004916745,0.00000906427,0.0001799795,0.0007273412,0.000005861489,0.01699383,0.00006087664,0.000005973123,0.001473786,0.9799401,0.0002859708],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0006291324,0.0001814554,0.0008371168,0.00009687382,0.00008697687,0.0001164742,0.9972138,0.0000257121,0.0008124629],"genre_scores_gemma":[0.0003800203,0.00003483158,0.00194271,0.0001025212,0.0000788186,1.622522e-7,0.9926143,0.00002467246,0.004821927],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01688459,"threshold_uncertainty_score":0.9999412,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7108467334","doi":"10.14749/30775475","title":"South African National Survey of Research and Experimental Development: key sector results and trends: higher education sector R&D at a glance. Fact sheet 39","year":2025,"lang":"en","type":"article","venue":"Human Science Research Council SA","topic":"Professional Masters Programs Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Higher education; Fact sheet; Workforce; Government (linguistics); Quarter (Canadian coin); Further education; Overtaking","retraction":null,"screen_n_in":null,"score":{"opus":0.6096662955141038,"gpt":0.5344203734387086,"spread":0.07524592207539516,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.09150878,0.0001955778,0.0003783067,0.002782053,0.002392504,0.0009260454,0.001616403,0.0001016024,0.0006839599],"category_scores_gemma":[0.0161262,0.000147497,0.00004411415,0.01005877,0.004338876,0.0007103641,0.001823434,0.000467464,0.00004378194],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003719768,"about_ca_system_score_gemma":0.01111632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001524427,"about_ca_topic_score_gemma":0.003351429,"domain_scores_codex":[0.9737316,0.001239008,0.0008597541,0.00148017,0.02178384,0.0009056744],"domain_scores_gemma":[0.9778704,0.002964679,0.0002219551,0.0006824672,0.01786502,0.0003954743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00519801,0.003609712,0.4570704,0.0002225716,0.0002877828,0.00002334679,0.08641877,0.00003488699,0.1631736,0.03354606,0.1784659,0.07194895],"study_design_scores_gemma":[0.0008674297,0.0002511544,0.9667909,0.0001433719,0.000002518895,0.000002030161,0.004780705,0.0002287423,0.00339017,0.005524547,0.01779592,0.0002225408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9552827,0.0008258771,0.000004214771,0.0005445079,0.000167631,0.0002986538,0.00008824988,0.00001900072,0.04276919],"genre_scores_gemma":[0.9652314,0.000007124764,0.0003340484,0.00003411892,0.00004910847,0.00008607352,0.00001529052,0.000008858095,0.03423397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5097204,"threshold_uncertainty_score":0.9989063,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}