{"meta":{"query_hash":"4bfdb9760ef3","filters":{"venue":"Monographs"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/4bfdb9760ef3","api":"https://metacan.xera.ac/api/v1/cohort?venue=Monographs"},"results":[{"id":"W2801936696","doi":"","title":"Achieving World Class Outcomes in Cancer Treatment","year":2011,"lang":"en","type":"article","venue":"Monographs","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Medicine; World class; Demography; Political science; Sociology; Law; Engineering","score_opus":0.1846059870056632,"score_gpt":0.3716044652642907,"score_spread":0.1869984782586275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801936696","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9739332,0.0011302884,0.000012626553,0.00049465883,0.00013206029,0.0002159421,0.000005435951,0.000052161224,0.02402363],"genre_scores_gemma":[0.99673456,0.00021451803,0.00088589016,0.00075462094,0.000035528297,0.00009061738,0.000003426982,0.000011436254,0.0012693894],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99919504,0.000016903243,0.00018922538,0.0001953597,0.00013529009,0.0002681906],"domain_scores_gemma":[0.9996109,0.00001628974,0.000041791503,0.0002064649,0.000022320535,0.00010222224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000728796,0.0001324907,0.00027073882,0.0002649748,0.000035911202,0.000008040876,0.00006614599,0.000039084087,0.00028353874],"category_scores_gemma":[0.000008464022,0.00009852788,0.00013246719,0.0004270367,0.000036847177,0.000080612255,0.000017840262,0.00009738291,0.000017559927],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010347543,0.00010890394,0.9816571,0.0000066322864,0.00005500441,0.000065743996,0.00072612916,0.0000025541285,0.00009129938,0.00014903511,0.0003110163,0.016723124],"study_design_scores_gemma":[0.0009325091,0.00025236295,0.99036324,0.00010836204,0.00005869003,0.0000041874478,0.00026072687,0.000023272241,0.0007053536,0.000078075645,0.0071057514,0.00010749759],"about_ca_topic_score_codex":0.0055469093,"about_ca_topic_score_gemma":0.0081467405,"teacher_disagreement_score":0.022801375,"about_ca_system_score_codex":0.00014342758,"about_ca_system_score_gemma":0.000043682874,"threshold_uncertainty_score":0.8385305},"labels":[],"label_agreement":null},{"id":"W2883710555","doi":"","title":"Prices, Competition and Regulation in Pharmaceuticals: A Cross-National Comparison","year":2000,"lang":"en","type":"article","venue":"Monographs","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":14,"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":"Competition (biology); Business; Industrial organization; Economics; Biology; Ecology","score_opus":0.08258621709521968,"score_gpt":0.35176539017023706,"score_spread":0.2691791730750174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2883710555","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91209584,0.002371692,0.00015410745,0.0011561177,0.000087207474,0.0001901827,0.0001419587,0.000034914614,0.08376795],"genre_scores_gemma":[0.9972828,0.0009230821,0.00035815238,0.0010924112,0.00006423521,0.000022997328,0.000042328607,0.000011375256,0.0002026363],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99892145,0.000012621396,0.0005279089,0.00028236918,0.000030500742,0.00022513936],"domain_scores_gemma":[0.9996293,0.00006167868,0.00010146956,0.000092445676,0.000014899456,0.00010016155],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00042782645,0.00010786135,0.00023263448,0.0002624254,0.000072318304,0.00010643611,0.000091615126,0.000076116856,0.0017891545],"category_scores_gemma":[0.000020383064,0.00013757407,0.00005405577,0.00025640012,0.000102304664,0.00026548584,0.000018647776,0.00014256567,0.0003500567],"study_design_candidate":"observational","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":[0.000075086136,0.00023131057,0.46868348,0.000028437013,0.000030467148,9.951951e-7,0.00029124707,0.0010684945,0.000024615447,0.51369363,0.0010895791,0.014782671],"study_design_scores_gemma":[0.0012045614,0.00002496291,0.4125925,0.000009339225,0.0000026719017,0.0000030593628,0.000005382402,0.09006764,0.00007084882,0.10195512,0.39383638,0.0002275247],"about_ca_topic_score_codex":0.000058801288,"about_ca_topic_score_gemma":0.000017587257,"teacher_disagreement_score":0.41173849,"about_ca_system_score_codex":0.00004550113,"about_ca_system_score_gemma":0.000009855933,"threshold_uncertainty_score":0.99912333},"labels":[],"label_agreement":null},{"id":"W2894720341","doi":"","title":"The Life Cycle of Pharmaceuticals: A Cross-National Perspective","year":2002,"lang":"en","type":"article","venue":"Monographs","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":10,"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":"Per capita; Consumption (sociology); Relative price; Investment (military); Economics; Price level; Pharmaceutical industry; Public economics; Agricultural economics; Point (geometry); Business; Monetary economics","score_opus":0.1116558898907889,"score_gpt":0.34786533591565555,"score_spread":0.23620944602486665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2894720341","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3030028,0.035553113,0.00026394814,0.024604894,0.0007826992,0.00045344452,0.0008796348,0.00008293628,0.6343765],"genre_scores_gemma":[0.9954325,0.0019553993,0.000081058046,0.0018727622,0.00012260416,0.000026257725,0.0000017857365,0.000015540223,0.00049208873],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988815,0.000014993562,0.0005189358,0.00024517978,0.00004303788,0.00029634344],"domain_scores_gemma":[0.9991841,0.00017561686,0.0002092856,0.00019373097,0.00007870383,0.00015857187],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004800661,0.00011435711,0.00022177356,0.0001453494,0.00019210488,0.00009162783,0.00029732543,0.00006036809,0.000954154],"category_scores_gemma":[0.00025831186,0.000107364955,0.00020860402,0.0002797096,0.0002496756,0.00014501813,0.00005702449,0.00016378945,0.0005985299],"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":[0.000020389674,0.00013910275,0.01360593,0.000006796196,0.00015895609,4.696531e-7,0.00047541337,0.00020039344,0.000007713143,0.97497076,0.009507797,0.0009062576],"study_design_scores_gemma":[0.0010349124,0.000045869954,0.011225376,0.000003576578,0.000009848871,0.000002399681,0.000090639005,0.08132661,0.00015261992,0.42967921,0.4761599,0.00026903112],"about_ca_topic_score_codex":0.00005715534,"about_ca_topic_score_gemma":0.000004789647,"teacher_disagreement_score":0.6924297,"about_ca_system_score_codex":0.00007899259,"about_ca_system_score_gemma":0.000013618198,"threshold_uncertainty_score":0.9999591},"labels":[],"label_agreement":null},{"id":"W2896836406","doi":"","title":"To Publish or Not: Experience and Evidence About Publishing Hospital Outcomes Data","year":2004,"lang":"en","type":"article","venue":"Monographs","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","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":"Transparency (behavior); Accountability; Publication; Accreditation; Politics; Freedom of information; Legislation; Audit; Public relations; Health care; Political science; Openness to experience; Publishing; Public administration; Business; Accounting; Law; Psychology","score_opus":0.18926017650811178,"score_gpt":0.3375856401827259,"score_spread":0.14832546367461413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2896836406","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8550694,0.0028239342,0.0063217357,0.13009046,0.0012938624,0.00090665213,0.0004414077,0.00018933807,0.0028631869],"genre_scores_gemma":[0.98728377,0.00064262404,0.0037953346,0.007807754,0.000081013786,0.000085638356,0.000017108257,0.000018719875,0.00026803382],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99815494,0.0000112558055,0.0005338529,0.00074977643,0.00007734961,0.00047279848],"domain_scores_gemma":[0.9983818,0.000071792536,0.00017257308,0.0010449373,0.000033343935,0.0002955338],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0008287041,0.00017021805,0.00031870033,0.00042183785,0.00017699752,0.0012953869,0.0010133755,0.00008436107,0.00005561185],"category_scores_gemma":[0.0018141243,0.00016675588,0.000050013277,0.00064649654,0.000068910704,0.004660387,0.00076008996,0.0001611965,0.000085944506],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000069990114,0.00022483255,0.51230776,0.00020840343,0.0001098714,0.00003975625,0.01679519,0.000040550873,0.0000023639307,0.42191172,0.019418597,0.028870938],"study_design_scores_gemma":[0.0007372592,0.0002270829,0.6503465,0.00015718557,0.0000070154306,0.0000031031066,0.001008847,0.0001113207,0.000020223979,0.010553953,0.33620661,0.00062087586],"about_ca_topic_score_codex":0.0092551885,"about_ca_topic_score_gemma":0.00078387174,"teacher_disagreement_score":0.41135776,"about_ca_system_score_codex":0.000062216204,"about_ca_system_score_gemma":0.000035155997,"threshold_uncertainty_score":0.9997414},"labels":[],"label_agreement":null},{"id":"W3150289996","doi":"","title":"A Descriptive Analysis of Canada and Mexico Who Import United States Dairy Products","year":2003,"lang":"en","type":"article","venue":"Monographs","topic":"Economics of Agriculture and Food Markets","field":"Economics, Econometrics and Finance","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":"Descriptive statistics; Business; Agricultural economics; Agricultural science; Economics; Environmental science; Statistics; Mathematics","score_opus":0.01343784085123898,"score_gpt":0.17131932614245474,"score_spread":0.15788148529121576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3150289996","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9880463,0.002592688,0.00003105872,0.00021564576,0.00012267528,0.00013481264,0.00036880374,0.0000117376685,0.0084763],"genre_scores_gemma":[0.99785715,0.0010154671,0.00031373583,0.00020095652,0.000007969407,0.000011873306,0.00013760244,0.000010872723,0.00044439072],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99882764,0.000016880218,0.00050635,0.0003683117,0.000027785223,0.00025301182],"domain_scores_gemma":[0.9991968,0.000041518415,0.0003263083,0.00026532696,0.00006641863,0.000103592094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003633209,0.00015411261,0.0005082117,0.00067081803,0.00007160041,0.00003201046,0.000113739705,0.00005988928,0.00004774018],"category_scores_gemma":[0.00009383249,0.00015708427,0.000102492886,0.0015220421,0.000059684036,0.00013786071,0.000025599491,0.00008617238,0.0000010508426],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027332711,0.00008924907,0.9235297,0.00003901377,0.0025862046,0.0000053072404,0.0016157897,0.00024366408,0.00002611379,0.054425478,0.017338866,0.00007331702],"study_design_scores_gemma":[0.0008144033,0.00022227246,0.8166747,0.0000191455,0.00040700153,0.0000050411004,0.0021561782,0.0015166933,0.0012438436,0.018707525,0.15738511,0.0008480783],"about_ca_topic_score_codex":0.088341214,"about_ca_topic_score_gemma":0.14401853,"teacher_disagreement_score":0.14004624,"about_ca_system_score_codex":0.000050018185,"about_ca_system_score_gemma":0.000048301208,"threshold_uncertainty_score":0.9177296},"labels":[],"label_agreement":null}]}