{"meta":{"query_hash":"cb65a9289129","filters":{"venue":"Springer series in electoral politics"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/cb65a9289129","api":"https://metacan.xera.ac/api/v1/cohort?venue=Springer+series+in+electoral+politics"},"results":[{"id":"W4409665458","doi":"10.1007/978-3-031-87955-5_3","title":"Turn of the Republican Party Under Trump","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in electoral politics","topic":"Populism, Right-Wing Movements","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Turn (biochemistry); Political science; Chemistry","score_opus":0.023867411660241204,"score_gpt":0.2886067598859194,"score_spread":0.2647393482256782,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409665458","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":[0.018304905,0.0003713159,0.0000054559605,0.00470816,0.002602906,0.00059224805,0.00012949207,0.000120483965,0.97316504],"genre_scores_gemma":[0.24721308,0.000087156615,0.00010107359,0.0009335814,0.0004707245,0.000009480225,0.000009984599,0.000044769513,0.75113016],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975328,0.00011091957,0.00056172424,0.00037844558,0.00068790745,0.0007282348],"domain_scores_gemma":[0.9985735,0.00009134256,0.00032891185,0.00072170777,0.00016586245,0.00011871673],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00038396424,0.0003101061,0.0004635535,0.0001902771,0.00031078857,0.0000735411,0.0009255463,0.0004396978,0.00035838105],"category_scores_gemma":[0.00025727393,0.00025885185,0.00021141901,0.00018499227,0.0010631031,0.00018032509,0.00031242703,0.0006443739,0.0000049259756],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006410108,0.00001810754,0.002947411,0.00004184204,0.000051280495,0.0000026013845,0.00084725587,0.0000021669618,0.000011248798,0.99311215,0.0027564892,0.00020301591],"study_design_scores_gemma":[0.00014918059,0.00003257143,0.0045057884,0.00026566532,0.00004662193,4.577476e-7,0.0001492611,0.0000011629422,0.00036840324,0.32681516,0.6673355,0.00033021325],"about_ca_topic_score_codex":0.005699399,"about_ca_topic_score_gemma":0.024258327,"teacher_disagreement_score":0.666297,"about_ca_system_score_codex":0.00075965165,"about_ca_system_score_gemma":0.0012480682,"threshold_uncertainty_score":0.99998635},"labels":[],"label_agreement":null},{"id":"W4409665484","doi":"10.1007/978-3-031-87955-5_1","title":"Introduction","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in electoral politics","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","score_opus":0.012116679351685007,"score_gpt":0.2757634594963386,"score_spread":0.2636467801446536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409665484","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":[0.00092266133,0.00069276197,0.00007791371,0.0034615947,0.00279533,0.00033630567,0.000024510424,0.00014403922,0.9915449],"genre_scores_gemma":[0.008132395,0.0006532172,0.0002531081,0.00018622885,0.0052261217,0.000010478692,0.0000740754,0.000025685535,0.9854387],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998555,0.000050810093,0.00036027227,0.00032085882,0.000323019,0.0003900187],"domain_scores_gemma":[0.9992802,0.000030755196,0.00012438803,0.00026587077,0.00022565658,0.00007310222],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002499751,0.0002245205,0.00026998657,0.00026908168,0.00026972554,0.000103827144,0.0002065636,0.0004210398,0.0009654815],"category_scores_gemma":[0.0002481653,0.00024698436,0.000092275324,0.00009665703,0.00030302705,0.00029985406,0.000034087538,0.00043167127,0.00006653344],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000068406803,0.000007894881,0.000115836534,0.000026476026,0.000013129521,0.0000013780912,0.0013416716,0.000001725472,0.000012732036,0.9679856,0.029415412,0.0010713285],"study_design_scores_gemma":[0.000046453013,0.00003818987,0.0000790521,0.000057782894,0.000017851333,5.2193076e-7,0.00013533594,0.0000036828385,0.00012789073,0.09078948,0.9084916,0.00021215947],"about_ca_topic_score_codex":0.0028587,"about_ca_topic_score_gemma":0.057344746,"teacher_disagreement_score":0.8790762,"about_ca_system_score_codex":0.00069057103,"about_ca_system_score_gemma":0.0006439274,"threshold_uncertainty_score":0.9999982},"labels":[],"label_agreement":null},{"id":"W4409665613","doi":"10.1007/978-3-031-87955-5_7","title":"Results","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in electoral politics","topic":"Electoral Systems and Political Participation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","score_opus":0.038582306672729834,"score_gpt":0.33075848914392625,"score_spread":0.2921761824711964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409665613","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":[0.0006891864,0.00035499767,0.0000056089434,0.0033432534,0.0011502786,0.00037270968,0.00010121247,0.00013839084,0.9938444],"genre_scores_gemma":[0.19094262,0.00005117898,0.000074945674,0.00025074233,0.0012447437,0.00001332488,0.00003360526,0.00003255685,0.8073563],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974418,0.00009887861,0.00067518844,0.00039679065,0.00045208592,0.0009352064],"domain_scores_gemma":[0.9988564,0.00018390884,0.00016563557,0.00037496834,0.00019103583,0.00022804672],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044037303,0.000305454,0.00046229723,0.0002369841,0.0002669871,0.000106121595,0.0003140517,0.00061111624,0.00020441315],"category_scores_gemma":[0.00050172524,0.00034036185,0.00013130721,0.000121534475,0.0004464987,0.0001696154,0.00007885778,0.00056932104,0.00012135935],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021575162,0.0000119764845,0.00035311963,0.00005756744,0.000018611889,0.000013888124,0.00038679116,0.0000016724604,0.0000046605555,0.992084,0.0066459947,0.00040012485],"study_design_scores_gemma":[0.00015347976,0.000067366855,0.00027040247,0.00026616929,0.000025327057,4.825886e-7,0.000024174755,0.000002785389,0.000046625053,0.17090212,0.8278947,0.00034639775],"about_ca_topic_score_codex":0.02256602,"about_ca_topic_score_gemma":0.05882946,"teacher_disagreement_score":0.82124865,"about_ca_system_score_codex":0.0008052263,"about_ca_system_score_gemma":0.0008259512,"threshold_uncertainty_score":0.9999048},"labels":[],"label_agreement":null},{"id":"W4409665628","doi":"10.1007/978-3-031-87955-5_2","title":"History of African Americans and the Republican Party","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in electoral politics","topic":"Race, History, and American Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Political science; History; Genealogy; Ancient history","score_opus":0.020165925879546878,"score_gpt":0.2612662092566517,"score_spread":0.24110028337710485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409665628","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":[0.0004114111,0.0052688206,0.0000076356255,0.0022572381,0.0008127469,0.00030238507,0.000039536862,0.00006368491,0.99083656],"genre_scores_gemma":[0.056745548,0.0019071263,0.00029393492,0.0007943765,0.0004320909,0.000021120715,0.0000057374014,0.000038185746,0.9397619],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980438,0.00016234511,0.0004629318,0.00037640752,0.00042486668,0.000529694],"domain_scores_gemma":[0.9985221,0.00027940428,0.00041732824,0.0004773953,0.00016278586,0.00014096923],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00056222774,0.00028170782,0.0007028888,0.0001410588,0.00024188471,0.000025008807,0.0004596598,0.00023030557,0.00021282042],"category_scores_gemma":[0.00030292885,0.00025210748,0.00021070636,0.00013250831,0.010935546,0.000111490204,0.0001213626,0.00057094503,0.0000013848861],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033237968,0.0000136645,0.00040457593,0.000049580744,0.00005580133,0.0000031340448,0.015328785,2.6169872e-7,0.0000033428473,0.94659704,0.03607732,0.001433284],"study_design_scores_gemma":[0.00019705873,0.000047745518,0.00017654471,0.00005725805,0.00005643036,6.0850437e-7,0.0024078111,0.0000020077462,0.000002482415,0.012445668,0.9843514,0.0002549601],"about_ca_topic_score_codex":0.01548785,"about_ca_topic_score_gemma":0.0044897604,"teacher_disagreement_score":0.9482741,"about_ca_system_score_codex":0.0018055206,"about_ca_system_score_gemma":0.0021640656,"threshold_uncertainty_score":0.99999315},"labels":[],"label_agreement":null},{"id":"W4409665908","doi":"10.1007/978-3-031-87955-5_4","title":"The Republican Trump Voter","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in electoral politics","topic":"Electoral Systems and Political Participation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Voter model; Voter turnout; Political science; Voting; Law; Politics; Statistics; Mathematics","score_opus":0.028860279756060134,"score_gpt":0.3168892783038384,"score_spread":0.28802899854777825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409665908","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":[0.0013887399,0.00060438854,0.000006717142,0.017328048,0.0016420609,0.00051695126,0.000033614608,0.00014286506,0.97833663],"genre_scores_gemma":[0.19694196,0.00008367579,0.0000281387,0.0004415821,0.0013263003,0.000029982593,0.000011436676,0.000036008354,0.8011009],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972735,0.00014803975,0.0006097963,0.00035821408,0.0005030602,0.0011073598],"domain_scores_gemma":[0.99856186,0.0003168276,0.00017186384,0.00050258334,0.00022295951,0.00022393255],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006132998,0.00030365222,0.00038923038,0.0001457575,0.00074578135,0.0002964692,0.00048929726,0.0004802749,0.00025475558],"category_scores_gemma":[0.00049427233,0.0002562267,0.00015872138,0.00013627364,0.0008119997,0.00018034132,0.00010626625,0.0006567494,0.00003722956],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009955327,0.0000073155234,0.0009732464,0.000028835415,0.000025624386,0.00000513207,0.00025097118,4.5034116e-7,0.0000027401813,0.99023813,0.0074574375,0.0010001535],"study_design_scores_gemma":[0.000062362524,0.000045793502,0.00046371325,0.00010118934,0.000019917747,5.4626497e-7,0.000033259723,0.000003084453,0.000023455195,0.22027984,0.77872306,0.00024379032],"about_ca_topic_score_codex":0.014182352,"about_ca_topic_score_gemma":0.08117275,"teacher_disagreement_score":0.7712656,"about_ca_system_score_codex":0.00076611503,"about_ca_system_score_gemma":0.0008639769,"threshold_uncertainty_score":0.999989},"labels":[],"label_agreement":null},{"id":"W4409666106","doi":"10.1007/978-3-031-87955-5_5","title":"Black Identity and Voting","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in electoral politics","topic":"Race, History, and American Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Voting; Identity (music); Political science; Art; Law; Aesthetics; Politics","score_opus":0.020723500575692815,"score_gpt":0.29664621473087216,"score_spread":0.2759227141551793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409666106","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":[0.005216256,0.0018601434,0.000033906872,0.00062368537,0.00092053105,0.00023895927,0.000030264402,0.000119598386,0.99095666],"genre_scores_gemma":[0.081279084,0.001074509,0.0004885062,0.00048030211,0.0010225173,0.0000042615225,0.0000065908953,0.000042192336,0.915602],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99833655,0.00005212953,0.0003098762,0.00037113987,0.00036182808,0.00056844746],"domain_scores_gemma":[0.99930173,0.00008656113,0.00015785322,0.00020833306,0.00010350654,0.00014203317],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00033033415,0.00025820345,0.00040929322,0.00011933683,0.00047398912,0.00011852672,0.0002952197,0.00033979345,0.00012686438],"category_scores_gemma":[0.00017452924,0.00031849797,0.0001223396,0.000098587305,0.0022044482,0.00031881247,0.0001391309,0.0005477396,0.000019574187],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031481716,0.0000074759464,0.002480167,0.00008514782,0.000026335636,0.0000097972525,0.004142287,6.5324434e-7,0.0000050153244,0.9891328,0.003558406,0.0005487297],"study_design_scores_gemma":[0.00010932288,0.000034161607,0.00078466005,0.00019206417,0.000044899927,7.3578286e-7,0.0015730967,0.0000048455427,0.000007857297,0.037403673,0.95937884,0.00046583122],"about_ca_topic_score_codex":0.0046544895,"about_ca_topic_score_gemma":0.0125860525,"teacher_disagreement_score":0.95582044,"about_ca_system_score_codex":0.00067811104,"about_ca_system_score_gemma":0.0005620154,"threshold_uncertainty_score":0.9999267},"labels":[],"label_agreement":null},{"id":"W4409666171","doi":"10.1007/978-3-031-87955-5_8","title":"Discussion and Conclusions","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in electoral politics","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Psychology","score_opus":0.013234343450877884,"score_gpt":0.29035445096471685,"score_spread":0.277120107513839,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409666171","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":[0.002443147,0.0011288349,0.00005674779,0.0031449336,0.0009865724,0.0004109974,0.000057552017,0.00010273796,0.99166846],"genre_scores_gemma":[0.04038557,0.0012190539,0.00020728899,0.00023700934,0.0005801138,0.00000808682,0.0000443388,0.000021074722,0.95729744],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99882865,0.00004723778,0.00028872825,0.00025772597,0.0002556355,0.00032200996],"domain_scores_gemma":[0.9994633,0.0000477501,0.00009189751,0.00017881117,0.00011454212,0.00010367255],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017470279,0.00020212257,0.00026216038,0.00017874043,0.00044800597,0.000091703005,0.00015023092,0.0003626269,0.0002794441],"category_scores_gemma":[0.00017378267,0.00015918679,0.000060384442,0.000059024846,0.00041126838,0.00021536768,0.00009313593,0.00033491783,0.000010232934],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000047450903,0.0000062593604,0.00052151654,0.000024806266,0.0000080953405,0.000002118314,0.002958417,2.591049e-7,0.000014930347,0.99184686,0.0031329452,0.0014790525],"study_design_scores_gemma":[0.000068866575,0.000042491305,0.000251861,0.00019708331,0.000018999845,5.324476e-7,0.00037148528,0.0000069231737,0.000039481827,0.123800784,0.8749884,0.0002130985],"about_ca_topic_score_codex":0.0022083155,"about_ca_topic_score_gemma":0.05633974,"teacher_disagreement_score":0.87185544,"about_ca_system_score_codex":0.00029191925,"about_ca_system_score_gemma":0.0004986966,"threshold_uncertainty_score":0.9608796},"labels":[],"label_agreement":null}]}