{"meta":{"query_hash":"8295c705b31b","filters":{"venue":"IPPR Progressive Review"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/8295c705b31b","api":"https://metacan.xera.ac/api/v1/cohort?venue=IPPR+Progressive+Review"},"results":[{"id":"W3160113526","doi":"10.1111/newe.12238","title":"Stop and search","year":2021,"lang":"en","type":"article","venue":"IPPR Progressive Review","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Citation; Legislation; Library science; Computer science; World Wide Web; Political science; Law","score_opus":0.018014524867982135,"score_gpt":0.33850228178627223,"score_spread":0.3204877569182901,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3160113526","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0042709853,0.9071026,0.000017654887,0.083599046,0.000046154746,0.00028280186,8.8900373e-7,0.00005151606,0.004628346],"genre_scores_gemma":[0.030734558,0.95887583,0.0011800114,0.007043586,0.000056780304,0.000030135176,0.000015313637,0.000012154226,0.0020516291],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994246,0.000047648515,0.0001244298,0.00017957865,0.000089323235,0.00013447138],"domain_scores_gemma":[0.99956405,0.000019812685,0.000028231574,0.00021467227,0.000105219,0.00006801358],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012842345,0.00007182505,0.00026136814,0.000021118565,0.000046109653,0.0000048735396,0.000033248278,0.0005944278,0.0004205053],"category_scores_gemma":[0.000108772445,0.000049595274,0.000051270457,0.0002017294,0.00013295475,0.000019442792,0.00006014499,0.0010305283,0.0000708889],"study_design_candidate":"design_other","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":[0.000015033167,0.00014572094,0.0016667338,0.008927333,0.0002075817,0.0027433643,0.00005841526,1.5833672e-8,0.00074326183,0.01034741,0.007932185,0.9672129],"study_design_scores_gemma":[0.00095676805,0.00024370465,0.003946722,0.027182363,0.0005326134,0.0075951046,0.00007208105,0.000011667361,0.012440712,0.0002456883,0.9465574,0.00021518198],"about_ca_topic_score_codex":4.3712419e-7,"about_ca_topic_score_gemma":1.2646653e-7,"teacher_disagreement_score":0.96699774,"about_ca_system_score_codex":0.000007195535,"about_ca_system_score_gemma":0.00008031521,"threshold_uncertainty_score":0.46042383},"labels":[],"label_agreement":null},{"id":"W4242448509","doi":"10.1111/newe.12144","title":"Issue Information","year":2020,"lang":"en","type":"paratext","venue":"IPPR Progressive Review","topic":"Legal case studies and regulations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Computer science; Information retrieval; World Wide Web","score_opus":0.02674728196958602,"score_gpt":0.376464462136684,"score_spread":0.34971718016709796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242448509","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[9.204356e-8,0.48755115,0.000015612084,0.026969789,0.0017184422,0.0010883262,0.00007416934,0.000035600908,0.48254684],"genre_scores_gemma":[0.0000392137,0.8847237,0.00019029641,0.0064209374,0.0030931446,0.00035702263,0.00060359685,0.000019033443,0.10455302],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982755,0.0002480442,0.00045090477,0.00019805826,0.00052593055,0.00030155128],"domain_scores_gemma":[0.99867344,0.000050898547,0.0005291998,0.00020268568,0.00038156574,0.00016219633],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00027607195,0.00022164418,0.00058418734,0.00004224616,0.0006750829,0.00014053263,0.00030010735,0.00020234563,0.013092972],"category_scores_gemma":[0.0003554112,0.00017098554,0.00024270904,0.00051631214,0.00027710316,0.0004006722,0.00011285827,0.0003089884,0.049656846],"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":[8.9509984e-7,0.000006294718,5.290011e-7,0.0032921706,0.000041748353,0.000003522962,0.0011595477,2.6771662e-7,1.4284048e-8,0.0013593668,0.89560604,0.098529585],"study_design_scores_gemma":[0.000053952397,0.000021822198,0.0000023660082,0.005890764,0.000115354625,0.0000015973815,0.00022398784,7.38369e-7,4.1850282e-7,0.000020797177,0.9934539,0.00021425754],"about_ca_topic_score_codex":0.00013436658,"about_ca_topic_score_gemma":0.00002074354,"teacher_disagreement_score":0.3971726,"about_ca_system_score_codex":0.0001067011,"about_ca_system_score_gemma":0.0004993938,"threshold_uncertainty_score":0.9878092},"labels":[],"label_agreement":null},{"id":"W4328114008","doi":"10.1111/newe.12333","title":"The power of photographs in framing contests","year":2023,"lang":"en","type":"article","venue":"IPPR Progressive Review","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Framing (construction); Narrative; Politics; Turkish; Refugee; Mistake; Monopoly; Humanitarian aid; Media studies; Tragedy (event); Public opinion; Power (physics); Humanitarian crisis; Political science; Political economy; Sociology; Law; History; Art; Literature; Social science; Economics","score_opus":0.4818097961110482,"score_gpt":0.6612118823024471,"score_spread":0.1794020861913989,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4328114008","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12552519,0.8335168,0.000028971817,0.0031953203,0.0003829972,0.003703657,0.0000079301,0.00018219258,0.03345696],"genre_scores_gemma":[0.8018112,0.19670062,0.00022997543,0.00022650475,0.000043324726,0.00067689,0.0000018818605,0.000018009901,0.00029157748],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961289,0.0021690943,0.00036006232,0.00017556114,0.0006418369,0.00052453],"domain_scores_gemma":[0.9975279,0.0017229286,0.00017668503,0.00025596592,0.00019538419,0.00012112168],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009343724,0.00008350701,0.00028609694,0.000084068124,0.00025253202,0.00003545199,0.00043379038,0.000048045895,0.000108468535],"category_scores_gemma":[0.010921605,0.000055470286,0.0001116227,0.0019695996,0.00075889245,0.0001006699,0.00009219581,0.00018399271,0.00007549603],"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":[0.000032203032,0.00019869824,0.07328401,0.0022905553,0.000091810005,0.00020595337,0.022600722,8.304855e-7,0.00062446087,0.025727494,0.0036150287,0.87132823],"study_design_scores_gemma":[0.00045577326,0.00019597705,0.031897753,0.016785018,0.00004099181,0.0000018352133,0.007586327,0.00006131057,0.00076803716,0.005995732,0.93583095,0.00038030412],"about_ca_topic_score_codex":0.000107663094,"about_ca_topic_score_gemma":0.00016330014,"teacher_disagreement_score":0.9322159,"about_ca_system_score_codex":0.000038438182,"about_ca_system_score_gemma":0.00026083115,"threshold_uncertainty_score":0.9974098},"labels":[],"label_agreement":null},{"id":"W4402820501","doi":"10.1111/newe.12392","title":"“Now go out and make me do it”","year":2024,"lang":"en","type":"article","venue":"IPPR Progressive Review","topic":"Political and Economic history of UK and US","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business","score_opus":0.04711583891189365,"score_gpt":0.37784523310386425,"score_spread":0.3307293941919706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402820501","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0004058177,0.74695414,0.0000045285096,0.01852937,0.00049038784,0.0002490491,0.000008720991,0.00006886553,0.23328911],"genre_scores_gemma":[0.0646168,0.8316887,0.000248866,0.0074063023,0.0015677394,0.00019237494,0.000008236528,0.000030791867,0.094240196],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991028,0.0000922535,0.00018364552,0.00022892476,0.00010994067,0.00028243772],"domain_scores_gemma":[0.99956924,0.000073453215,0.000033833196,0.000098694785,0.000024812301,0.00019994251],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00050119206,0.000092721624,0.00023410762,0.000021715068,0.00020801081,0.00010485963,0.000121401186,0.000052291547,0.0011504851],"category_scores_gemma":[0.00010519386,0.000071177295,0.00009275514,0.00006751332,0.0003324218,0.00010634343,0.000032684766,0.000102399936,0.0018135641],"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":[0.0000014522518,0.000021668831,0.00012391586,0.0023353898,0.00003472219,0.000073540206,0.0022340498,9.0682715e-9,0.0000012559958,0.15044162,0.1456572,0.69907516],"study_design_scores_gemma":[0.000030281297,0.000014686457,0.000027538028,0.002818038,0.000040015635,0.0000062448776,0.00007550278,0.000003112412,9.677033e-7,0.003927391,0.9929518,0.00010440573],"about_ca_topic_score_codex":0.000015377887,"about_ca_topic_score_gemma":0.000069977854,"teacher_disagreement_score":0.8472946,"about_ca_system_score_codex":0.000059172584,"about_ca_system_score_gemma":0.00012074302,"threshold_uncertainty_score":0.9997626},"labels":[],"label_agreement":null},{"id":"W7135090282","doi":"10.1111/newe.70007","title":"Escaping Austerity: How Abundance Can Save Progressive Governments","year":2025,"lang":"en","type":"article","venue":"IPPR Progressive Review","topic":"Artificial Intelligence Applications","field":"Computer 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":"RealNetworks (Canada)","funders":"","keywords":"Prosperity; Government (linguistics); State (computer science); Politics; Faith; Revenue; Economic stagnation; Action (physics)","score_opus":0.025874125173304702,"score_gpt":0.3367572221257771,"score_spread":0.3108830969524724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7135090282","genre_codex":"review","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":[0.0011040736,0.5887716,0.32351393,0.07096144,0.00083888776,0.006384047,0.000032002186,0.00074470526,0.0076493425],"genre_scores_gemma":[0.7470881,0.08256739,0.12224117,0.029577954,0.0005899086,0.011481705,0.000059825907,0.00013172574,0.006262249],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974811,0.00017633945,0.0004806444,0.0008207487,0.00051201996,0.0005291202],"domain_scores_gemma":[0.9976045,0.00011214547,0.0004910994,0.0013142184,0.00033740484,0.00014062827],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037700488,0.0003085661,0.00049021357,0.00007576247,0.0003332319,0.0003794875,0.0017600417,0.000083821455,0.000043436576],"category_scores_gemma":[0.00028111917,0.00027597544,0.00016433328,0.001208623,0.00021334419,0.0005161094,0.0006983564,0.00025903535,0.00015031145],"study_design_candidate":"design_other","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":[0.000002745277,0.00015159405,0.0005920939,0.0015956308,0.0000886238,0.000060623235,0.00022766319,0.0000015916155,0.00019307733,0.07846184,0.008299206,0.9103253],"study_design_scores_gemma":[0.00048736203,0.00025523297,0.002638193,0.050114628,0.00033923352,0.0001649452,0.0002422498,0.0060270685,0.02925752,0.023940327,0.8845356,0.0019976231],"about_ca_topic_score_codex":0.00000863873,"about_ca_topic_score_gemma":0.000009735762,"teacher_disagreement_score":0.9083277,"about_ca_system_score_codex":0.0002642521,"about_ca_system_score_gemma":0.00025656362,"threshold_uncertainty_score":0.99996924},"labels":[],"label_agreement":null},{"id":"W7138270327","doi":"10.1111/newe.70012","title":"To Succeed, the Abundance Agenda Needs to Lean Into Some Hard Questions","year":2025,"lang":"en","type":"article","venue":"IPPR Progressive Review","topic":"International Science and Diplomacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Abundance (ecology); Work (physics); Government (linguistics); Context (archaeology)","score_opus":0.03406158991134218,"score_gpt":0.43698500680955094,"score_spread":0.40292341689820876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7138270327","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014382848,0.24461901,0.00095328625,0.614662,0.0016918808,0.0045173233,0.000020819736,0.00026439092,0.118888445],"genre_scores_gemma":[0.6478218,0.060410656,0.003320078,0.21553972,0.001899472,0.0024860888,0.000017344684,0.00004021734,0.068464614],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99854743,0.000121629484,0.00025755313,0.0002509966,0.0004911675,0.00033120086],"domain_scores_gemma":[0.99904937,0.00011957894,0.00008588817,0.00026522894,0.0003237484,0.00015618662],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009583366,0.000117767246,0.00019672427,0.00011151804,0.00092502584,0.00024978985,0.00092412793,0.000035457007,0.00023428064],"category_scores_gemma":[0.0013839946,0.000079697835,0.00011157353,0.0016252442,0.00023823157,0.00036395696,0.00016065747,0.00011606635,0.00097559567],"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":[0.0000046799805,0.000044992852,0.0010830198,0.0001559571,0.000020365838,0.0000065833974,0.0038828182,0.0000042292245,0.000036896054,0.6689144,0.08272773,0.24311836],"study_design_scores_gemma":[0.000037929192,0.000028678254,0.00079971185,0.0025225705,0.000020239417,8.139477e-7,0.00045851214,0.000001681573,0.00003389915,0.010657481,0.9853254,0.00011307759],"about_ca_topic_score_codex":0.0006187778,"about_ca_topic_score_gemma":0.00033006372,"teacher_disagreement_score":0.90259767,"about_ca_system_score_codex":0.00016821375,"about_ca_system_score_gemma":0.00034951512,"threshold_uncertainty_score":0.99980223},"labels":[],"label_agreement":null}]}