{"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":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0050569642,0.00011422111,0.000026029751,0.00022956383,0.000103746424,0.0002772374,0.000012247403,0.000044961824,0.994135],"genre_scores_gemma":[0.008604794,0.00020188635,0.00026258436,0.0011637297,0.00020897995,0.000027864462,0.000042943637,0.000041322968,0.98944587],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99757105,0.00003650247,0.00025514033,0.0009774966,0.00044664295,0.000713152],"domain_scores_gemma":[0.9991875,0.00001971425,0.00006045134,0.0003995157,0.000016717118,0.00031605005],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003106406,0.00043875683,0.00038880127,0.000038850183,0.00025174944,0.000142728,0.00043926935,0.00027806562,0.0024941661],"category_scores_gemma":[0.0000050987624,0.00028457362,0.00008426024,0.000017151344,0.0051070475,0.00023635487,0.0015109665,0.0005631309,0.00007531075],"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":[0.00027650097,0.00014028627,0.004711364,0.0006765763,0.00022355995,0.00024700596,0.022062551,0.000002671139,0.10840275,0.0015984016,0.7196022,0.14205611],"study_design_scores_gemma":[0.00023614868,0.00012908787,0.000014869945,0.000028297205,0.000032366905,0.00008350833,0.000031561307,0.00008342938,0.004585812,0.0018283807,0.9925198,0.0004267526],"about_ca_topic_score_codex":0.00008019047,"about_ca_topic_score_gemma":0.00011119266,"teacher_disagreement_score":0.27291757,"about_ca_system_score_codex":0.0002292859,"about_ca_system_score_gemma":0.000023968678,"threshold_uncertainty_score":0.99996066},"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":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.039100204,0.00061963825,0.0000028646186,0.00016708637,0.00035292783,0.00018683431,0.00004181794,0.000046674,0.95948195],"genre_scores_gemma":[0.11565553,0.0001593094,0.0001650962,0.00035993825,0.00028274834,8.737966e-7,0.00008312939,0.000005895212,0.8832875],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99840796,0.000020226122,0.00021910212,0.00052272726,0.00035459,0.00047541806],"domain_scores_gemma":[0.9995496,0.000035676865,0.00006415089,0.0001752781,0.00001052141,0.0001647691],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001565986,0.00032399004,0.0002883756,0.000040607978,0.00029828184,0.00012263049,0.00033142685,0.00012278279,0.0022336438],"category_scores_gemma":[0.000003292107,0.00018600322,0.00008400523,0.000014748327,0.0006027049,0.0001377183,0.00013921606,0.00025168815,0.00091683964],"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":[0.00010507098,0.000036900055,0.04094933,0.00023332915,0.00024627487,0.00018237735,0.0076723816,0.00081480405,0.0009574311,0.00040272428,0.25726756,0.6911318],"study_design_scores_gemma":[0.00024995752,0.0002566254,0.028368017,0.0001681019,0.000056017576,0.00010981642,0.00034465748,0.00029900466,0.00042108173,0.0010235605,0.9677891,0.0009140424],"about_ca_topic_score_codex":0.00036635087,"about_ca_topic_score_gemma":0.0017581427,"teacher_disagreement_score":0.7105215,"about_ca_system_score_codex":0.000023237162,"about_ca_system_score_gemma":0.000024246367,"threshold_uncertainty_score":0.99986106},"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":"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":[0.012041339,0.000042099484,0.00044478814,0.00082002376,0.00026184207,0.0004210098,0.000017378541,0.00012359166,0.9858279],"genre_scores_gemma":[0.020428995,0.0000063084494,0.0015330809,0.0028746906,0.0001565549,0.00003324191,0.00003158974,0.000032761218,0.97490275],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966501,0.00015290562,0.0006819379,0.0009323024,0.00090913515,0.0006736011],"domain_scores_gemma":[0.99889284,0.000050315135,0.00020039498,0.00052368577,0.000010380836,0.00032240452],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0014980051,0.00043396206,0.00039183596,0.00009176539,0.00042050338,0.0001619907,0.00067667966,0.00024744513,0.0023277798],"category_scores_gemma":[0.000012148296,0.0003258149,0.000102645805,0.000028699202,0.0011852488,0.000160092,0.0010318763,0.00042158045,0.001957501],"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":[0.00021271057,0.00028272238,0.0013035531,0.0003419717,0.0001706252,0.00009325485,0.06970754,0.00015764192,0.014120054,0.0079847835,0.3831951,0.52243],"study_design_scores_gemma":[0.00020256014,0.000044152865,0.00079232425,0.00013544182,0.000013148658,0.00001720452,0.0000770791,0.000020148856,0.0048315884,0.0009229373,0.99238366,0.00055973785],"about_ca_topic_score_codex":0.000071324794,"about_ca_topic_score_gemma":0.00020788753,"teacher_disagreement_score":0.60918856,"about_ca_system_score_codex":0.0008836476,"about_ca_system_score_gemma":0.00011563888,"threshold_uncertainty_score":0.9999194},"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":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00074472453,0.00040267358,0.7099477,0.0010451837,0.005272471,0.0022732993,0.00027281127,0.0022986305,0.2777425],"genre_scores_gemma":[0.004772072,0.000013164758,0.020850629,0.001358706,0.00044169955,0.000030521336,0.00009236263,0.000094277726,0.97234654],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99406105,0.00008411558,0.0010138846,0.0019786565,0.0022777587,0.0005845474],"domain_scores_gemma":[0.9939174,0.001218545,0.0005750346,0.0032144224,0.00075439934,0.0003202188],"candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0042163203,0.0004933051,0.00062594604,0.0011699094,0.00039830513,0.0018613768,0.0043275454,0.0002493616,0.0003223394],"category_scores_gemma":[0.01125714,0.0004098484,0.00013526404,0.0006712648,0.00058141194,0.00023778346,0.0016905696,0.00039559574,0.00025028732],"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":[0.000016362428,0.000034056775,0.00050675747,0.00003877504,0.00002598124,0.000101407706,0.00037437104,0.0001570296,0.00018215881,0.003722774,0.9069857,0.08785461],"study_design_scores_gemma":[0.00026421947,0.00009794758,0.00006820639,0.00042401714,0.000033442106,0.000038244747,0.00003952016,0.0034092735,0.00030662157,0.0042610196,0.9904939,0.00056358316],"about_ca_topic_score_codex":0.000010228744,"about_ca_topic_score_gemma":0.000009012823,"teacher_disagreement_score":0.69460404,"about_ca_system_score_codex":0.00023596353,"about_ca_system_score_gemma":0.0006351864,"threshold_uncertainty_score":0.9998353},"labels":[],"label_agreement":null}]}