{"meta":{"query_hash":"3a91bb4ce0cc","filters":{"venue":"Wiley-Interscience eBooks"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/3a91bb4ce0cc","api":"https://metacan.xera.ac/api/v1/cohort?venue=Wiley-Interscience+eBooks"},"results":[{"id":"W592850733","doi":"","title":"Oceanography, meteorology, physics and chemistry, water law, and water history, art, and culture","year":2005,"lang":"en","type":"book","venue":"Wiley-Interscience eBooks","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":4,"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":"Meteorology; Environmental science; Oceanography; Atmospheric sciences; Physics; Geology","score_opus":0.009356857813247077,"score_gpt":0.1987962618574835,"score_spread":0.18943940404423643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W592850733","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003326436,0.21401405,0.005028604,0.04288049,0.040319525,0.00028216062,0.017652448,0.0004733587,0.6760229],"genre_scores_gemma":[0.039752387,0.14406757,0.003863398,0.005819193,0.019445976,0.0003425365,0.012886757,0.00032781865,0.77349436],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99966156,0.00008077166,0.000030652933,0.00005540317,0.00014107517,0.000030500483],"domain_scores_gemma":[0.9988527,0.00024196875,0.00008078839,0.00010189903,0.0005601498,0.00016259273],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007453866,0.00090195413,0.0009363462,0.0019238867,0.0007921337,0.0017568434,0.00042204215,0.00035581904,0.10140101],"category_scores_gemma":[0.002232181,0.00023506994,0.00023072594,0.0046803295,0.0012068409,0.0014872539,0.0011162944,0.0016046468,0.030048419],"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":[0.000026823116,0.000020235682,0.003023653,0.00036379014,0.000007501806,0.000047618734,0.00024685587,0.00023939967,0.00019057486,0.022094112,0.7832285,0.19051093],"study_design_scores_gemma":[0.0000015701207,0.0000062771596,0.0039947573,0.000121920864,0.0000016500231,0.000018586872,0.00013500892,0.000026780874,0.000012605036,0.0024477695,0.99323,0.0000030010794],"about_ca_topic_score_codex":0.014921621,"about_ca_topic_score_gemma":0.018761808,"teacher_disagreement_score":0.10140101,"about_ca_system_score_codex":0.0012994386,"about_ca_system_score_gemma":0.0021652563,"threshold_uncertainty_score":0.33922017},"labels":[],"label_agreement":null},{"id":"W612098176","doi":"","title":"Surface and agricultural water","year":2005,"lang":"en","type":"book","venue":"Wiley-Interscience eBooks","topic":"Marine and environmental studies","field":"Earth and Planetary 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":"Environmental science; Hydrology (agriculture); Drainage basin; Surface runoff; Geology; Ecology; Geography","score_opus":0.009710034515930499,"score_gpt":0.17069227283457605,"score_spread":0.16098223831864555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W612098176","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008077027,0.014149814,0.0023343074,0.007578542,0.005377131,0.00035353316,0.10177773,0.0017017401,0.8586501],"genre_scores_gemma":[0.017691988,0.005415798,0.0010173267,0.00094956224,0.00054672174,0.00012122492,0.036617823,0.00022371691,0.93741596],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996505,0.000024200812,0.000025636296,0.000078392244,0.00016916261,0.000052049258],"domain_scores_gemma":[0.9996371,0.000017476917,0.000025670057,0.000032292428,0.00023115349,0.00005631818],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00033530858,0.0007772397,0.00047933494,0.0017235669,0.0009926627,0.0019172581,0.0005788628,0.0004868154,0.35791457],"category_scores_gemma":[0.0006252216,0.00018975559,0.00039442387,0.0036658763,0.00027694413,0.00094741455,0.0015976469,0.00074246223,0.17720325],"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":[0.00004365034,0.000045496305,0.0025237815,0.00022426294,0.00000839536,0.00009942947,0.00013350292,0.00012394157,0.0012237449,0.003018447,0.7640118,0.22854358],"study_design_scores_gemma":[0.0000054250772,0.00001543852,0.00447141,0.000045483263,0.0000023276912,0.000035976,0.00011577864,0.0000542729,0.0001254477,0.00051989726,0.9946044,0.0000043084106],"about_ca_topic_score_codex":0.01346184,"about_ca_topic_score_gemma":0.018079923,"teacher_disagreement_score":0.35791457,"about_ca_system_score_codex":0.0009868353,"about_ca_system_score_gemma":0.0021250106,"threshold_uncertainty_score":0.91585696},"labels":[],"label_agreement":null},{"id":"W644231814","doi":"","title":"Water quality and resource development","year":2005,"lang":"en","type":"book","venue":"Wiley-Interscience eBooks","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":4,"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":"Resource (disambiguation); Water quality; Water development; Quality (philosophy); Environmental science; Business; Environmental economics; Water resources; Computer science; Economics; Philosophy; Ecology; Biology","score_opus":0.038570363745459135,"score_gpt":0.276041980217583,"score_spread":0.2374716164721239,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W644231814","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0027179508,0.02980952,0.005177556,0.121639185,0.008327056,0.00053869956,0.014065214,0.0009436344,0.8167812],"genre_scores_gemma":[0.03665551,0.026708487,0.0070408774,0.009660184,0.0015451947,0.00039212272,0.008803284,0.0003640764,0.9088303],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99859494,0.00032101705,0.000077400975,0.00016372229,0.00061569386,0.00022726838],"domain_scores_gemma":[0.99801147,0.00011628454,0.00009178928,0.00018615242,0.0012277311,0.00036648754],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017597945,0.000589815,0.0005257131,0.0016069569,0.0017259915,0.0043078493,0.00081197615,0.0010147532,0.1893557],"category_scores_gemma":[0.002930908,0.00021725838,0.00032481004,0.003536476,0.0007679661,0.0020689869,0.0032379662,0.0015835726,0.04339114],"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":[0.000015111577,0.00002659834,0.0012474408,0.00021336292,0.000007958763,0.000051698673,0.00016609955,0.00017690161,0.00037404295,0.021343445,0.76959586,0.20678149],"study_design_scores_gemma":[0.0000020354876,0.000007123151,0.0013657897,0.000094239665,0.0000015617283,0.000019690811,0.0001545061,0.000050859144,0.000050271505,0.0016525765,0.99659854,0.0000028542497],"about_ca_topic_score_codex":0.039368957,"about_ca_topic_score_gemma":0.047692116,"teacher_disagreement_score":0.1893557,"about_ca_system_score_codex":0.004777276,"about_ca_system_score_gemma":0.01451646,"threshold_uncertainty_score":0.6334579},"labels":[],"label_agreement":null},{"id":"W99785297","doi":"","title":"Reuse-based software engineering: techniques, organization, and controls","year":2001,"lang":"en","type":"book","venue":"Wiley-Interscience eBooks","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":109,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Reuse; Software engineering; Software; Computer science; Inclusion (mineral); Feature-oriented domain analysis; Domain engineering; Engineering management; Social software engineering; Software development; State (computer science); Systems engineering; Software construction; Engineering; Programming language; Sociology","score_opus":0.03858177548075011,"score_gpt":0.2847595129482835,"score_spread":0.24617773746753338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W99785297","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004112956,0.07897038,0.77591926,0.003846379,0.00068020227,0.00016488737,0.000109334826,0.0019302866,0.13426633],"genre_scores_gemma":[0.096941926,0.14392294,0.5530758,0.0011113452,0.0012895754,0.0005685783,0.0006190008,0.0016954364,0.20077543],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9977005,0.00038564147,0.00013737142,0.00022667472,0.0014662246,0.0000835873],"domain_scores_gemma":[0.997306,0.0012939476,0.0001703408,0.0007115708,0.0004288324,0.00008933408],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022436993,0.0010941848,0.000888242,0.0021240877,0.00057533453,0.0054212636,0.0019324106,0.0010721474,0.005510442],"category_scores_gemma":[0.0044710278,0.0009104789,0.0009143153,0.0049609477,0.0033766252,0.0070370133,0.0021074514,0.0017875785,0.0035982856],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000901852,0.000039196642,0.00023969238,0.00074733625,0.000038159607,0.00007253752,0.00069887866,0.005550968,0.002233057,0.5410443,0.028807107,0.42051968],"study_design_scores_gemma":[0.000010789255,0.000051921845,0.0004866028,0.0005198284,0.00002463315,0.0005512578,0.00015199416,0.010388386,0.0019927353,0.5468337,0.43895888,0.000029315708],"about_ca_topic_score_codex":0.0018572295,"about_ca_topic_score_gemma":0.0016556989,"teacher_disagreement_score":0.005510442,"about_ca_system_score_codex":0.0016756513,"about_ca_system_score_gemma":0.0021018353,"threshold_uncertainty_score":0.018434286},"labels":[],"label_agreement":null}]}