{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"3826bbe7ce45","filters":{"venue":"Australian Data Archive"}},"results":[{"id":"W6889815037","doi":"10.26193/1u0hni","title":"Australian Survey of Social Attitudes, 2018","year":2019,"lang":"en","type":"dataset","venue":"Australian Data Archive","topic":"","field":"","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); General Social Survey; Survey data collection; Theme (computing); Survey research; Survey methodology; European Social Survey","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.2089227553820147,"gpt":0.3984727884294625,"spread":0.1895500330474478,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002328911,0.00136089,0.002105781,0.0007778468,0.0002205031,0.0002067487,0.01050071,0.0009152671,0.006233684],"category_scores_gemma":[0.0007487013,0.001443964,0.0002959807,0.0008799066,0.001361783,0.0007972696,0.004187632,0.002212659,0.04832305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001443399,"about_ca_system_score_gemma":0.0009595805,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05536448,"about_ca_topic_score_gemma":0.03959616,"domain_scores_codex":[0.9909018,0.00163937,0.001697285,0.002485043,0.001614492,0.001661971],"domain_scores_gemma":[0.988214,0.0005063297,0.001878692,0.008718696,0.0002274445,0.0004548866],"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":[0.0002388527,0.0004952733,0.001437648,0.0008618365,0.001071714,0.00008341287,0.00005430524,0.000004503588,0.0001549906,0.00002057054,0.995521,0.00005587385],"study_design_scores_gemma":[0.0008124696,0.0001495812,0.1998446,0.0002293022,0.0005102567,0.00002075464,0.00002271953,0.000001733209,0.00002460475,0.0000199057,0.7972525,0.001111499],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001560882,0.00001531674,0.000001899964,0.0001618,0.001137189,0.001199454,0.9970666,0.00008040392,0.000181221],"genre_scores_gemma":[0.0004699584,0.00004932996,0.0004566784,0.00005571386,0.0006217576,0.00002334014,0.99259,0.0002538145,0.005479431],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.198407,"threshold_uncertainty_score":0.9999142,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6891546731","doi":"10.4225/87/t5bnz7","title":"Australian Survey of Social Attitudes, 2015","year":2021,"lang":"en","type":"dataset","venue":"Australian Data Archive","topic":"","field":"","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); General Social Survey; Theme (computing); Survey data collection; Survey research; Survey methodology; Social research","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1720043609850521,"gpt":0.4057016843738519,"spread":0.2336973233887998,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.00236445,0.00128886,0.002098005,0.0006423942,0.0002627184,0.0002717325,0.008368899,0.0008419559,0.007353407],"category_scores_gemma":[0.001329595,0.001430963,0.0003098066,0.001210494,0.00128132,0.0006682592,0.004798565,0.002341308,0.01001829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001898463,"about_ca_system_score_gemma":0.001520128,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0593189,"about_ca_topic_score_gemma":0.09500916,"domain_scores_codex":[0.9902059,0.002303217,0.001727046,0.002518145,0.001685144,0.00156051],"domain_scores_gemma":[0.9892038,0.0004640169,0.001562487,0.007797972,0.0004008777,0.0005708805],"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":[0.0001333835,0.0006303547,0.0007554991,0.0006869828,0.001211701,0.0004268307,0.00005518121,0.000002819163,0.0001855773,0.00001487997,0.9958217,0.00007506814],"study_design_scores_gemma":[0.000723308,0.00007986095,0.1443848,0.0002830066,0.0005955823,0.00004464611,0.00005101841,0.000001009339,0.00005056562,0.00002753369,0.8526402,0.0011185],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001124335,0.00005038208,0.000001938572,0.0003399182,0.000777983,0.0006850887,0.9978576,0.0000859888,0.00008863418],"genre_scores_gemma":[0.0001909538,0.00008990195,0.0007981481,0.00005583186,0.0006840762,0.00002920146,0.9947524,0.0002262398,0.003173247],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1436293,"threshold_uncertainty_score":0.9999863,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6908578383","doi":"10.26193/skk7ev","title":"Australian Survey of Social Attitudes, 2022","year":2023,"lang":"en","type":"dataset","venue":"Australian Data Archive","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); General Social Survey; Survey data collection; Theme (computing); Survey research; Survey methodology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1866772930723445,"gpt":0.4003517534037581,"spread":0.2136744603314137,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.003233674,0.001282152,0.001900912,0.001087823,0.0003373263,0.000205239,0.01039364,0.0007858599,0.002816015],"category_scores_gemma":[0.00148201,0.00142384,0.0003014888,0.001927231,0.001320935,0.0005904778,0.005547092,0.002530171,0.07681961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001944278,"about_ca_system_score_gemma":0.0008763814,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.12788,"about_ca_topic_score_gemma":0.1546892,"domain_scores_codex":[0.9902377,0.001862393,0.001750454,0.002521036,0.001874709,0.001753722],"domain_scores_gemma":[0.9899198,0.0007205787,0.001583571,0.007048639,0.000219845,0.0005075978],"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":[0.0001714771,0.0003783024,0.0005940479,0.0006868927,0.001172673,0.0003184973,0.0000577634,0.00000393558,0.0001380977,0.00002236224,0.9963658,0.0000900775],"study_design_scores_gemma":[0.0006151415,0.0001001319,0.2320041,0.0001848966,0.0004514046,0.00001590616,0.00004311271,0.000001821094,0.00001694799,0.00006412353,0.7654978,0.001004615],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001091571,0.00001081875,0.000001125264,0.0002540438,0.001111478,0.0009736476,0.9972515,0.0002332554,0.0000549983],"genre_scores_gemma":[0.00008517205,0.00009042107,0.0002167287,0.00003604865,0.000685872,0.00005740032,0.9917274,0.0003557468,0.006745196],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.23141,"threshold_uncertainty_score":0.999993,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6946134109","doi":"10.26193/ow6sr6","title":"Western Australia Criminal Trials 1830-1861","year":2019,"lang":"en","type":"dataset","venue":"Australian Data Archive","topic":"Fungal Biology and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Australian Research Council","keywords":"Quarter (Canadian coin); Supreme court; Criminal trial; Newspaper; Fair trial; Criminal justice","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.4090056205446359,"gpt":0.4760007204153046,"spread":0.06699509987066876,"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":[0.0009643008,0.0005467637,0.00139018,0.0002123663,0.0001076216,0.00004706044,0.001535052,0.0006011322,0.003847737],"category_scores_gemma":[0.0005421451,0.0004469208,0.0002391859,0.0001424262,0.0003314369,0.0001663448,0.000713716,0.001404798,0.01587791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000381504,"about_ca_system_score_gemma":0.000210025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007514316,"about_ca_topic_score_gemma":0.0001664001,"domain_scores_codex":[0.9966534,0.0003586546,0.0009407765,0.001035657,0.0003180237,0.0006934982],"domain_scores_gemma":[0.994331,0.0005220491,0.0005144477,0.004181351,0.00004273335,0.0004084366],"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":[0.0001930174,0.0002367736,0.0006961586,0.0005070537,0.0004229464,0.00007005254,0.00002337318,2.496093e-7,0.0004816641,0.00002808376,0.9971288,0.0002117825],"study_design_scores_gemma":[0.0008553547,0.0002114898,0.01093458,0.0002820979,0.002841512,0.0002275309,0.00004104996,5.360253e-7,0.0001187588,0.00005098811,0.9840128,0.0004232342],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0006920363,0.00006997371,0.00001467806,0.001404721,0.000724444,0.001320931,0.9956604,0.00003793387,0.00007489514],"genre_scores_gemma":[0.0004217005,0.0002165463,0.000761278,0.0006191189,0.00170031,0.00007547581,0.9851872,0.00003041644,0.01098799],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01311598,"threshold_uncertainty_score":0.9997982,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6964803661","doi":"10.26193/82rcp6","title":"The Child and Parent Emotion Study","year":2022,"lang":"en","type":"dataset","venue":"Australian Data Archive","topic":"Forest ecology and management","field":"Environmental Science","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":"Socioemotional selectivity theory; Longitudinal study; Mental health; Temperament; Longitudinal data; Competence (human resources); Cohort; Emotion work","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03023970248438284,"gpt":0.2799036751779888,"spread":0.2496639726936059,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004445609,0.0001735608,0.0001270866,0.00002621514,0.0008064263,0.00006083964,0.001580546,0.00003533909,0.02179397],"category_scores_gemma":[0.00003868446,0.0001278502,0.00001854165,0.00007041012,0.0003124352,0.0001183426,0.005959962,0.0004496222,0.0003755798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004415974,"about_ca_system_score_gemma":0.000005238358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001883157,"about_ca_topic_score_gemma":0.01301025,"domain_scores_codex":[0.9984973,0.0002114461,0.0001831199,0.0005853968,0.0002555496,0.0002671854],"domain_scores_gemma":[0.9981665,0.00005535807,0.000113279,0.001595451,6.791618e-7,0.00006871139],"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":[0.0000101974,0.0001590163,0.000807764,0.000006784901,0.00005756084,0.00003251646,0.00006730039,0.0000231747,4.900815e-8,0.0000375079,0.998107,0.0006911272],"study_design_scores_gemma":[0.0001463822,0.000183374,0.09785262,0.000003582292,0.00008936042,0.000007675615,0.0004848436,0.000005366018,3.372254e-8,0.0004581977,0.9006408,0.0001277106],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003628817,0.000009921578,0.000002723747,0.0008980967,0.0003519637,0.0007649677,0.9972352,0.0000115666,0.0003626167],"genre_scores_gemma":[0.0008505822,0.0002796505,0.00001603181,0.000165594,0.00003730553,0.00007554438,0.9976695,0.000007056856,0.0008987823],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.09746615,"threshold_uncertainty_score":0.9791002,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6927393354","doi":"10.26193/gqp3cf","title":"Prisoners discharged from Victorian prisons 1890-1899","year":2021,"lang":"en","type":"dataset","venue":"Australian Data Archive","topic":"Marine Toxins and Detection Methods","field":"Environmental Science","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 Guelph","funders":"Australian Research Council","keywords":"Prison; Arc (geometry); Prison population; Poison control; Data collection","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.04712934266714206,"gpt":0.3192409248852265,"spread":0.2721115822180844,"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":[0.0004053683,0.0005389194,0.0005664847,0.0000871202,0.0002478915,0.0002044425,0.002575836,0.0002840765,0.04670435],"category_scores_gemma":[0.0003300277,0.0005096373,0.0001408402,0.0003405554,0.0002989929,0.0003851719,0.004336815,0.001112126,0.0031755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000112916,"about_ca_system_score_gemma":0.00007246473,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01436057,"about_ca_topic_score_gemma":0.01413816,"domain_scores_codex":[0.996012,0.0005100461,0.0005496572,0.001646466,0.0006563814,0.000625422],"domain_scores_gemma":[0.9947261,0.0001974357,0.0003290863,0.004290724,0.000006604803,0.0004500739],"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":[0.00001757658,0.0001054338,0.0004846558,0.00002130242,0.00009096736,0.00009698945,0.00004834,0.000008865053,0.0002932046,0.000002329825,0.9968407,0.001989654],"study_design_scores_gemma":[0.0002718659,0.00004393385,0.006260031,0.00004349799,0.0001565775,0.00001089132,0.000054742,0.00004890505,0.00009548422,0.0002033299,0.9922072,0.0006035058],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001642001,0.00001358873,0.0006677327,0.0004212113,0.001248901,0.000339502,0.9959847,0.00005624043,0.001103861],"genre_scores_gemma":[0.00001389217,0.0001637088,0.02768159,0.0001922831,0.0006334894,0.00003196674,0.9674392,0.00003816919,0.003805675],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.04352885,"threshold_uncertainty_score":0.9997355,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6946123970","doi":"10.26193/jzkrd8","title":"Australian Survey of Social Attitudes, 2017","year":2018,"lang":"en","type":"dataset","venue":"Australian Data Archive","topic":"Advanced Image and Video Retrieval Techniques","field":"Computer Science","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":"Quarter (Canadian coin); General Social Survey; Survey data collection; Theme (computing); Survey research; Survey methodology","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1478619138817386,"gpt":0.4077632992099223,"spread":0.2599013853281836,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science"],"consensus_categories":[],"category_scores_codex":[0.0010129,0.0005533981,0.0008028672,0.0003036969,0.0002147362,0.0002233539,0.0115979,0.0003509025,0.0001933184],"category_scores_gemma":[0.0004525088,0.0005414016,0.0001247221,0.0005560229,0.0006803406,0.001288268,0.004569672,0.0008043162,0.0002837383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004463341,"about_ca_system_score_gemma":0.0003281691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004368929,"about_ca_topic_score_gemma":0.001707684,"domain_scores_codex":[0.9960316,0.0004135118,0.0007696169,0.001410843,0.0006600402,0.0007143369],"domain_scores_gemma":[0.9933512,0.0002122615,0.0007767307,0.005229389,0.0002235219,0.000206851],"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":[0.00001783114,0.0001052496,0.00004883087,0.0001378139,0.00009837125,0.00006156558,0.00002637035,6.606052e-8,0.00003212959,0.00008997384,0.9980448,0.001337022],"study_design_scores_gemma":[0.0001887009,0.0002087374,0.01743287,0.0001249347,0.0000493626,0.00002140077,0.000002257148,0.000005624966,0.0005383861,0.0007196789,0.9801462,0.0005617891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000004525645,0.00001906452,0.01437183,0.0002247891,0.0003969804,0.0003681608,0.9844328,0.0001175968,0.00006425018],"genre_scores_gemma":[0.00006795595,0.0001978912,0.02892681,0.00009128765,0.0003184662,0.00001013834,0.9695395,0.00002329573,0.000824647],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01789852,"threshold_uncertainty_score":0.9997038,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}