{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":21,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":21,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"b010fd51fefd","filters":{"venue":"IMPERIAL COLLEGE PRESS eBooks"}},"results":[{"id":"W1540519426","doi":"10.1142/p595","title":"Labelled Markov Processes","year":2009,"lang":"en","type":"book","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Formal Methods in Verification","field":"Computer Science","cited_by":219,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Markov chain; Computer science; Machine learning","authors":[{"name":"Prakash Panangaden","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03202670239291956,"gpt":0.2804898023067568,"spread":0.2484630999138372,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007419045,0.0009677809,0.0006200416,0.001240953,0.00087923,0.003316272,0.00100609,0.001373238,0.03340706],"category_scores_gemma":[0.003831137,0.0005989093,0.001035651,0.001817986,0.002006933,0.005246939,0.001359502,0.002594303,0.009481449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00170429,"about_ca_system_score_gemma":0.001137775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00121556,"about_ca_topic_score_gemma":0.001554206,"domain_scores_codex":[0.998768,0.0003251475,0.00007484964,0.0002806759,0.0004645107,0.00008677577],"domain_scores_gemma":[0.998628,0.0007431416,0.0001099082,0.0002128436,0.000239142,0.00006695295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001140224,0.000008915665,0.00005773338,0.000154866,0.00001311891,0.00008791326,0.0001876826,0.001940981,0.0005777478,0.9444427,0.02173778,0.03077917],"study_design_scores_gemma":[0.000007620765,0.00001405951,0.0001162374,0.0001179839,0.00001202978,0.0002205039,0.0000471585,0.005024142,0.0004864963,0.6138078,0.3801295,0.00001647532],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003821144,0.01865293,0.5501751,0.004164671,0.003469055,0.0002208123,0.002314363,0.001990742,0.4151913],"genre_scores_gemma":[0.1735363,0.02867431,0.2624446,0.004179351,0.002890858,0.0007168889,0.004733988,0.001234799,0.5215889],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03340706,"threshold_uncertainty_score":0.1117578,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4251909731","doi":"10.1142/p981","title":"Exploring Big Historical Data","year":2014,"lang":"en","type":"book","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":66,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo; Carleton University","funders":"","keywords":"Big data; History; Computer science; Data mining","authors":[{"name":"Shawn Graham","is_ca":true},{"name":"Ian Milligan","is_ca":true},{"name":"Scott Weingart","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.485653745540465,"gpt":0.3824765685860768,"spread":0.1031771769543882,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001028782,0.0007080981,0.0004798847,0.002968564,0.0007305664,0.003987535,0.000750683,0.0006198508,0.02582148],"category_scores_gemma":[0.005673574,0.0006900807,0.0006285438,0.00500387,0.001317612,0.006158476,0.002399328,0.001787628,0.005772765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007712112,"about_ca_system_score_gemma":0.0009400123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003360219,"about_ca_topic_score_gemma":0.008417541,"domain_scores_codex":[0.9996371,0.0001040321,0.00002070874,0.00006667495,0.0001549989,0.00001643968],"domain_scores_gemma":[0.9978598,0.001581181,0.00005269113,0.0003104692,0.0001343866,0.00006146134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000257773,0.00001667261,0.001164619,0.0005500792,0.00008214542,0.0001837984,0.001445853,0.004045983,0.0004711228,0.1719163,0.2540857,0.5660118],"study_design_scores_gemma":[0.000003120765,0.000006593083,0.001022242,0.0004168895,0.00002224504,0.0001817059,0.0006563041,0.005172792,0.0004129645,0.3657739,0.6263123,0.00001895794],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00794128,0.06002413,0.5229436,0.02053188,0.002648945,0.0001505503,0.01086577,0.004832002,0.3700619],"genre_scores_gemma":[0.1265851,0.08430412,0.438305,0.003539274,0.002341182,0.0004245692,0.02607173,0.003630888,0.3147981],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02582148,"threshold_uncertainty_score":0.08638144,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2500189384","doi":"10.1142/9781848162716_0007","title":"Uncertainty in Rainfall Inputs","year":2014,"lang":"en","type":"book-chapter","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Hydrology and Drought Analysis","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"","keywords":"Environmental science; Geography; Econometrics; Hydrology (agriculture); Computer science; Mathematics; Geology; Geotechnical engineering","authors":[{"name":"Richard E. Chandler","is_ca":false},{"name":"Valerie Isham","is_ca":false},{"name":"Pj Northrop","is_ca":false},{"name":"H. S. Wheater","is_ca":true},{"name":"C. Onof","is_ca":false},{"name":"N.A. Leith","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01433248234857092,"gpt":0.226307964272944,"spread":0.2119754819243731,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001222821,0.00077798,0.0006706256,0.0007491037,0.0003676045,0.002702782,0.000549142,0.0009413818,0.008683404],"category_scores_gemma":[0.005778863,0.0006606936,0.0003736848,0.001152956,0.001318495,0.003228976,0.001261448,0.001998838,0.001177448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002047208,"about_ca_system_score_gemma":0.001004384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004098993,"about_ca_topic_score_gemma":0.004290972,"domain_scores_codex":[0.9991418,0.0002407595,0.00005107293,0.0001266681,0.0003945589,0.00004500547],"domain_scores_gemma":[0.9987959,0.0008122455,0.00006041939,0.0001821118,0.0001229545,0.00002638569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004267034,0.00002454341,0.0005296488,0.0001842965,0.00005623768,0.0001226498,0.0002797827,0.06992271,0.0004670997,0.7166248,0.03231663,0.1794289],"study_design_scores_gemma":[0.000004174372,0.00001160029,0.0005349629,0.0001743012,0.00001362169,0.0000444632,0.00008202771,0.02538731,0.0004387139,0.8751472,0.09814206,0.00001953155],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01695533,0.05585345,0.3249474,0.02112754,0.002579322,0.00006730794,0.001900181,0.0005853755,0.575984],"genre_scores_gemma":[0.7152867,0.05888653,0.04280832,0.002105166,0.00374294,0.0001757712,0.001743683,0.0005668988,0.174684],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008683404,"threshold_uncertainty_score":0.02904892,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2493748416","doi":"10.1142/p736","title":"GMDH-Methodology and Implementation in C","year":2011,"lang":"en","type":"book","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Statistical and Computational Modeling","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Sheridan College","funders":"","keywords":"Computer science","authors":[{"name":"Godfrey C. Onwubolu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09846748208532548,"gpt":0.3348498855477052,"spread":0.2363824034623797,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002843875,0.001431003,0.001000824,0.001721769,0.0008752346,0.003217811,0.005198307,0.001830036,0.08740727],"category_scores_gemma":[0.00963287,0.001418964,0.002244307,0.001726662,0.001076183,0.002390904,0.00294474,0.003137218,0.04452484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00116682,"about_ca_system_score_gemma":0.0022489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003410516,"about_ca_topic_score_gemma":0.002250929,"domain_scores_codex":[0.9970757,0.0006278502,0.0002946991,0.0004877025,0.001277819,0.0002362641],"domain_scores_gemma":[0.9966179,0.001325277,0.000122613,0.0007330983,0.001094394,0.0001067335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002829216,0.0001557361,0.0006265829,0.001611848,0.0001727703,0.0004660312,0.0003890069,0.04468239,0.004660229,0.1594278,0.2573645,0.5301603],"study_design_scores_gemma":[0.000249087,0.00008258135,0.0004771466,0.0005458521,0.00006023095,0.0008831549,0.0001128051,0.2453883,0.01543927,0.1346374,0.6019611,0.0001630544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0005116063,0.0002197108,0.9306194,0.0002938749,0.0002297745,0.000281448,0.001668676,0.05300212,0.01317338],"genre_scores_gemma":[0.0106852,0.0003569739,0.9555985,0.0003910517,0.0000886908,0.0008619245,0.003461719,0.01549033,0.01306556],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08740727,"threshold_uncertainty_score":0.2924064,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4299308792","doi":"10.1142/p441","title":"Survival Skills for Scientists","year":2006,"lang":"en","type":"book","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Psychology","authors":[{"name":"Federico Rosei","is_ca":true},{"name":"T. W. Johnston","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09690447087096653,"gpt":0.3979227650419557,"spread":0.3010182941709892,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001195114,0.0008219226,0.0005025448,0.000792632,0.002443656,0.006290498,0.0007353903,0.00206824,0.06259938],"category_scores_gemma":[0.002230522,0.0002836093,0.0003145468,0.000662568,0.003003759,0.004260951,0.003946743,0.005332183,0.03375793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00193114,"about_ca_system_score_gemma":0.00347042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001486832,"about_ca_topic_score_gemma":0.004521312,"domain_scores_codex":[0.999534,0.0001297892,0.00001668574,0.00006511439,0.000170535,0.00008396795],"domain_scores_gemma":[0.9991234,0.0001937939,0.00004309812,0.000106164,0.0002280104,0.0003056151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001440233,0.00002844566,0.00007385085,0.0001091556,0.000002853414,0.00005217707,0.001311004,0.00007943384,0.000210204,0.2121072,0.6977618,0.08824933],"study_design_scores_gemma":[0.000001879184,0.000006969908,0.00006917749,0.00007444118,9.386369e-7,0.00003366452,0.0002346417,0.00001875018,0.00003774662,0.02368249,0.9758375,0.000001782369],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009188566,0.01991687,0.002417813,0.04345414,0.00821363,0.00003296756,0.00008175836,0.0001435746,0.9248204],"genre_scores_gemma":[0.006798993,0.006825148,0.001018181,0.005546214,0.001376799,0.00004141618,0.00006371435,0.00006551751,0.9782641],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06259938,"threshold_uncertainty_score":0.2094159,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2478406444","doi":"10.1142/9781848162693_0003","title":"The Creative Brain: Fundamental Features, Associated Conditions and Unifying Neural Mechanisms","year":2010,"lang":"en","type":"book-chapter","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Erasmus+; McGill University","keywords":"Cognitive science; Neuroscience; Computer science; Psychology","authors":[{"name":"Stavia B. Blunt","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04100233956208981,"gpt":0.3311456684637912,"spread":0.2901433289017014,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002941783,0.0006679129,0.0004971315,0.0008551641,0.0007146472,0.005621084,0.001044507,0.001306374,0.007006698],"category_scores_gemma":[0.0007682047,0.0003273917,0.0003574074,0.001379631,0.008060836,0.004844902,0.001476174,0.002832553,0.001230025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008736636,"about_ca_system_score_gemma":0.000882537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000419922,"about_ca_topic_score_gemma":0.0005661284,"domain_scores_codex":[0.9998289,0.00002312518,0.00001048062,0.00004126977,0.00006951921,0.00002662885],"domain_scores_gemma":[0.9998059,0.0001115162,0.00001465866,0.00002564595,0.00002266313,0.00001969481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003342957,0.00001440426,0.0001607102,0.0002479573,0.00001084157,0.0002002609,0.001072885,0.0003864955,0.002814149,0.9213105,0.007660718,0.06608763],"study_design_scores_gemma":[0.00001258409,0.00001232454,0.0007933137,0.00009507873,0.000005773042,0.0006048328,0.0003642441,0.0006615848,0.0007655501,0.9541647,0.04250756,0.00001243201],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0275441,0.1210349,0.06925333,0.00715259,0.0008874299,0.00006498489,0.0002810276,0.0003655964,0.773416],"genre_scores_gemma":[0.6437508,0.1089188,0.06779671,0.001833057,0.002805991,0.0004775418,0.0005034077,0.000292892,0.1736208],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007006698,"threshold_uncertainty_score":0.02343976,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2478799348","doi":"10.1142/9781848164406_0010","title":"Stem Cells as Vehicles for Gene Therapy in Lung Repair","year":2010,"lang":"en","type":"book-chapter","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Tissue Engineering and Regenerative Medicine","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Genetic enhancement; Medicine; Lung; Stem cell; Gene; Biology; Internal medicine; Genetics","authors":[{"name":"Shirley H. J. Mei","is_ca":true},{"name":"Duncan J. Stewart","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02963403311417965,"gpt":0.2725358480169498,"spread":0.2429018149027702,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003791958,0.0006535561,0.0005810321,0.001043659,0.0003323079,0.001390714,0.0004655327,0.0007257412,0.0146624],"category_scores_gemma":[0.0001779006,0.000391036,0.00028595,0.000835827,0.0007285574,0.001807143,0.0006634974,0.001949401,0.008511186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004606948,"about_ca_system_score_gemma":0.0004132054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006233945,"about_ca_topic_score_gemma":0.001977698,"domain_scores_codex":[0.9998821,0.00001291903,0.000006376396,0.00001375898,0.00007735948,0.00000749053],"domain_scores_gemma":[0.9999442,0.00003504421,0.000002981182,0.000004328097,0.000009433513,0.000004071055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008248822,0.00006852354,0.00006536405,0.001428572,0.00001788157,0.0002700244,0.0008333494,0.001297124,0.07309438,0.1469853,0.09136473,0.6844922],"study_design_scores_gemma":[0.000008597393,0.00003198993,0.00004941352,0.0001283103,0.000007939423,0.0002149724,0.0000513055,0.0002152079,0.009147742,0.01127203,0.9788658,0.000006665076],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.004372011,0.5055267,0.05468437,0.002366179,0.004102497,0.0001519317,0.0003452539,0.0004031941,0.428048],"genre_scores_gemma":[0.01651774,0.2730792,0.01873951,0.001191628,0.0007337366,0.000186665,0.0002532236,0.0002571616,0.6890411],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0146624,"threshold_uncertainty_score":0.04905069,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2477023072","doi":"10.1142/9781783267231_0010","title":"Smart Lipid-Based Drug Delivery Systems","year":2016,"lang":"en","type":"book-chapter","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Nanoparticle-Based Drug Delivery","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan; University of British Columbia","funders":"","keywords":"Drug delivery; Drug; Computer science; Medicine; Pharmacology; Nanotechnology; Materials science","authors":[{"name":"Paloma Benito-Gallo","is_ca":false},{"name":"Pavel Gershkovich","is_ca":false},{"name":"Maria Marlow","is_ca":false},{"name":"Vanessa Zann","is_ca":false},{"name":"Kishor M. Wasan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02074606989925964,"gpt":0.2235195809267167,"spread":0.2027735110274571,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001934884,0.0005954953,0.0004732885,0.0004881202,0.000200553,0.0007552476,0.000440955,0.000550402,0.007472404],"category_scores_gemma":[0.0001314533,0.0003562385,0.0002691849,0.0003546175,0.0003838143,0.001189196,0.0007853995,0.001040785,0.006354487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005260991,"about_ca_system_score_gemma":0.000273906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002302185,"about_ca_topic_score_gemma":0.0004237036,"domain_scores_codex":[0.9998878,0.000008790309,0.000006411739,0.00002136274,0.00006289995,0.00001264908],"domain_scores_gemma":[0.9999739,0.000008617283,0.000003937777,0.000003175877,0.000006440348,0.000003933847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001347631,0.00009810259,0.00004921039,0.001521176,0.00002900872,0.0002692022,0.0001966991,0.002599932,0.5618997,0.06468043,0.02882367,0.3396982],"study_design_scores_gemma":[0.00003979323,0.0001759378,0.0001403494,0.0001617799,0.00002564074,0.0004119349,0.00002750892,0.005149526,0.2419431,0.009498772,0.7423884,0.00003721218],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.05258316,0.2733658,0.2323222,0.00433397,0.004123338,0.0005396022,0.001556546,0.003636413,0.4275389],"genre_scores_gemma":[0.1489279,0.1856902,0.08813014,0.002474842,0.0006142391,0.000536781,0.001133893,0.0004803075,0.5720116],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.007472404,"threshold_uncertainty_score":0.02499765,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2482684079","doi":"10.1142/9781848168053_0016","title":"Carbon Dioxide Capture from Post-combustion Streams Using Amine-functionalized Nanoporous Materials","year":2012,"lang":"en","type":"book-chapter","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Australian Government","keywords":"Nanoporous; STREAMS; Amine gas treating; Carbon dioxide; Combustion; Materials science; Chemical engineering; Chemistry; Nanotechnology; Organic chemistry; Computer science; Engineering","authors":[{"name":"Rodrigo Serna-Guerrero","is_ca":true},{"name":"Abdelhamid Sayari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01875780817552127,"gpt":0.2092810685252822,"spread":0.190523260349761,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007971823,0.0003898645,0.0002568773,0.0004047793,0.0001670282,0.0003440388,0.0004286843,0.0003973061,0.003166924],"category_scores_gemma":[0.00008127118,0.0002463526,0.0002692963,0.0003711772,0.0001545145,0.0006590475,0.0001975025,0.0005029073,0.001710062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004108192,"about_ca_system_score_gemma":0.0001767488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005854032,"about_ca_topic_score_gemma":0.002191012,"domain_scores_codex":[0.9999076,0.000002022735,0.000004012712,0.00001804469,0.00005656393,0.00001158729],"domain_scores_gemma":[0.9999728,0.000008989982,0.000002790952,0.000003342467,0.000009505996,0.000002552482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004227848,0.0000478213,0.00005696189,0.0004603214,0.00001014986,0.0001335731,0.00004429509,0.0005141801,0.9252534,0.001839086,0.002847982,0.06874995],"study_design_scores_gemma":[0.000005560863,0.00008335087,0.0005662548,0.00003213983,0.000009919958,0.0002534782,0.00001599587,0.00159213,0.9474285,0.0005660602,0.04943155,0.00001504499],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4517732,0.1328169,0.0841374,0.001836361,0.001888422,0.0002828459,0.001717756,0.001956558,0.3235905],"genre_scores_gemma":[0.566435,0.05524463,0.03987674,0.0006780247,0.0003002422,0.0001225327,0.001755333,0.0003779344,0.3352095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003166924,"threshold_uncertainty_score":0.01059437,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2506247915","doi":"10.1142/p1082","title":"Handbook of Intensive Care Organization and Management","year":2015,"lang":"en","type":"book","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology","authors":[{"name":"Andrew Webb","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06679783509859331,"gpt":0.3628489766048514,"spread":0.2960511415062581,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000540734,0.001221306,0.001009962,0.001501863,0.0006856785,0.002424258,0.001059077,0.001350979,0.06484519],"category_scores_gemma":[0.001973541,0.0006229272,0.0003603577,0.001831797,0.0006463366,0.001881899,0.00138481,0.002846533,0.04290504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001331847,"about_ca_system_score_gemma":0.004518331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005432933,"about_ca_topic_score_gemma":0.01792934,"domain_scores_codex":[0.9993426,0.00008131572,0.00004654054,0.00003696457,0.000453682,0.00003884426],"domain_scores_gemma":[0.9993169,0.0001989366,0.00005065165,0.00005786846,0.0002686401,0.0001070472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005806577,0.00003981001,0.00006220533,0.000228688,0.000002567004,0.00004204358,0.0002169155,0.0002938705,0.0001627598,0.00798207,0.7526754,0.2382879],"study_design_scores_gemma":[0.000002790651,0.000008390846,0.0001943729,0.000280771,0.000001340695,0.00008263614,0.00005424943,0.00008023329,0.00002588215,0.002716816,0.9965486,0.000003927762],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006061129,0.1186626,0.01546977,0.01014298,0.007928529,0.0002556219,0.0008646281,0.001120561,0.8449492],"genre_scores_gemma":[0.002700598,0.05307836,0.01131521,0.003270078,0.001528688,0.0002566546,0.0007472013,0.0002536386,0.9268496],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06484519,"threshold_uncertainty_score":0.2169288,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4242053014","doi":"10.1142/9781783269518_0015","title":"Evidence-Based Medicine","year":2016,"lang":"en","type":"book-chapter","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Traditional medicine; Medicine","authors":[{"name":"Bram Rochwerg","is_ca":true},{"name":"Waleed Alhazzani","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.370614361298104,"gpt":0.4804345605705106,"spread":0.1098201992724066,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003275996,0.00139405,0.001736873,0.003293948,0.0007636397,0.005610688,0.001216329,0.003187417,0.115882],"category_scores_gemma":[0.009345832,0.0008255167,0.0006659416,0.002228433,0.002779559,0.004845124,0.004159991,0.005651775,0.06900138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001780326,"about_ca_system_score_gemma":0.003584747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001103213,"about_ca_topic_score_gemma":0.003874274,"domain_scores_codex":[0.9976821,0.0005932103,0.0002054041,0.0002191563,0.001215521,0.00008457621],"domain_scores_gemma":[0.9959786,0.002112177,0.0002334723,0.0005244827,0.0007294698,0.0004218722],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000180674,0.00002810305,0.00004061803,0.001100267,0.00002416748,0.00005444008,0.0002179575,0.0001510453,0.0003064143,0.04801504,0.5866616,0.3633822],"study_design_scores_gemma":[0.000005691697,0.000008991408,0.00008280015,0.001310741,0.000005434401,0.0001132929,0.00004048664,0.0000546827,0.00005043817,0.02175024,0.9765721,0.000005068546],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.000177947,0.2104557,0.01088622,0.02365789,0.01351454,0.0001700081,0.0003538271,0.0003218427,0.7404621],"genre_scores_gemma":[0.004342335,0.164514,0.01268316,0.01869441,0.009592819,0.0002915719,0.0006204062,0.0003164494,0.7889447],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.996724,"threshold_uncertainty_score":0.3876638,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2477987373","doi":"10.1142/9781860948756_0020","title":"From Laboratory Bench to Marketplace — The \"Chontrol<sup>®</sup>\" Story: A Legacy to Government–Academia–Industry Partnerships","year":2008,"lang":"en","type":"book-chapter","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Plant and fungal interactions","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Forest Service","funders":"","keywords":"Government (linguistics); Business; Engineering; Political science; Management; Economics","authors":[{"name":"Simon F. Shamoun","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0479662974933427,"gpt":0.2376259226036087,"spread":0.189659625110266,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002009148,0.000681867,0.0003305382,0.0005926433,0.001762217,0.006894462,0.001437167,0.003796637,0.03842362],"category_scores_gemma":[0.001553419,0.0003456469,0.0002966187,0.0009393606,0.004649171,0.01086072,0.002183925,0.004808418,0.01222529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003918909,"about_ca_system_score_gemma":0.002297212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003625008,"about_ca_topic_score_gemma":0.009375449,"domain_scores_codex":[0.9988816,0.000276021,0.00004845889,0.0001891243,0.0004989998,0.0001056819],"domain_scores_gemma":[0.999042,0.0004104928,0.00006416872,0.000139138,0.0002052663,0.0001388382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000417549,0.0001034098,0.0001044359,0.0003294213,0.000004045787,0.0002825371,0.001224579,0.0001859761,0.002249782,0.2379985,0.5520086,0.2054671],"study_design_scores_gemma":[0.000002722606,0.00001958654,0.00005024015,0.00007933783,9.573318e-7,0.000060954,0.0002479516,0.00003263685,0.0005378266,0.007281643,0.9916806,0.000005564656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003656766,0.1182535,0.01022666,0.204595,0.01218361,0.00008171431,0.0002576374,0.0007431695,0.650002],"genre_scores_gemma":[0.0266264,0.05107673,0.006699921,0.04230263,0.003592484,0.00008070764,0.0002121113,0.0006306782,0.8687783],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03842362,"threshold_uncertainty_score":0.1285399,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4236483478","doi":"10.1142/9781783269518_0020","title":"Pandemic Planning","year":2016,"lang":"en","type":"book-chapter","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Fraser Health","funders":"","keywords":"Pandemic; Computer science; Geography; Coronavirus disease 2019 (COVID-19); Medicine; Infectious disease (medical specialty)","authors":[{"name":"Michelle Murti","is_ca":true},{"name":"Steve Reynolds","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06069618254714249,"gpt":0.315352099219788,"spread":0.2546559166726455,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005691994,0.0007497907,0.0002478562,0.000919047,0.001156201,0.003175803,0.00068935,0.001245819,0.1803706],"category_scores_gemma":[0.001261686,0.0002791077,0.0002771571,0.000676349,0.0008065258,0.002374296,0.001898272,0.001752514,0.05897963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001957341,"about_ca_system_score_gemma":0.002679429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006670346,"about_ca_topic_score_gemma":0.01335364,"domain_scores_codex":[0.9997465,0.00005511401,0.00001013792,0.00004167229,0.0001066484,0.00003995263],"domain_scores_gemma":[0.9997979,0.00003818648,0.000009674382,0.0000436556,0.00006299886,0.00004760482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009794605,0.00001581703,0.00008350478,0.00009516268,0.000002906872,0.00004705264,0.0002560452,0.0003440008,0.0001732335,0.1081483,0.7214467,0.1693774],"study_design_scores_gemma":[0.000001019847,0.000002256531,0.00005044917,0.00004857381,5.662775e-7,0.00001701855,0.00006799512,0.00004443488,0.00002805861,0.007544282,0.9921938,0.00000139193],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001815675,0.002858639,0.001636348,0.003370669,0.001827865,0.00004989565,0.0002738619,0.0001328985,0.9896684],"genre_scores_gemma":[0.00556928,0.004340632,0.001702373,0.001523986,0.0005134915,0.00006553943,0.0005008207,0.00008127451,0.9857026],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1803706,"threshold_uncertainty_score":0.6033998,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4243254442","doi":"10.1142/p942","title":"Overcoming Deafness","year":2014,"lang":"en","type":"book","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Psychology","authors":[{"name":"Ellis Douek","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04828820866212141,"gpt":0.3164850822586103,"spread":0.2681968735964889,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002670807,0.0006469153,0.0002953302,0.0006049651,0.001253486,0.001901781,0.0005595611,0.001208137,0.06595445],"category_scores_gemma":[0.0006648356,0.0001764639,0.0002335809,0.0002867614,0.001353698,0.001816977,0.002668493,0.002751579,0.02965214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007972069,"about_ca_system_score_gemma":0.001240576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002859375,"about_ca_topic_score_gemma":0.01183629,"domain_scores_codex":[0.9998318,0.00003062253,0.000004923047,0.0000212375,0.00008611035,0.00002533586],"domain_scores_gemma":[0.9998996,0.00002436475,0.00000443771,0.000010979,0.00002800488,0.00003258537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001202046,0.00003312032,0.00005933977,0.0001266728,0.00000293564,0.00009072394,0.0007168034,0.00004993541,0.0003610592,0.03153338,0.6378718,0.3291422],"study_design_scores_gemma":[0.000001285541,0.000005197524,0.000109562,0.0001051793,0.000001345739,0.0001476971,0.0002279289,0.00001228726,0.00006465307,0.005451395,0.9938713,0.000002103479],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008393726,0.04773131,0.003543012,0.01379672,0.007892326,0.00002932734,0.00006614787,0.0002077074,0.925894],"genre_scores_gemma":[0.00345484,0.01299267,0.001137961,0.00428331,0.0006755197,0.00001962753,0.0000315037,0.00007405804,0.9773304],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06595445,"threshold_uncertainty_score":0.2206396,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2489118313","doi":"10.1142/9781783266975_0009","title":"Future DREAMS: Dynamically Reconfigurable Extensible Architectures for Manycore Systems","year":2015,"lang":"en","type":"book-chapter","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Extensibility; Computer science; Computer architecture; Embedded system; Distributed computing; Operating system","authors":[{"name":"Lesley Shannon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03486816139428547,"gpt":0.2634131510982436,"spread":0.2285449897039581,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003542884,0.0008631509,0.0003765207,0.0003983433,0.0003312783,0.001494422,0.001362173,0.0005658889,0.02403742],"category_scores_gemma":[0.000543587,0.0006728817,0.0003953588,0.0005997848,0.000408938,0.002511425,0.001260888,0.001976991,0.006519256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004886618,"about_ca_system_score_gemma":0.0004380128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006562753,"about_ca_topic_score_gemma":0.001440085,"domain_scores_codex":[0.9998189,0.00002023733,0.000009664894,0.00002518947,0.00009733161,0.00002873278],"domain_scores_gemma":[0.9998766,0.00002713464,0.00000708441,0.00003847499,0.00002943076,0.00002132863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001664093,0.00006078125,0.0002238978,0.0005416886,0.0000513868,0.000142902,0.0002131066,0.01937477,0.02029381,0.1690593,0.1910842,0.5987878],"study_design_scores_gemma":[0.0000689158,0.0001216146,0.0004472284,0.0002277698,0.00003178823,0.0004131553,0.00006602907,0.05863155,0.01015318,0.1161248,0.8136601,0.00005379277],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01979609,0.05240177,0.5412319,0.004066132,0.003702041,0.0002332666,0.001017542,0.0175637,0.3599875],"genre_scores_gemma":[0.1505553,0.03608681,0.3653834,0.001630461,0.001021663,0.0003661914,0.002720844,0.003573433,0.4386619],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02403742,"threshold_uncertainty_score":0.08041316,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4246171168","doi":"10.1142/9781860944536_0003","title":"DOMOIC ACID","year":2002,"lang":"en","type":"book-chapter","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Oxidative Organic Chemistry Reactions","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Domoic acid; Chemistry; Biochemistry","authors":[{"name":"RAR Tasker","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03209622911298593,"gpt":0.2363053209651954,"spread":0.2042090918522095,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001319595,0.0008303797,0.0004463966,0.0007447497,0.0005492367,0.0008670345,0.0004580928,0.0004440243,0.04195096],"category_scores_gemma":[0.0001580664,0.0002747508,0.0001818936,0.0005286068,0.0002732109,0.0006332135,0.0006647001,0.0009885111,0.03707445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005995967,"about_ca_system_score_gemma":0.0006679925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001259664,"about_ca_topic_score_gemma":0.002142057,"domain_scores_codex":[0.9998893,0.000008911497,0.000004989252,0.00002987482,0.00004719958,0.00001974781],"domain_scores_gemma":[0.9999564,0.000005298962,0.000004114873,0.000006873224,0.000015053,0.00001230318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000521325,0.0001651478,0.0002261563,0.00171515,0.00001756932,0.0006807571,0.0001904167,0.000387892,0.2668696,0.0532736,0.1216125,0.5543399],"study_design_scores_gemma":[0.000008616901,0.00004220768,0.0001182046,0.00004700437,0.000005564318,0.0001884336,0.000017959,0.00005658223,0.04066361,0.001096479,0.9577497,0.000005699],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01071279,0.07216602,0.01939034,0.001462253,0.00321497,0.0002512332,0.002514497,0.00139847,0.8888894],"genre_scores_gemma":[0.0283261,0.02656462,0.004499414,0.0004992524,0.0001323573,0.0000754182,0.001441795,0.0001330132,0.9383281],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04195096,"threshold_uncertainty_score":0.14034,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2476377672","doi":"10.1142/9781783269518_0003","title":"Design and Role of the Intensive Care Unit","year":2016,"lang":"en","type":"book-chapter","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Family and Patient Care in Intensive Care Units","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Society of Canada","funders":"","keywords":"Intensive care unit; Medicine; Intensive care medicine","authors":[{"name":"Neil A. Halpern","is_ca":false},{"name":"Diana C. Anderson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1027515475848862,"gpt":0.3353400160287085,"spread":0.2325884684438223,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004022602,0.0005873425,0.0003396345,0.0005519594,0.001030914,0.005496456,0.001241653,0.001482287,0.01942432],"category_scores_gemma":[0.00420289,0.0006006408,0.0002796604,0.0005573483,0.003034093,0.001965778,0.001435034,0.00206079,0.004506641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003503312,"about_ca_system_score_gemma":0.006459687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002426234,"about_ca_topic_score_gemma":0.003990536,"domain_scores_codex":[0.9966383,0.002223864,0.0001327867,0.0002090391,0.00062565,0.0001703539],"domain_scores_gemma":[0.9978696,0.0009533644,0.0001078075,0.0001686569,0.00054132,0.0003592506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009910756,0.00008819972,0.0007716801,0.0008525208,0.0000129804,0.0001578476,0.005195233,0.002060496,0.001922362,0.394341,0.1425282,0.4519704],"study_design_scores_gemma":[0.00002515351,0.0001068671,0.0008209787,0.0007107934,0.00001229508,0.0001771385,0.001055044,0.0008189991,0.0006231234,0.03488819,0.9607428,0.0000185637],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005498113,0.03323279,0.1832267,0.02154222,0.00478411,0.0005302296,0.0002398209,0.0008163865,0.7501297],"genre_scores_gemma":[0.1055038,0.02354926,0.1451692,0.008878876,0.001556689,0.001632953,0.0002336577,0.0009399505,0.7125356],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01942432,"threshold_uncertainty_score":0.0649808,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2486526082","doi":"10.1142/9781860948756_0013","title":"Biosolutions Incorporated: A Company in Search of Financing","year":2008,"lang":"en","type":"book-chapter","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Banana Cultivation and Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Business; Finance","authors":[{"name":"Anusree Ganguly","is_ca":false},{"name":"Sibdas Ghosh","is_ca":false},{"name":"Shekhar Somanath","is_ca":false},{"name":"Bernard R. Glick","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09170368919264008,"gpt":0.2671813745876371,"spread":0.175477685394997,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007400989,0.0005965695,0.0002843731,0.001715284,0.001385719,0.003593539,0.0007190672,0.002868432,0.2565014],"category_scores_gemma":[0.002474802,0.0004608848,0.0002866239,0.001340204,0.0003639742,0.002389529,0.001123222,0.002069929,0.06801051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003587245,"about_ca_system_score_gemma":0.006424047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005534773,"about_ca_topic_score_gemma":0.0119175,"domain_scores_codex":[0.9992731,0.00003867335,0.00002825474,0.0001118252,0.000450376,0.00009774083],"domain_scores_gemma":[0.9988142,0.000218335,0.00007213424,0.00008937818,0.0003866313,0.0004192918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000538216,0.00005851754,0.0005751454,0.0001354668,0.000003340453,0.0002739466,0.0001143152,0.0000952593,0.001718889,0.04971837,0.7415407,0.2057123],"study_design_scores_gemma":[0.000008362917,0.00001312189,0.0003183157,0.00005004603,0.000001592025,0.00007214646,0.00002901559,0.00007837686,0.0003171521,0.0005617277,0.9985473,0.000002865482],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003753296,0.006367509,0.002119403,0.01965478,0.003186563,0.0002167743,0.001381884,0.001255517,0.9620643],"genre_scores_gemma":[0.003911587,0.001035064,0.0005008384,0.0005910316,0.0001760088,0.00004144635,0.0005302171,0.0000932437,0.9931206],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2565014,"threshold_uncertainty_score":0.8580826,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2485783832","doi":"10.1142/9781783266975_0012","title":"On-Chip FPGA Debugging and Validation: From Academia to Industry, and Back Again","year":2015,"lang":"en","type":"book-chapter","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"VLSI and Analog Circuit Testing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Debugging; Field-programmable gate array; Chip; Embedded system; Computer science; Engineering; Software engineering; Operating system; Telecommunications","authors":[{"name":"Steven J. E. Wilton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07691891602391544,"gpt":0.2780862988312786,"spread":0.2011673828073631,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001695019,0.0008774161,0.0005625249,0.001945437,0.0003839625,0.003535967,0.001409578,0.001445815,0.02030496],"category_scores_gemma":[0.004517858,0.0006885047,0.0003414296,0.001909619,0.001709683,0.003987874,0.001126158,0.002221569,0.007533153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001450064,"about_ca_system_score_gemma":0.001684691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002901702,"about_ca_topic_score_gemma":0.005053507,"domain_scores_codex":[0.9984195,0.0002509167,0.0000607157,0.0001402567,0.001035001,0.00009358195],"domain_scores_gemma":[0.9966131,0.00146579,0.00009671356,0.0004368918,0.001243493,0.0001439759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003688105,0.00003520812,0.0003222639,0.0004163125,0.00001066062,0.00006598099,0.0002479123,0.001296818,0.002388044,0.03127947,0.08724041,0.87666],"study_design_scores_gemma":[0.00001486989,0.0001232673,0.0008947776,0.001385039,0.00001656974,0.0008284025,0.0002477287,0.003834356,0.00590055,0.03756306,0.949159,0.00003248396],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01027632,0.3602409,0.2106246,0.01831571,0.006149307,0.0001443917,0.0004896504,0.005070533,0.3886886],"genre_scores_gemma":[0.09150109,0.2267916,0.1245186,0.005947393,0.002383223,0.00008777958,0.001086258,0.002518179,0.5451659],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02030496,"threshold_uncertainty_score":0.06792694,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2500807444","doi":"10.1142/9781783269518_0010","title":"Methods of Control","year":2016,"lang":"en","type":"book-chapter","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Physics and Engineering Research Articles","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; History","authors":[{"name":"Robert C. McDermid","is_ca":true},{"name":"Yvonne I. Csanyi-Fritz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02388950137017563,"gpt":0.2725489460516455,"spread":0.2486594446814698,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004198314,0.001167685,0.001312378,0.0009918744,0.0004988548,0.002002206,0.001001371,0.001161171,0.02640866],"category_scores_gemma":[0.0008491931,0.0005199029,0.0007131854,0.0006868329,0.001764505,0.001330721,0.001408711,0.001614815,0.009598558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007780356,"about_ca_system_score_gemma":0.0006728599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00131991,"about_ca_topic_score_gemma":0.001190299,"domain_scores_codex":[0.9994931,0.00009448706,0.00002504279,0.0001084894,0.0002517104,0.00002704197],"domain_scores_gemma":[0.9997981,0.00005654426,0.00001142091,0.00007803353,0.00004597831,0.000009888546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002247955,0.00002654965,0.0001181456,0.0003278324,0.00004124088,0.00005065904,0.0001575382,0.01170357,0.002554207,0.6453428,0.041767,0.2978879],"study_design_scores_gemma":[0.000019369,0.00004835087,0.000335675,0.0001498019,0.00003196364,0.0001840612,0.00006848753,0.05211332,0.00238791,0.4304983,0.5141341,0.00002866596],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001276999,0.01790777,0.7384176,0.0009293739,0.002609063,0.00008032924,0.0003098723,0.0009002657,0.2375688],"genre_scores_gemma":[0.102047,0.01699471,0.185758,0.0006243872,0.00151745,0.0004628799,0.0006544633,0.0007443444,0.6911967],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02640866,"threshold_uncertainty_score":0.08834571,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4246682920","doi":"10.1142/9781783268382_0010","title":"Advancing Regional Strategic Environmental Assessment in Canada's Western Arctic: Implementation Opportunities and Challenges","year":2015,"lang":"en","type":"book-chapter","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Arctic; The arctic; Environmental planning; Strategic environmental assessment; Regional science; Environmental resource management; Business; Geography; Political science; Environmental impact assessment; Oceanography; Environmental science; Geology","authors":[{"name":"Courtney Fidler","is_ca":true},{"name":"Bram Noble","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1745917068937718,"gpt":0.3427387643719452,"spread":0.1681470574781735,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01012161,0.0007472588,0.0007054788,0.002604352,0.008503539,0.01884732,0.002695376,0.00355503,0.006458264],"category_scores_gemma":[0.01018713,0.0004100896,0.000472056,0.005569581,0.005871261,0.0041608,0.005131518,0.004475715,0.0006858083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07700165,"about_ca_system_score_gemma":0.4067937,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9767169,"about_ca_topic_score_gemma":0.991454,"domain_scores_codex":[0.9954921,0.0009564782,0.00009782187,0.0002224746,0.001900198,0.001330934],"domain_scores_gemma":[0.9926595,0.001822319,0.0001533101,0.0001505511,0.00366738,0.00154684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003145597,0.00007072539,0.00383364,0.000525865,0.0000526394,0.0003051183,0.01026256,0.006560443,0.0004953542,0.3047231,0.3494603,0.3236788],"study_design_scores_gemma":[0.000007946048,0.00002026482,0.005886868,0.001288466,0.00003573575,0.00005170451,0.03385302,0.002478438,0.0004263069,0.06995778,0.8859324,0.00006111845],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02252577,0.05580713,0.01168308,0.2820942,0.002431984,0.0002312608,0.0008574194,0.0003526048,0.6240166],"genre_scores_gemma":[0.5330731,0.1465468,0.07625706,0.0337171,0.0009968166,0.0002268652,0.001287118,0.000435195,0.2074599],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07700165,"threshold_uncertainty_score":0.5586886,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}