{"meta":{"query_hash":"656eb816c3e7","filters":{"venue":"American Society of Civil Engineers eBooks"},"cohort_total":40,"direct_labels_cover":0,"predictions_cover":40,"exported":40,"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/656eb816c3e7","api":"https://metacan.xera.ac/api/v1/cohort?venue=American+Society+of+Civil+Engineers+eBooks"},"results":[{"id":"W1572923090","doi":"","title":"Full-Scale Testing and Foundation Design : Honoring Bengt H. Fellenius","year":2012,"lang":"en","type":"book","venue":"American Society of Civil Engineers eBooks","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","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":"Foundation (evidence); Engineering; Scale (ratio); Test (biology); Engineering ethics; Construction engineering; Foundation engineering; Civil engineering; Cartography; Political science; Geotechnical engineering; Geography; Law","score_opus":0.014196404076703946,"score_gpt":0.19606107263089695,"score_spread":0.181864668554193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1572923090","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0041713184,0.2533973,0.11040491,0.08462957,0.077124685,0.00023983339,0.00053592,0.0023113282,0.46718514],"genre_scores_gemma":[0.020297661,0.051131748,0.019938413,0.009142659,0.009097509,0.00012658931,0.00021144254,0.0009627082,0.88909125],"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9976421,0.00023859854,0.00006815756,0.00030660216,0.0016545404,0.000089994326],"domain_scores_gemma":[0.9977375,0.0007593307,0.00007461292,0.00018099455,0.0009887185,0.00025886495],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019003747,0.0010380514,0.00076552795,0.001348307,0.0009819396,0.0027211418,0.0007817686,0.0013363474,0.01739762],"category_scores_gemma":[0.004229233,0.00049342785,0.0004697373,0.0011526457,0.0020700514,0.0035892,0.0012788579,0.0033852342,0.009670728],"study_design_candidate":"bench_or_experimental","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":[0.000026512256,0.000027102182,0.00013866453,0.00016498889,0.000006856185,0.00008396533,0.0002455457,0.00063825364,0.0013254455,0.020986434,0.7372838,0.2390724],"study_design_scores_gemma":[0.000003474174,0.0000355636,0.00019150658,0.00009742517,0.000003156178,0.0002872908,0.000068543704,0.0003107436,0.0005569958,0.0066373856,0.9917965,0.000011390487],"about_ca_topic_score_codex":0.003962103,"about_ca_topic_score_gemma":0.005985596,"teacher_disagreement_score":0.01739762,"about_ca_system_score_codex":0.0021324493,"about_ca_system_score_gemma":0.0015689916,"threshold_uncertainty_score":0.058200836},"labels":[],"label_agreement":null},{"id":"W1857493882","doi":"10.1061/9780784410141","title":"Contaminants of Emerging Environmental Concern","year":2009,"lang":"en","type":"book","venue":"American Society of Civil Engineers eBooks","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Hazardous waste; Waste management; Radioactive waste; Environmental planning; Environmental science; Engineering; Business; Environmental protection","score_opus":0.014013129779805225,"score_gpt":0.2442777017566921,"score_spread":0.23026457197688688,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1857493882","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":[0.0024067722,0.25811338,0.007820351,0.01598905,0.02596652,0.00031559716,0.0033451116,0.0010991246,0.68494403],"genre_scores_gemma":[0.0029044258,0.06521238,0.004528361,0.0028878443,0.0016315903,0.000057876125,0.0019826782,0.00011522299,0.9206797],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998591,0.000013884228,0.000010404103,0.00002131945,0.0000838085,0.000011539654],"domain_scores_gemma":[0.99969816,0.000039295137,0.00002896588,0.000016479678,0.0001795779,0.000037520218],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029935365,0.0008448585,0.00042743172,0.0010285063,0.0004545037,0.0012460942,0.0005096897,0.0009816829,0.04887331],"category_scores_gemma":[0.00045076956,0.00031091567,0.00026030777,0.0009542447,0.00025983813,0.0010021643,0.00071716844,0.001370762,0.027854184],"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":[0.000013658511,0.000026282465,0.00010147032,0.00027175955,0.0000036567321,0.00011657963,0.000063046675,0.00011083602,0.0032049103,0.0038493283,0.8052896,0.18694878],"study_design_scores_gemma":[0.0000012255385,0.000013916876,0.00015185877,0.00006428388,0.0000019726265,0.00014809077,0.000018364848,0.000019614714,0.00034068528,0.00056927983,0.9986687,0.0000019677093],"about_ca_topic_score_codex":0.0033356245,"about_ca_topic_score_gemma":0.015438143,"teacher_disagreement_score":0.04887331,"about_ca_system_score_codex":0.00043111647,"about_ca_system_score_gemma":0.0013022294,"threshold_uncertainty_score":0.16349751},"labels":[],"label_agreement":null},{"id":"W1998583181","doi":"10.1061/9780784404843.ch18","title":"The National Geotechnical Experimentation Sites Database","year":2000,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Dalhousie University","keywords":"Database; National database; Geotechnical engineering; Forensic engineering; Engineering; Civil engineering; Geology; Computer science","score_opus":0.02194515097396868,"score_gpt":0.2696828492594922,"score_spread":0.24773769828552353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998583181","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00087793625,0.00013308613,0.0015505877,0.00008768314,0.00003578946,0.00006344641,0.98181564,0.0017329049,0.013702975],"genre_scores_gemma":[0.0013304712,0.00017675696,0.001683372,0.000036226087,0.000008767423,0.00010353694,0.99204755,0.00026058714,0.0043527433],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988387,0.00012609403,0.0002450652,0.0001495393,0.00054332847,0.00009728776],"domain_scores_gemma":[0.99472576,0.0010599655,0.00040609404,0.0012989433,0.00212085,0.00038837112],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013417592,0.0012664932,0.0011424925,0.009403932,0.00062665326,0.001766803,0.0019485562,0.00080850994,0.086798206],"category_scores_gemma":[0.0060113124,0.00047717066,0.0004970775,0.015827376,0.00027005322,0.0019018574,0.0013582789,0.0008864922,0.092652276],"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":[0.000092427304,0.0000790593,0.0020864827,0.0003259643,0.000017858807,0.000038626746,0.00004801604,0.00070339907,0.00030190963,0.0022685295,0.96248716,0.031550545],"study_design_scores_gemma":[0.00006745773,0.00001562045,0.005656935,0.00013499352,0.000027331704,0.000052696203,0.00009787935,0.0013172757,0.00065675867,0.0025454129,0.9894024,0.00002517708],"about_ca_topic_score_codex":0.02895475,"about_ca_topic_score_gemma":0.04023528,"teacher_disagreement_score":0.086798206,"about_ca_system_score_codex":0.0008116478,"about_ca_system_score_gemma":0.0039621405,"threshold_uncertainty_score":0.2903689},"labels":[],"label_agreement":null},{"id":"W2476538905","doi":"10.1061/9780784410899.ch20","title":"Biobutanol Production from Agri-Residues","year":2010,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec","funders":"","keywords":"Production (economics); Biochemical engineering; Chemistry; Pulp and paper industry; Engineering; Economics","score_opus":0.008730767834330739,"score_gpt":0.185722242525819,"score_spread":0.17699147469148827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2476538905","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":[0.1987058,0.05979067,0.055034462,0.0032826667,0.0014859674,0.00014707948,0.0015587333,0.00065364514,0.679341],"genre_scores_gemma":[0.2508475,0.049889147,0.020587092,0.00048295263,0.00010897413,0.000051387735,0.0018195191,0.00019806912,0.6760154],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999949,0.0000026221041,0.0000019856316,0.000008827796,0.00003132063,0.0000062367712],"domain_scores_gemma":[0.9999896,0.0000017289145,9.64122e-7,0.0000018657191,0.0000043863956,0.0000014454813],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007028771,0.00044742847,0.00013584398,0.00040203464,0.00017388751,0.00053141493,0.00021129988,0.00022183817,0.0035340488],"category_scores_gemma":[0.000047505775,0.00013687441,0.00016036513,0.0005270334,0.00011722366,0.0005684746,0.00028187735,0.00040127692,0.0023055123],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005682099,0.00009328222,0.00023797051,0.00040262137,0.00000962641,0.00027695444,0.00010164292,0.0013081783,0.65210617,0.009010468,0.007828374,0.3285678],"study_design_scores_gemma":[0.0000070824753,0.00006992806,0.0009641766,0.0001045302,0.000009660205,0.00027017028,0.00006122925,0.000783901,0.65285707,0.0030136309,0.34185037,0.000008295681],"about_ca_topic_score_codex":0.0011931633,"about_ca_topic_score_gemma":0.0035264515,"teacher_disagreement_score":0.0035340488,"about_ca_system_score_codex":0.00062758185,"about_ca_system_score_gemma":0.00032988153,"threshold_uncertainty_score":0.011822581},"labels":[],"label_agreement":null},{"id":"W2477178972","doi":"10.1061/9780784413678.ch13","title":"Carbon Immobilization by Enhanced Photosynthesis of Plants","year":2015,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Plant responses to elevated CO2","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canada Research Chairs; World Resources Institute; California Department of Transportation","keywords":"Photosynthesis; Carbon fibers; Environmental science; Materials science; Botany; Biology; Composite material","score_opus":0.013849633221153852,"score_gpt":0.19667386570297418,"score_spread":0.18282423248182034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2477178972","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":[0.017672606,0.36196944,0.044436317,0.00552838,0.005198814,0.00010222589,0.0005855983,0.0013337642,0.5631728],"genre_scores_gemma":[0.096631974,0.35468358,0.05331027,0.0040035523,0.0018993056,0.00017731836,0.0008258587,0.0005587768,0.48790935],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99994195,0.0000052680534,0.0000023384139,0.000016730157,0.000027896403,0.000005742787],"domain_scores_gemma":[0.9999795,0.000008968806,0.000002083627,0.0000022212078,0.0000050096232,0.0000022522224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010804864,0.00044234266,0.00028377917,0.00048868486,0.00027451382,0.0009032441,0.00034817398,0.00046109484,0.008973666],"category_scores_gemma":[0.00008538623,0.00019578704,0.00039316103,0.0005345033,0.0003423982,0.0010746421,0.00049149623,0.00089084107,0.004606252],"study_design_candidate":"bench_or_experimental","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":[0.000075325835,0.00010843475,0.00015120143,0.0030840691,0.000036701847,0.00036540654,0.00047532716,0.001862318,0.23047836,0.11813612,0.07084238,0.5743844],"study_design_scores_gemma":[0.000006295012,0.00003840418,0.00023570731,0.00017374863,0.0000113149,0.0003454465,0.000027752336,0.00028753982,0.017237317,0.008519504,0.9731074,0.000009556238],"about_ca_topic_score_codex":0.00024743544,"about_ca_topic_score_gemma":0.00062620133,"teacher_disagreement_score":0.008973666,"about_ca_system_score_codex":0.0005767731,"about_ca_system_score_gemma":0.00023758816,"threshold_uncertainty_score":0.03001988},"labels":[],"label_agreement":null},{"id":"W2478649924","doi":"10.1061/9780784414088.ch19","title":"Nano-Ecotoxicology of Natural and Engineered Nanomaterials for Different Ecosystems","year":2015,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Ecotoxicology; Genotoxicity; Ecotoxicity; Environmental chemistry; Nanotoxicology; Environmental science; Chemistry; Toxicity","score_opus":0.019251167790536962,"score_gpt":0.23653254295332865,"score_spread":0.2172813751627917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2478649924","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013553929,0.27129167,0.035415683,0.0026449026,0.0034794384,0.00015673645,0.000552046,0.0004977263,0.6724079],"genre_scores_gemma":[0.040772323,0.1849568,0.028210869,0.0023546775,0.0006750998,0.00018715557,0.00050798914,0.00025898227,0.7420761],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.999908,0.0000071651907,0.0000034920415,0.000019277504,0.000056079043,0.0000061322316],"domain_scores_gemma":[0.9999652,0.000011522721,0.000002826895,0.0000032769956,0.000013866394,0.0000032627663],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000118093725,0.0004906887,0.00029558377,0.0006590651,0.00047755492,0.0011822456,0.00038605844,0.0006187096,0.009268092],"category_scores_gemma":[0.00011339115,0.00020425103,0.0003578758,0.0005539675,0.0003952026,0.001143772,0.0007637554,0.00083438796,0.0040069595],"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":[0.00004112563,0.00012567615,0.00047294763,0.0028230157,0.000027553831,0.00062531873,0.001096446,0.0029267964,0.113431364,0.21440005,0.088626914,0.5754028],"study_design_scores_gemma":[0.000001406794,0.000026763619,0.0003290574,0.00024665103,0.0000066390703,0.00068251096,0.00008062814,0.00031129015,0.011296369,0.013183659,0.9738253,0.000009646055],"about_ca_topic_score_codex":0.00048781204,"about_ca_topic_score_gemma":0.0014897387,"teacher_disagreement_score":0.009268092,"about_ca_system_score_codex":0.0007032871,"about_ca_system_score_gemma":0.0004157531,"threshold_uncertainty_score":0.031004906},"labels":[],"label_agreement":null},{"id":"W2482887739","doi":"10.1061/9780784412718.ch21","title":"Estimation and Reduction of GHG Emissions in Wastewater/Sludge Treatment and Management","year":2013,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canada Research Chairs","keywords":"Greenhouse gas; Reduction (mathematics); Estimation; Environmental science; Sewage treatment; Wastewater; Waste management; Environmental engineering; Economics; Engineering; Mathematics; Ecology; Biology","score_opus":0.009221603433469797,"score_gpt":0.20053235797547306,"score_spread":0.19131075454200325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2482887739","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08824757,0.09729464,0.64112025,0.0023339186,0.0015208606,0.0002059887,0.002140107,0.0013950247,0.16574158],"genre_scores_gemma":[0.39937732,0.08007034,0.28800762,0.00061410834,0.00038844373,0.00017191152,0.0025392377,0.00061360956,0.22821745],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99968886,0.000025539035,0.000008867421,0.000045503293,0.00021791895,0.000013338426],"domain_scores_gemma":[0.9999392,0.000025429414,0.0000051751995,0.0000055789615,0.000023122124,0.0000014842645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003614141,0.00067796715,0.00041502606,0.00087310805,0.00015254912,0.0006397609,0.00052380614,0.00052928773,0.0015865709],"category_scores_gemma":[0.00034393472,0.00032947294,0.00048870256,0.0010116368,0.00035603583,0.0008101707,0.00034577874,0.00052836176,0.0009277871],"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":[0.000114303504,0.000088383866,0.0019895865,0.00072428025,0.00006145201,0.00010319511,0.000078299054,0.042861246,0.06311203,0.0095454035,0.009863494,0.8714583],"study_design_scores_gemma":[0.000020811085,0.00026967077,0.019818282,0.00039514073,0.00011552826,0.0004717467,0.000271634,0.13553222,0.45274976,0.06397579,0.32624882,0.0001305709],"about_ca_topic_score_codex":0.0063679134,"about_ca_topic_score_gemma":0.0131335845,"teacher_disagreement_score":0.0063679134,"about_ca_system_score_codex":0.0009311,"about_ca_system_score_gemma":0.0005632508,"threshold_uncertainty_score":0.0126616955},"labels":[],"label_agreement":null},{"id":"W2483412616","doi":"10.1061/9780784406694.ch05","title":"Random Field Characterization of NGES Data","year":2003,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Geophysics and Gravity Measurements","field":"Earth and Planetary Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Characterization (materials science); Field (mathematics); Geology; Mathematics; Materials science; Nanotechnology","score_opus":0.023277815188271826,"score_gpt":0.2037722290515572,"score_spread":0.18049441386328538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2483412616","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":[0.12906338,0.000494397,0.8603083,0.00041938768,0.000057840487,0.000101562604,0.0035332644,0.0016114502,0.004410431],"genre_scores_gemma":[0.77211857,0.00067834737,0.20128286,0.00012994399,0.00019081577,0.00019349859,0.01781078,0.00026856345,0.0073265606],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991534,0.00022106907,0.000062450315,0.00014500899,0.00033819265,0.00008003943],"domain_scores_gemma":[0.9966648,0.0018780016,0.00026021292,0.00059077155,0.00053917756,0.00006702511],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014836475,0.00035497517,0.0003578494,0.002452125,0.0002610718,0.000740173,0.0005437715,0.0003887474,0.0017039834],"category_scores_gemma":[0.006883523,0.00018565681,0.0003909041,0.0015899304,0.00034251655,0.0014439292,0.00047155068,0.00042396315,0.00068735407],"study_design_candidate":"simulation_or_modeling","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":[0.000350163,0.00012263637,0.031125842,0.00023278374,0.00009785697,0.00030998062,0.00015107852,0.32095852,0.02268032,0.033243287,0.011161798,0.5795657],"study_design_scores_gemma":[0.0000066723082,0.000025319856,0.006472512,0.00001193647,0.000009634311,0.0001284298,0.000038623635,0.9744631,0.006561054,0.008860216,0.0034102488,0.000012392475],"about_ca_topic_score_codex":0.0040916568,"about_ca_topic_score_gemma":0.00545827,"teacher_disagreement_score":0.0040916568,"about_ca_system_score_codex":0.0004687427,"about_ca_system_score_gemma":0.00060887594,"threshold_uncertainty_score":0.008135676},"labels":[],"label_agreement":null},{"id":"W2483518634","doi":"10.1061/9780784414088.ch13","title":"Behavior and Fate of Natural and Engineered Nanomaterials in Constructed Environments","year":2015,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Natural (archaeology); Geology; Paleontology","score_opus":0.013294177497147964,"score_gpt":0.21904880517051567,"score_spread":0.20575462767336772,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2483518634","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60082227,0.17147961,0.06365897,0.00097508833,0.00049787015,0.000092401504,0.0011567137,0.00056133786,0.16075572],"genre_scores_gemma":[0.7309461,0.11257412,0.037337396,0.0005005247,0.0001023148,0.00012649383,0.0010889189,0.00022918837,0.11709492],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999398,0.000005741608,0.0000019613356,0.000018994411,0.000027215088,0.000006370783],"domain_scores_gemma":[0.99998426,0.0000064704327,0.000002096681,0.0000014116648,0.0000046363625,0.0000011108332],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000087640365,0.00016682528,0.00012906163,0.0001475461,0.00013473672,0.00036603765,0.00017827436,0.00025931865,0.00072999706],"category_scores_gemma":[0.000073868774,0.00010669835,0.00013563299,0.00012732379,0.00016649523,0.0004176067,0.00020696541,0.00022358025,0.00041960226],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054073433,0.000060512262,0.00094985537,0.0008946574,0.000017226448,0.00030938178,0.0003313287,0.0063888156,0.8456263,0.017529404,0.0029784087,0.12486],"study_design_scores_gemma":[0.000003212294,0.00016950586,0.002965122,0.00015153918,0.000018098843,0.0006223146,0.0001562917,0.006747112,0.74942696,0.0058089164,0.23390044,0.000030490273],"about_ca_topic_score_codex":0.00041233108,"about_ca_topic_score_gemma":0.00072451367,"teacher_disagreement_score":0.00072999706,"about_ca_system_score_codex":0.0004186011,"about_ca_system_score_gemma":0.00014798203,"threshold_uncertainty_score":0.0030372143},"labels":[],"label_agreement":null},{"id":"W2495627901","doi":"10.1061/9780784412275.ch22","title":"Nanomaterial-Based Membranes for Gas Separation and Water Treatment","year":2012,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canada Research Chairs","keywords":"Nanomaterials; Membrane; Separation (statistics); Materials science; Gas separation; Nanotechnology; Chemistry; Computer science","score_opus":0.01374013668980556,"score_gpt":0.22860839207474334,"score_spread":0.21486825538493778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2495627901","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":[0.02329332,0.40196157,0.15951568,0.0032882257,0.005278406,0.0001927644,0.0008057429,0.00081461354,0.40484965],"genre_scores_gemma":[0.09930554,0.25027412,0.11252064,0.00159695,0.0008299811,0.00027295202,0.0009418848,0.00033192243,0.53392595],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998627,0.000007745516,0.000005942523,0.000023641658,0.000089268135,0.000010717769],"domain_scores_gemma":[0.99996996,0.000010419625,0.0000032015848,0.0000038893395,0.000010026813,0.0000025319518],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016843578,0.00052200333,0.0003365539,0.00060780416,0.00031313483,0.0008166124,0.00059528643,0.0008804024,0.005873986],"category_scores_gemma":[0.00015697308,0.00029116927,0.0003228736,0.0007154373,0.00025133652,0.0017785624,0.0006454705,0.0010752406,0.003361607],"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":[0.000046729423,0.00012162213,0.000098673016,0.0019325514,0.000031409712,0.00028708956,0.00013779529,0.0015214434,0.46837315,0.07637464,0.034151938,0.416923],"study_design_scores_gemma":[0.0000065766462,0.000056013665,0.00022598711,0.00019133658,0.000018128268,0.0005773439,0.000041095773,0.0018290455,0.24207082,0.012124676,0.7428396,0.000019355333],"about_ca_topic_score_codex":0.00029657345,"about_ca_topic_score_gemma":0.001231814,"teacher_disagreement_score":0.005873986,"about_ca_system_score_codex":0.0005143221,"about_ca_system_score_gemma":0.00030156883,"threshold_uncertainty_score":0.0196504},"labels":[],"label_agreement":null},{"id":"W2498558798","doi":"10.1061/9780784413944.ch06","title":"Friended by a Bridge","year":2015,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Nostalgia and Consumer Behavior","field":"Psychology","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":"Bridge (graph theory); Friendship; Media studies; Engineering; Sociology; Visual arts; Art; Social science; Medicine","score_opus":0.03280155559424436,"score_gpt":0.2855479302434074,"score_spread":0.25274637464916305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2498558798","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":[0.007481291,0.005150957,0.0017191707,0.0027515478,0.0020139443,0.000036572863,0.000084973326,0.00016890102,0.9805925],"genre_scores_gemma":[0.035373654,0.0036008605,0.001091317,0.0015816634,0.0003968151,0.000026219059,0.00008219655,0.000112572125,0.95773464],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995665,0.0001048749,0.000012177081,0.00009138998,0.00016322864,0.000061847815],"domain_scores_gemma":[0.9997204,0.0000832757,0.000023500126,0.000035169698,0.00006117546,0.00007646918],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002994273,0.0005211552,0.00027793396,0.00079686096,0.0032936633,0.0034907297,0.00043730377,0.00135547,0.0672102],"category_scores_gemma":[0.0008157837,0.00023710185,0.00031989117,0.00056801527,0.0013951862,0.0051490483,0.0023289686,0.002123247,0.023369346],"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":[0.000038893926,0.0001232541,0.0012345827,0.00037831964,0.000014689652,0.0006439959,0.05337771,0.00007252088,0.0024418666,0.16170071,0.47198123,0.3079923],"study_design_scores_gemma":[0.000001293352,0.000021234671,0.0005994709,0.00011091435,0.0000027776928,0.0004304701,0.003212529,0.000026607893,0.00018692546,0.0018983263,0.993504,0.0000054035618],"about_ca_topic_score_codex":0.001552932,"about_ca_topic_score_gemma":0.006450501,"teacher_disagreement_score":0.0672102,"about_ca_system_score_codex":0.0009106216,"about_ca_system_score_gemma":0.00058340136,"threshold_uncertainty_score":0.22484052},"labels":[],"label_agreement":null},{"id":"W2499878126","doi":"10.1061/9780784414088.ch06","title":"Quantification and Analyses of Nanoparticles in Natural Environments with Different Approaches","year":2015,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Nanoparticle; Transmission electron microscopy; Dynamic light scattering; Nanotechnology; Materials science; Chemistry","score_opus":0.06149454054245281,"score_gpt":0.2536463271652106,"score_spread":0.1921517866227578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2499878126","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":[0.035410456,0.23397933,0.58415073,0.0018839366,0.0025545573,0.00051839394,0.0015756034,0.0024386067,0.13748842],"genre_scores_gemma":[0.07701139,0.20445137,0.5284022,0.0025056098,0.00047777937,0.00081844075,0.0022291467,0.0007338254,0.1833702],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99929464,0.000044172648,0.000027382728,0.00020913266,0.0004000881,0.000024458048],"domain_scores_gemma":[0.99989617,0.000041889958,0.000008557683,0.000008861904,0.000040605366,0.0000038684047],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045842913,0.00086363987,0.00056314905,0.0013980996,0.00035313968,0.0010170925,0.0007047058,0.0008745856,0.0028799223],"category_scores_gemma":[0.00036604356,0.00046376386,0.0006045705,0.000924007,0.00051891746,0.001401995,0.00083151314,0.0008859805,0.0026985698],"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":[0.000044900644,0.00007586352,0.0004530914,0.002814402,0.000054351087,0.00025717722,0.00034847163,0.0018659515,0.641224,0.01303211,0.0091066705,0.330723],"study_design_scores_gemma":[0.000005031058,0.00010611589,0.0014907315,0.00036743245,0.000058072284,0.0016819364,0.00016658589,0.0027920206,0.5394469,0.0075546955,0.44625604,0.000074588985],"about_ca_topic_score_codex":0.0005013384,"about_ca_topic_score_gemma":0.0016220794,"teacher_disagreement_score":0.0028799223,"about_ca_system_score_codex":0.00071888836,"about_ca_system_score_gemma":0.00031554067,"threshold_uncertainty_score":0.009634256},"labels":[],"label_agreement":null},{"id":"W2504482391","doi":"10.1061/9780784412275.ch15","title":"Applications of Membrane Technology for Production of Wastewater Sludge-Based Bioproducts","year":2012,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canada Research Chairs","keywords":"Bioproducts; Wastewater; Production (economics); Waste management; Pulp and paper industry; Biochemical engineering; Environmental science; Process engineering; Engineering; Biofuel; Economics","score_opus":0.007057105093570076,"score_gpt":0.19137405284954875,"score_spread":0.18431694775597868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2504482391","genre_codex":"review","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":[0.094007865,0.44012177,0.13481493,0.0042280904,0.0035252073,0.00022687858,0.00071655744,0.0008852448,0.3214735],"genre_scores_gemma":[0.2739873,0.37531587,0.09494048,0.0009660234,0.0007169295,0.0001926609,0.00093662,0.00026156128,0.25268266],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99980634,0.000015543439,0.0000116060255,0.000027238979,0.000119310615,0.000020041616],"domain_scores_gemma":[0.99995255,0.000016055132,0.0000037888144,0.0000050058065,0.000017630726,0.0000049213936],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026570333,0.00078748097,0.0004106966,0.0010343267,0.00040590102,0.0011850874,0.0005437881,0.0008739787,0.0025491635],"category_scores_gemma":[0.00018083176,0.00043226563,0.00077659154,0.0012482539,0.00035527057,0.0012504655,0.00083147397,0.0011854543,0.0022083384],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000080375205,0.00017100837,0.00017528175,0.0014933074,0.000036656176,0.00040782918,0.00021213642,0.002134423,0.6213582,0.024213115,0.0068751317,0.34284243],"study_design_scores_gemma":[0.000013040081,0.00017670298,0.0005269594,0.00024936657,0.000033202898,0.00058909814,0.000065797125,0.0025939397,0.54776126,0.008051802,0.4399119,0.000026903712],"about_ca_topic_score_codex":0.00039301187,"about_ca_topic_score_gemma":0.0009061447,"teacher_disagreement_score":0.0025491635,"about_ca_system_score_codex":0.0007224414,"about_ca_system_score_gemma":0.00035519424,"threshold_uncertainty_score":0.008527815},"labels":[],"label_agreement":null},{"id":"W2535340644","doi":"10.1061/9780784414309.ch10","title":"Introduction to Dry Docks","year":2016,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Crandall University","funders":"","keywords":"Computer science","score_opus":0.005194698445970596,"score_gpt":0.18587975098283968,"score_spread":0.1806850525368691,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2535340644","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":[0.0010198697,0.0241394,0.008994463,0.0013539825,0.0029001052,0.0000894339,0.00049963134,0.0004733432,0.9605296],"genre_scores_gemma":[0.0033264484,0.016845468,0.004861485,0.0009777744,0.00054248166,0.00004448495,0.00044511858,0.00030151813,0.9726552],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997533,0.000022813005,0.000013834794,0.00004894221,0.00013716382,0.000023993249],"domain_scores_gemma":[0.99982965,0.000047099777,0.000010143931,0.000018552399,0.00006554015,0.000028948507],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001877269,0.0008968692,0.00046035263,0.001776745,0.0013583046,0.002572047,0.000800161,0.0010088086,0.14539449],"category_scores_gemma":[0.00048473006,0.0004362537,0.00045980923,0.0017872144,0.00077958265,0.0029556383,0.0016552088,0.0022983206,0.069123626],"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":[0.000031013282,0.00009114407,0.00017588881,0.000541075,0.0000029923146,0.000211501,0.00089767267,0.00073403335,0.0017119832,0.12302099,0.58280504,0.2897766],"study_design_scores_gemma":[6.5437075e-7,0.000005268033,0.000057597703,0.0000851558,3.9702425e-7,0.00009721092,0.000035473044,0.000031396485,0.00005701577,0.002583744,0.99704415,0.0000019246731],"about_ca_topic_score_codex":0.0018143323,"about_ca_topic_score_gemma":0.0045878734,"teacher_disagreement_score":0.14539449,"about_ca_system_score_codex":0.00097258604,"about_ca_system_score_gemma":0.0011362626,"threshold_uncertainty_score":0.48639303},"labels":[],"label_agreement":null},{"id":"W2790301752","doi":"10.1061/9780784414866.ch05","title":"Formalizing a Construction Planning Framework to Facilitate Construction-Centric BIM Education and Practical Application","year":2018,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Building information modeling; Computer science; Construction engineering; Process management; Engineering management; Systems engineering; Knowledge management; Engineering; Operations management","score_opus":0.01621837524170043,"score_gpt":0.24156205605327888,"score_spread":0.22534368081157846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790301752","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00096362387,0.0004259112,0.957056,0.0005590771,0.00010144778,0.0001852361,0.00008532419,0.00075415906,0.039869267],"genre_scores_gemma":[0.020586679,0.00079219526,0.96376485,0.00015128059,0.00004452097,0.00037098935,0.00034595927,0.00023628984,0.013707306],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9988864,0.00033809355,0.00009100064,0.00015507774,0.0004358329,0.00009365072],"domain_scores_gemma":[0.99939895,0.0002179289,0.000046515423,0.00010577541,0.00017279462,0.00005815914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002388585,0.0012628867,0.00051562313,0.0017680117,0.0017909799,0.0041320506,0.00283316,0.0015791196,0.013673341],"category_scores_gemma":[0.002058012,0.0010582902,0.0011361467,0.001915074,0.0024870383,0.005616592,0.003531967,0.0034285937,0.004471499],"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":[0.000005533665,0.00005391518,0.0001244153,0.000174173,0.000004160872,0.00014074551,0.0008399311,0.012104048,0.0010686426,0.91833436,0.006938111,0.060211986],"study_design_scores_gemma":[0.000015289637,0.000042566993,0.00026956637,0.00064985146,0.000015973816,0.0006906772,0.00064406596,0.078910016,0.0027521031,0.29994735,0.6160127,0.00004981595],"about_ca_topic_score_codex":0.006741601,"about_ca_topic_score_gemma":0.011760901,"teacher_disagreement_score":0.013673341,"about_ca_system_score_codex":0.0025751267,"about_ca_system_score_gemma":0.0046228296,"threshold_uncertainty_score":0.045741856},"labels":[],"label_agreement":null},{"id":"W2977433384","doi":"10.1061/9780784414293.ch14","title":"Termination of Construction Contracts","year":2016,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Law, logistics, and international trade","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Smiths Detection (Canada)","funders":"","keywords":"Business; Computer science","score_opus":0.01409092374617307,"score_gpt":0.20555922378787275,"score_spread":0.19146830004169968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2977433384","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":[0.004033246,0.0023506843,0.024180502,0.0019328825,0.00034410774,0.000100200195,0.00012013959,0.00012800923,0.9668102],"genre_scores_gemma":[0.24781367,0.007866191,0.020369323,0.0025522357,0.0006709836,0.0006408572,0.0008176159,0.0005546519,0.71871454],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.98829144,0.003227564,0.0005866782,0.00083528354,0.0058381525,0.0012208883],"domain_scores_gemma":[0.9939865,0.0023996467,0.0004367752,0.0012104152,0.0016138814,0.0003528497],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006455451,0.0006271421,0.00054854015,0.0017606667,0.0038810354,0.00879909,0.001918559,0.003768839,0.028979326],"category_scores_gemma":[0.016037136,0.0006043469,0.00072330254,0.002545932,0.00666108,0.0069764,0.0051496,0.0052688085,0.008067065],"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":[0.000011139047,0.00001250523,0.00018146595,0.00004641124,0.0000015524461,0.000082171675,0.0012958068,0.00038286884,0.00009827162,0.95341384,0.019409277,0.025064671],"study_design_scores_gemma":[0.000006948235,0.000020341913,0.00027433943,0.00039154448,0.000004512825,0.00031798723,0.0004978283,0.0009334352,0.00023291259,0.21536325,0.7819406,0.000016237116],"about_ca_topic_score_codex":0.004264418,"about_ca_topic_score_gemma":0.0034027144,"teacher_disagreement_score":0.028979326,"about_ca_system_score_codex":0.0060599307,"about_ca_system_score_gemma":0.008200152,"threshold_uncertainty_score":0.096945524},"labels":[],"label_agreement":null},{"id":"W2982889344","doi":"10.1061/9780784415344.ch02","title":"Biodiesel: Variations, Properties, and Comparison with Diesel","year":2019,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Biodiesel Production and Applications","field":"Engineering","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":"Biodiesel; Diesel fuel; Environmental science; Pulp and paper industry; Automotive engineering; Chemistry; Engineering; Organic chemistry; Catalysis","score_opus":0.021238363022692653,"score_gpt":0.19803460948896331,"score_spread":0.17679624646627065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982889344","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":[0.03081725,0.31479517,0.021929285,0.0009997702,0.0014907264,0.00009063752,0.0020865963,0.0007494874,0.62704104],"genre_scores_gemma":[0.0803143,0.24774691,0.01903741,0.0006382299,0.00051324704,0.00009427098,0.0038980688,0.0011258334,0.6466318],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997638,0.000010013185,0.000009293718,0.000043629225,0.00016181928,0.000011406813],"domain_scores_gemma":[0.99993813,0.000015838163,0.000005610109,0.0000044102376,0.000032171796,0.0000037967318],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014357426,0.00055394135,0.00035383558,0.0024550264,0.00033041314,0.0015988811,0.00049970555,0.00037572448,0.010700581],"category_scores_gemma":[0.00026433865,0.00026195394,0.0003030745,0.0043863975,0.00027163926,0.0015857975,0.0006234245,0.0006165413,0.0068052593],"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":[0.00014230746,0.00012324732,0.0006151022,0.0022658242,0.000018024406,0.00043743267,0.00051228754,0.003180919,0.05560726,0.041231632,0.035439536,0.8604264],"study_design_scores_gemma":[0.000003538143,0.000046566976,0.0013038714,0.00025436725,0.000010002377,0.0006522684,0.000112328395,0.000529981,0.018658709,0.0053569674,0.97305274,0.000018672365],"about_ca_topic_score_codex":0.0019170099,"about_ca_topic_score_gemma":0.0028656893,"teacher_disagreement_score":0.010700581,"about_ca_system_score_codex":0.00077018526,"about_ca_system_score_gemma":0.00037140527,"threshold_uncertainty_score":0.035797},"labels":[],"label_agreement":null},{"id":"W3000325932","doi":"10.1061/9780784415528.ch06","title":"Towards Formulating a National Guideline on the Design of Building Enclosures Subjected to Climate Change in Canada","year":2020,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Conservation Techniques and Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Guideline; Climate change; Environmental science; Architectural engineering; Environmental resource management; Engineering; Civil engineering; Political science; Geology; Oceanography","score_opus":0.0676548372496605,"score_gpt":0.25435187965403594,"score_spread":0.18669704240437546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3000325932","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":[0.023549652,0.02368553,0.31701407,0.024138391,0.0026940953,0.0040208604,0.0055506662,0.00508938,0.59425724],"genre_scores_gemma":[0.048780933,0.030899296,0.65353894,0.0037546833,0.00014665649,0.0010777762,0.00365362,0.0008870688,0.257261],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99645054,0.00031226015,0.00019643972,0.00012777116,0.002578849,0.00033405804],"domain_scores_gemma":[0.99502856,0.00028536835,0.0001367817,0.00012092224,0.004150923,0.00027751215],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0034806447,0.001566424,0.00078237493,0.004361301,0.004750202,0.0035458647,0.0047828835,0.0024815402,0.008782114],"category_scores_gemma":[0.0049232394,0.0010761798,0.00078336743,0.0033937711,0.0015922618,0.0016704432,0.0017556103,0.0022289518,0.0050371387],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033212134,0.0002532222,0.005663612,0.0015258646,0.000019600562,0.0010828702,0.0048565883,0.035613436,0.014447582,0.07571501,0.37198114,0.4888079],"study_design_scores_gemma":[0.0000064544556,0.000043361135,0.005584852,0.0013609411,0.00001972524,0.00026944565,0.002331133,0.005850572,0.00269953,0.004910247,0.97684723,0.00007653085],"about_ca_topic_score_codex":0.880954,"about_ca_topic_score_gemma":0.9680715,"teacher_disagreement_score":0.11904597,"about_ca_system_score_codex":0.02986936,"about_ca_system_score_gemma":0.090798266,"threshold_uncertainty_score":0.23949409},"labels":[],"label_agreement":null},{"id":"W3023432182","doi":"10.1061/9780784415245.ch09","title":"Inspection, Assessment, Maintenance, and Repair","year":2019,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","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":"Reliability engineering; Computer science; Forensic engineering; Engineering","score_opus":0.005050487129469075,"score_gpt":0.20146402634181626,"score_spread":0.1964135392123472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3023432182","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":[0.004011385,0.023398694,0.06381109,0.0020731825,0.0009807769,0.0003768944,0.0003263493,0.001154007,0.90386766],"genre_scores_gemma":[0.036216334,0.044601187,0.074551225,0.00085702754,0.000600347,0.00019947696,0.0006977579,0.00025888643,0.8420177],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99945146,0.000051100553,0.000018221228,0.000067102665,0.00038185486,0.00003020588],"domain_scores_gemma":[0.9997594,0.000057143192,0.000015831132,0.000020716094,0.00012737821,0.000019559395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051819603,0.00059378595,0.00032033035,0.0014534945,0.00062526827,0.0025469542,0.0007036746,0.00074346724,0.01708057],"category_scores_gemma":[0.0007754908,0.00034251998,0.00016726313,0.0011700635,0.0006402014,0.0016112324,0.00085473235,0.0007706915,0.010905248],"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":[0.00001108338,0.00006134548,0.000502755,0.00032762846,0.0000030865144,0.00007868207,0.0003323779,0.0016557643,0.002550318,0.02777119,0.13580951,0.83089626],"study_design_scores_gemma":[0.0000022283634,0.00004210592,0.001863013,0.0003285879,0.0000039570946,0.00033496262,0.00035090777,0.0012708226,0.00091987173,0.012660578,0.9822092,0.000013794227],"about_ca_topic_score_codex":0.0037661563,"about_ca_topic_score_gemma":0.008242511,"teacher_disagreement_score":0.01708057,"about_ca_system_score_codex":0.0010568656,"about_ca_system_score_gemma":0.0013958426,"threshold_uncertainty_score":0.05714023},"labels":[],"label_agreement":null},{"id":"W374085433","doi":"","title":"Building a sustainable future : proceedings of the 2009 Construction Research Congress, April 5-7, 2009, Seattle, Washington","year":2009,"lang":"en","type":"book","venue":"American Society of Civil Engineers eBooks","topic":"Construction Project Management and Performance","field":"Decision Sciences","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":"China; Procurement; Engineering; Construction management; Project management; Construction industry; Environmental planning; Political science; Business; Civil engineering; Geography; Construction engineering","score_opus":0.02797909576351849,"score_gpt":0.3124984361051948,"score_spread":0.2845193403416763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W374085433","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":[0.0019537453,0.18686588,0.0052748807,0.037416194,0.04650984,0.00022829574,0.0026172264,0.00071318547,0.71842074],"genre_scores_gemma":[0.0033945728,0.0486127,0.0015665463,0.0012440342,0.0019058706,0.000117057534,0.0011856083,0.0001672337,0.94180644],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99936,0.00007719052,0.00003475608,0.00008795566,0.00038829475,0.000051736206],"domain_scores_gemma":[0.99929833,0.000099557496,0.00004134006,0.000049565744,0.00036829204,0.00014283835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015141339,0.0014180925,0.0006080765,0.0011628285,0.0012347861,0.00416413,0.0008039227,0.0016657076,0.095907815],"category_scores_gemma":[0.0015299692,0.00043470698,0.00035265405,0.0018640964,0.0005840437,0.0032034926,0.0016903148,0.003033327,0.038413636],"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":[0.000014057885,0.00001898038,0.00006435662,0.00008775995,0.0000027090034,0.000017176313,0.000061520004,0.000109739914,0.00011127646,0.0019841392,0.947979,0.049549457],"study_design_scores_gemma":[0.0000016255696,0.0000054617667,0.0002699795,0.00014366316,0.0000016500336,0.000019191584,0.00007070603,0.00002966348,0.000051370167,0.00043386655,0.9989692,0.0000036069653],"about_ca_topic_score_codex":0.007869574,"about_ca_topic_score_gemma":0.040154707,"teacher_disagreement_score":0.095907815,"about_ca_system_score_codex":0.0020615875,"about_ca_system_score_gemma":0.003875006,"threshold_uncertainty_score":0.32084358},"labels":[],"label_agreement":null},{"id":"W4232739886","doi":"10.1061/9780784414088.ch03","title":"Nanomaterial Characterization","year":2015,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Graphene research and applications","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Nuclear Laboratories","funders":"","keywords":"Raman spectroscopy; Spectroscopy; Characterization (materials science); Instrumental chemistry; Materials science; Microscopy; Nanotechnology; Analytical Chemistry (journal); Optics; Chemistry; Time-resolved spectroscopy; Physics","score_opus":0.02210843219251959,"score_gpt":0.24706465334806724,"score_spread":0.22495622115554764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232739886","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022470081,0.12823203,0.3045359,0.0026610985,0.0048098047,0.0011905432,0.0048703426,0.0027530289,0.52847725],"genre_scores_gemma":[0.11774112,0.110194914,0.36249572,0.0026785294,0.0009200326,0.0014254631,0.008462791,0.0013684869,0.39471295],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995389,0.000024495823,0.000024742701,0.00009448598,0.0002967294,0.000020689966],"domain_scores_gemma":[0.99978083,0.000047408146,0.000017254499,0.000030284378,0.00011462737,0.000009497684],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038980393,0.00062270806,0.00045872485,0.0011531569,0.0005918595,0.0012025664,0.0007891358,0.00071157375,0.014235105],"category_scores_gemma":[0.0007428713,0.00028798636,0.00034763702,0.00079525844,0.00030279005,0.0013201715,0.0006187579,0.0008950645,0.009494328],"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":[0.00003655614,0.00007099052,0.00044300203,0.003398251,0.000024394338,0.0004109802,0.00039550316,0.0018711194,0.3350207,0.046809684,0.05409665,0.55742216],"study_design_scores_gemma":[0.000002172825,0.00003488905,0.0003307857,0.00024733142,0.000009737554,0.000764833,0.00006851431,0.0010818562,0.12642725,0.0044702194,0.8665426,0.000019831485],"about_ca_topic_score_codex":0.00038351858,"about_ca_topic_score_gemma":0.000897782,"teacher_disagreement_score":0.014235105,"about_ca_system_score_codex":0.00060245115,"about_ca_system_score_gemma":0.0005408587,"threshold_uncertainty_score":0.04762119},"labels":[],"label_agreement":null},{"id":"W4234775459","doi":"10.1061/9780784414088.ch23","title":"Green Nanomaterials","year":2015,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Nanotechnology; Nanomaterials; Green chemistry; Biochemical engineering; Engineering; Materials science; Chemistry; Supramolecular chemistry; Organic chemistry","score_opus":0.025539764907835747,"score_gpt":0.23850772056809488,"score_spread":0.21296795566025914,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234775459","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004664988,0.1824985,0.042767413,0.005468978,0.009478406,0.0001324081,0.000759935,0.0010444263,0.75318503],"genre_scores_gemma":[0.035472523,0.13016406,0.04370448,0.007585891,0.0013204043,0.00026916334,0.0014131914,0.0004945843,0.7795757],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99971336,0.00002314377,0.000009863709,0.000062260595,0.00016416328,0.000027218917],"domain_scores_gemma":[0.99993086,0.00001827561,0.0000059914587,0.000010525993,0.000023532773,0.000010895748],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025050732,0.00080970844,0.00044103194,0.0009784385,0.00074656203,0.0017640332,0.00085301115,0.0015570141,0.02249142],"category_scores_gemma":[0.00027072272,0.00034149503,0.0004212264,0.00070625683,0.00068422384,0.0017677221,0.0020497493,0.0017737048,0.01404067],"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":[0.00002445252,0.00008277334,0.00013392935,0.0017369961,0.000033240045,0.0003373619,0.00034405547,0.00090495474,0.04799305,0.34240055,0.21097718,0.3950314],"study_design_scores_gemma":[0.0000015092811,0.000010157868,0.000039117076,0.000095800984,0.0000021524243,0.00016475488,0.00002599658,0.00016120053,0.0068120174,0.017353391,0.97532815,0.0000057856155],"about_ca_topic_score_codex":0.00034257027,"about_ca_topic_score_gemma":0.0015105509,"teacher_disagreement_score":0.02249142,"about_ca_system_score_codex":0.00088793435,"about_ca_system_score_gemma":0.0004737509,"threshold_uncertainty_score":0.07524133},"labels":[],"label_agreement":null},{"id":"W4238425499","doi":"10.1061/9780784414088.ch22","title":"Responsible Nanotechnology","year":2015,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre National en Électrochimie et en Technologies Environnementales; McGill University","funders":"","keywords":"Nanotechnology; Environmental remediation; Materials science; Engineering; Contamination","score_opus":0.023489821161146462,"score_gpt":0.24204178757253608,"score_spread":0.21855196641138963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238425499","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":[0.00034328058,0.019249653,0.0042554103,0.004607947,0.0038211043,0.000051442414,0.000114872746,0.00021775329,0.96733856],"genre_scores_gemma":[0.008179304,0.02229211,0.0046494068,0.0033212632,0.001189706,0.00009170564,0.00019623236,0.00017645498,0.9599038],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9993236,0.000080706544,0.00003563065,0.000139578,0.000364711,0.000055842676],"domain_scores_gemma":[0.9996383,0.000106132415,0.000020977406,0.000086586246,0.00010588453,0.000041996343],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00049370405,0.00076651626,0.00043374952,0.0009894398,0.0017431331,0.0041013937,0.0009869802,0.0022972133,0.09125691],"category_scores_gemma":[0.001150008,0.000334854,0.00042868833,0.00071722147,0.0017678898,0.0049061547,0.002306166,0.002727289,0.036706474],"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":[0.0000062786075,0.000027842598,0.000055238652,0.00024622178,0.0000038172584,0.00007333995,0.0003644738,0.00017227289,0.00048730304,0.64394444,0.24148652,0.113132305],"study_design_scores_gemma":[6.3872363e-7,0.0000029641735,0.000022416649,0.000092996874,5.5352257e-7,0.00007317341,0.000031288044,0.000029169814,0.00009873603,0.024660975,0.9749849,0.0000021453825],"about_ca_topic_score_codex":0.000681075,"about_ca_topic_score_gemma":0.0018505236,"teacher_disagreement_score":0.99825686,"about_ca_system_score_codex":0.0027045812,"about_ca_system_score_gemma":0.0015233301,"threshold_uncertainty_score":0.3052848},"labels":[],"label_agreement":null},{"id":"W4238792479","doi":"10.1061/9780784409206","title":"Becoming Leaders","year":2008,"lang":"en","type":"book","venue":"American Society of Civil Engineers eBooks","topic":"Diverse Education and Engineering Focus","field":"Social Sciences","cited_by":3,"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":"Political science","score_opus":0.03494087497326173,"score_gpt":0.27492106332866684,"score_spread":0.2399801883554051,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238792479","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":[0.0009468672,0.011841948,0.0019974122,0.032385055,0.014454098,0.0000774455,0.000097619275,0.0002745977,0.9379249],"genre_scores_gemma":[0.0073497756,0.0038340108,0.00086984667,0.010360843,0.001379926,0.00006480091,0.00009697813,0.00011580238,0.97592807],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991836,0.0002069987,0.000026936084,0.00012041124,0.00031236975,0.00014973793],"domain_scores_gemma":[0.9988839,0.00015139689,0.000065500644,0.00006433356,0.00032091892,0.0005139741],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007540096,0.0007003903,0.00022355765,0.00045496775,0.0022527731,0.005683177,0.0006701774,0.0018436051,0.08992727],"category_scores_gemma":[0.0021659196,0.00020650693,0.0002498547,0.0004313362,0.0011649177,0.004679288,0.002751232,0.0031843947,0.07370858],"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":[0.00000707555,0.0000212981,0.00009080461,0.00007900498,0.000001258326,0.000045999634,0.0013825849,0.000021560583,0.00016484072,0.046072476,0.89753747,0.05457547],"study_design_scores_gemma":[0.0000014725827,0.000006219323,0.00006302373,0.000045344532,5.715377e-7,0.000042029045,0.00035971295,0.0000071891973,0.000031832715,0.0026243315,0.9968168,0.0000015022842],"about_ca_topic_score_codex":0.0010150282,"about_ca_topic_score_gemma":0.0045389207,"teacher_disagreement_score":0.08992727,"about_ca_system_score_codex":0.0010665943,"about_ca_system_score_gemma":0.002159993,"threshold_uncertainty_score":0.30083668},"labels":[],"label_agreement":null},{"id":"W4243085957","doi":"10.1061/9780784414088.ch12","title":"Behavior and Fate of Natural and Engineered Nanomaterials in Sediments","year":2015,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Sedimentation; Biota; Sediment; Nanomaterials; Natural (archaeology); Chemistry; Nanotechnology; Geology; Materials science; Ecology; Biology; Geomorphology; Paleontology","score_opus":0.016881788401814805,"score_gpt":0.2385310481283372,"score_spread":0.22164925972652239,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243085957","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":[0.28605548,0.27544606,0.05221888,0.002831779,0.0011663907,0.00011127012,0.00076653034,0.00059400545,0.3808096],"genre_scores_gemma":[0.36446548,0.1573162,0.02732458,0.0008494914,0.00016649524,0.00007529978,0.00048300702,0.00016075048,0.44915864],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.999949,0.0000045994657,0.0000021578799,0.000013079,0.000025824458,0.000005296271],"domain_scores_gemma":[0.9999877,0.000003553031,0.0000018100303,7.896675e-7,0.000004882223,0.0000012821164],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000068943635,0.0002025222,0.000117081225,0.00022488697,0.00019012904,0.0004677675,0.0001727609,0.00028230497,0.0016096391],"category_scores_gemma":[0.00006515181,0.00011842244,0.00012451567,0.00017507689,0.0001703626,0.00046279034,0.00023663435,0.00022048713,0.0008713316],"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":[0.00007723556,0.00010119866,0.0014033767,0.0016473888,0.000018999493,0.0007807236,0.00065925217,0.008876908,0.5833301,0.057907388,0.013913232,0.3312841],"study_design_scores_gemma":[0.0000040332575,0.00018203587,0.002471227,0.00032186706,0.000018519097,0.00096912123,0.00023529239,0.0033917523,0.3185017,0.00919253,0.6646812,0.000030726143],"about_ca_topic_score_codex":0.0006706266,"about_ca_topic_score_gemma":0.0013567753,"teacher_disagreement_score":0.0016096391,"about_ca_system_score_codex":0.0006086741,"about_ca_system_score_gemma":0.0002445187,"threshold_uncertainty_score":0.005384803},"labels":[],"label_agreement":null},{"id":"W4248053773","doi":"10.1061/9780784415245.ch03","title":"Materials","year":2019,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Wood Treatment and Properties","field":"Engineering","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":"Materials science","score_opus":0.01054570204035299,"score_gpt":0.1805841528582329,"score_spread":0.1700384508178799,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248053773","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":[0.005967048,0.028043296,0.03101193,0.001454774,0.0037027511,0.000873023,0.01283363,0.0027732048,0.91334033],"genre_scores_gemma":[0.01663768,0.01948572,0.02820316,0.0020937088,0.0003325025,0.00090026617,0.012669555,0.0010624079,0.91861504],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995652,0.000024145658,0.000021185293,0.0000877136,0.00026744822,0.000034393815],"domain_scores_gemma":[0.9998215,0.000026446103,0.000012828835,0.000027777063,0.000091261296,0.000020125293],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00035828818,0.0010757892,0.00070221524,0.0018207254,0.0015700078,0.0017950217,0.0012608813,0.0010669114,0.22180419],"category_scores_gemma":[0.00069621636,0.00044975957,0.0004786605,0.0016327532,0.0003584476,0.0019055234,0.001266901,0.001205899,0.14383504],"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":[0.00011983597,0.00027020546,0.00040478367,0.003548808,0.0000141137925,0.0004125426,0.00036803112,0.0016250812,0.038365543,0.06618356,0.3908574,0.49783006],"study_design_scores_gemma":[0.0000024532583,0.000021780033,0.00009252326,0.00012391398,0.0000033687265,0.00011813677,0.000034522218,0.00007303985,0.0028501702,0.0020622755,0.9946104,0.000007357428],"about_ca_topic_score_codex":0.0010822214,"about_ca_topic_score_gemma":0.002873752,"teacher_disagreement_score":0.7781958,"about_ca_system_score_codex":0.00086534256,"about_ca_system_score_gemma":0.0010328356,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W4292315412","doi":"10.1061/9780784416051","title":"Anchorage Design for Petrochemical and Other Industrial Facilities","year":2022,"lang":"en","type":"book","venue":"American Society of Civil Engineers eBooks","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dow Chemical (Canada)","funders":"","keywords":"Petrochemical; Engineering; Code (set theory); Manufacturing engineering; Construction engineering; Systems engineering; Computer science; Waste management; Set (abstract data type); Programming language","score_opus":0.02268913325100241,"score_gpt":0.20626030688705646,"score_spread":0.18357117363605405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4292315412","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":[0.0013280243,0.0041212137,0.10621535,0.0009402622,0.0021594984,0.00013186461,0.0019540295,0.0034894426,0.8796603],"genre_scores_gemma":[0.0067638275,0.002577391,0.026986843,0.00021660229,0.00013213727,0.00011790735,0.0014575521,0.0013017224,0.96044594],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99908006,0.000060536433,0.000038175593,0.00007288271,0.000711674,0.000036624213],"domain_scores_gemma":[0.9995161,0.00007083669,0.000020973803,0.0000593888,0.00030955306,0.00002311728],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043562456,0.001458225,0.00041123884,0.0015680648,0.0009850356,0.0028208108,0.001130612,0.0014047882,0.1332189],"category_scores_gemma":[0.0013890736,0.0009880738,0.0004196361,0.0017950296,0.0004874836,0.0023094194,0.0013983279,0.0016155589,0.07833702],"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":[0.000014203926,0.000014733421,0.000112827096,0.00020067659,0.000004239027,0.00008425751,0.00014749625,0.002697135,0.0019255171,0.03993851,0.69902456,0.25583583],"study_design_scores_gemma":[0.000002266744,0.000008607485,0.00013786904,0.000041608255,0.0000024074063,0.0001282566,0.00003204846,0.0008136593,0.00037275584,0.0031487062,0.9953053,0.0000066078874],"about_ca_topic_score_codex":0.0062356717,"about_ca_topic_score_gemma":0.014297078,"teacher_disagreement_score":0.1332189,"about_ca_system_score_codex":0.0012341711,"about_ca_system_score_gemma":0.0015300289,"threshold_uncertainty_score":0.4456616},"labels":[],"label_agreement":null},{"id":"W4319595968","doi":"10.1061/9780784484487.ch10","title":"Description of the Work Done in the National Research Council Canada, Ottawa","year":2023,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","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":"Thermistor; Research council; Work (physics); Engineering; Archaeology; Geography; Electrical engineering; Mechanical engineering; Government (linguistics)","score_opus":0.14399931181366948,"score_gpt":0.25385311484033346,"score_spread":0.10985380302666398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319595968","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":[0.0014896118,0.021919915,0.0058316104,0.0049687317,0.0033918722,0.000601633,0.016891906,0.0018287834,0.94307595],"genre_scores_gemma":[0.0020892005,0.007572752,0.0040890854,0.00045256587,0.00009246529,0.00008902313,0.004128548,0.0005323413,0.98095393],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970919,0.00011218817,0.00011771512,0.00044420964,0.0018707812,0.0003632187],"domain_scores_gemma":[0.99647224,0.00013595216,0.00007905583,0.00031476739,0.002573074,0.00042481828],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019170948,0.0015916926,0.001102922,0.0070713884,0.005739447,0.0069941184,0.0026166006,0.0015069233,0.2136472],"category_scores_gemma":[0.0020703746,0.0010497841,0.0006112069,0.016207585,0.0018226973,0.0026669393,0.0018891952,0.0018895423,0.13650714],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004295355,0.000043318847,0.0005683183,0.0005667903,0.0000065215577,0.00013067968,0.0004122019,0.00042976518,0.0016851078,0.012845998,0.75665665,0.22661169],"study_design_scores_gemma":[9.42137e-7,0.0000041545923,0.0005871713,0.000059904323,0.0000015737145,0.000028875189,0.00007079385,0.000029135648,0.00013499003,0.00019633835,0.9988794,0.000006668374],"about_ca_topic_score_codex":0.8667652,"about_ca_topic_score_gemma":0.94264126,"teacher_disagreement_score":0.2136472,"about_ca_system_score_codex":0.041024607,"about_ca_system_score_gemma":0.070235714,"threshold_uncertainty_score":0.7147211},"labels":[],"label_agreement":null},{"id":"W4319595982","doi":"10.1061/9780784484487.ch14","title":"Field Studies of EFP in Freezing Lakes in Inuvik","year":2023,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","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":"Permafrost; Hydrology (agriculture); Watt; Geology; Environmental science; Geomorphology; Oceanography; Geotechnical engineering; Physics","score_opus":0.04957238527005399,"score_gpt":0.25483961089072343,"score_spread":0.20526722562066946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319595982","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9980556,0.000080493526,0.00021184985,0.000011355548,0.0000014253233,0.000021138998,0.000095588424,0.0000056883505,0.001516997],"genre_scores_gemma":[0.99731976,0.00011515062,0.00080697227,0.00002129849,0.0000027804322,0.000033404744,0.00021284733,0.0000037006355,0.0014841006],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9998795,0.000019307865,0.00000819265,0.000030000727,0.000023838551,0.00003913769],"domain_scores_gemma":[0.9997335,0.00006787111,0.000045090568,0.000012722479,0.000091290596,0.00004959783],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000301969,0.00020090395,0.00024544928,0.00075186824,0.0013591251,0.0003861067,0.0005061479,0.00020998779,0.0007311186],"category_scores_gemma":[0.00041640858,0.00019380583,0.00013486076,0.001064946,0.0006554367,0.0004187532,0.00039435824,0.0003846298,0.00012373144],"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":[0.0018802263,0.0010102042,0.71390164,0.00035449836,0.00008300378,0.0024225544,0.032143615,0.0022437251,0.17133322,0.0009184269,0.00085703935,0.072851844],"study_design_scores_gemma":[0.000019977027,0.00057430257,0.9819686,0.000016434049,0.000017687074,0.00022047939,0.0072070314,0.0004302532,0.007126036,0.00015542207,0.002248316,0.000015444191],"about_ca_topic_score_codex":0.050207168,"about_ca_topic_score_gemma":0.1530877,"teacher_disagreement_score":0.94979286,"about_ca_system_score_codex":0.0013935214,"about_ca_system_score_gemma":0.0007323812,"threshold_uncertainty_score":0.09982985},"labels":[],"label_agreement":null},{"id":"W4319596104","doi":"10.1061/9780784484487","title":"Electrical Phenomena During Freezing of Water and Soils","year":2023,"lang":"en","type":"book","venue":"American Society of Civil Engineers eBooks","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","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":"Thunderstorm; Soil water; Lightning (connector); Meteorology; Ground freezing; Environmental science; Geophysics; Engineering physics; Geology; Soil science; Geotechnical engineering; Engineering; Physics; Thermodynamics","score_opus":0.009214450353678464,"score_gpt":0.20047689305852018,"score_spread":0.19126244270484172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319596104","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":[0.014927683,0.13924058,0.02309899,0.0028834434,0.013319824,0.00019785146,0.0008479023,0.0011037563,0.80437994],"genre_scores_gemma":[0.016037475,0.040846612,0.003178647,0.00068711536,0.0013752107,0.00004819079,0.0004904012,0.00018240965,0.93715394],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998388,0.000014287737,0.000005256275,0.00002248574,0.000110011315,0.000009100782],"domain_scores_gemma":[0.9998579,0.000051594216,0.0000111414765,0.000010120196,0.000057880683,0.00001134865],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013588842,0.0004236115,0.00026395684,0.0008446034,0.00038696392,0.0010008757,0.0003775238,0.00051469845,0.011021177],"category_scores_gemma":[0.00023782252,0.0002201189,0.00017183564,0.0009553009,0.00037284006,0.00084051484,0.00034946125,0.0007799359,0.005763967],"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":[0.00009044914,0.000048437814,0.0005761601,0.0007790191,0.000012459699,0.00064311415,0.0006087744,0.0020521278,0.03891288,0.025212511,0.4346328,0.49643132],"study_design_scores_gemma":[0.0000030444428,0.000058299313,0.0012936273,0.00013073,0.0000032815406,0.00063837,0.00006954946,0.00040033145,0.0042202575,0.0018827892,0.99129266,0.000006930094],"about_ca_topic_score_codex":0.0012141688,"about_ca_topic_score_gemma":0.0029275252,"teacher_disagreement_score":0.011021177,"about_ca_system_score_codex":0.0004201178,"about_ca_system_score_gemma":0.00036181367,"threshold_uncertainty_score":0.036869466},"labels":[],"label_agreement":null},{"id":"W4403689409","doi":"10.1061/9780784485767.ch9","title":"Lessons Learned and Case Histories","year":2024,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Psychotherapy Techniques and Applications","field":"Psychology","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":"History","score_opus":0.038872321008802196,"score_gpt":0.32788184982456053,"score_spread":0.28900952881575837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403689409","genre_codex":"commentary","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10485385,0.13675478,0.017778559,0.3748868,0.013016042,0.0009649435,0.0007268967,0.0005280522,0.35049003],"genre_scores_gemma":[0.47309467,0.22316459,0.036212105,0.08356828,0.0051309043,0.0013813665,0.0011531209,0.000528924,0.1757661],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9954651,0.002646579,0.0003364069,0.00030168422,0.00079640717,0.00045385965],"domain_scores_gemma":[0.99324447,0.004453263,0.0003327429,0.00024567984,0.0007428695,0.000980974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005924427,0.0010806323,0.00065666257,0.00372459,0.0070518726,0.0045433785,0.0033039355,0.0044790218,0.015981955],"category_scores_gemma":[0.025970612,0.00051900867,0.000509231,0.0029187086,0.0048654475,0.007657072,0.0043876013,0.0057980004,0.002696166],"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":[0.000078826175,0.0006327772,0.006760857,0.0014050235,0.000017959086,0.12906729,0.09451329,0.0007849917,0.00028991658,0.12231606,0.29652733,0.34760562],"study_design_scores_gemma":[0.000012367348,0.000042739903,0.0011148701,0.0034975433,0.000013311359,0.12547556,0.08877058,0.00021691064,0.00023522913,0.047724828,0.732836,0.000060010927],"about_ca_topic_score_codex":0.0052665374,"about_ca_topic_score_gemma":0.014278571,"teacher_disagreement_score":0.015981955,"about_ca_system_score_codex":0.0067699756,"about_ca_system_score_gemma":0.003421831,"threshold_uncertainty_score":0.05346495},"labels":[],"label_agreement":null},{"id":"W4405462869","doi":"10.1061/9780784485804.ch3","title":"Impact of Climate Change on Infrastructure Performance","year":2024,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Tropical and Extratropical Cyclones Research","field":"Earth and Planetary Sciences","cited_by":3,"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":"Climate change; Environmental science; Business; Geography; Geology; Oceanography","score_opus":0.014832554248135978,"score_gpt":0.2364962199128837,"score_spread":0.2216636656647477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405462869","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":[0.03781496,0.008361208,0.0013018252,0.0028828527,0.0004971648,0.000015589012,0.0009524453,0.00017971451,0.9479942],"genre_scores_gemma":[0.75604343,0.048104532,0.0020774761,0.0008119538,0.0009565457,0.000031505573,0.0019277291,0.00028362562,0.1897632],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9996216,0.000046979094,0.0000067620194,0.000034198496,0.00021240009,0.000078082434],"domain_scores_gemma":[0.9997032,0.00013164479,0.00002327417,0.000015470649,0.00009494234,0.000031376636],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035594997,0.00031432466,0.00013096172,0.00045416696,0.0003661317,0.0019600855,0.00038717885,0.00037031336,0.019840995],"category_scores_gemma":[0.0008640309,0.00010505584,0.00021180739,0.0010865352,0.00040961689,0.0010303599,0.0009936757,0.00053835084,0.0041547283],"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":[0.000115836185,0.00011338531,0.014871289,0.0009103361,0.00007273197,0.0005792345,0.0020017761,0.07562575,0.0051388713,0.19363035,0.1747056,0.5322348],"study_design_scores_gemma":[0.00000600083,0.000149001,0.04486783,0.00054565334,0.000033610875,0.0003125556,0.0020603929,0.005625918,0.0028869284,0.028754035,0.914696,0.00006214852],"about_ca_topic_score_codex":0.0092966035,"about_ca_topic_score_gemma":0.012274235,"teacher_disagreement_score":0.019840995,"about_ca_system_score_codex":0.0018074008,"about_ca_system_score_gemma":0.0007139641,"threshold_uncertainty_score":0.06637472},"labels":[],"label_agreement":null},{"id":"W566371070","doi":"","title":"International engineering history and heritage : improving bridges to ASCE's 150th anniversary : proceedings of the third National Congress on Civil Engineering History and Heritage, October 10-13, 2001, Houston, Texas","year":2001,"lang":"en","type":"book","venue":"American Society of Civil Engineers eBooks","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":3,"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":"Engineering; Civil engineering; Convention; National heritage; Engineering education; Law; Political science; Library science; Engineering management","score_opus":0.023737868407794058,"score_gpt":0.18904018714243695,"score_spread":0.1653023187346429,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W566371070","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":[0.0039244452,0.049463253,0.002863918,0.04486814,0.02876182,0.0001547296,0.0006059195,0.0006188872,0.8687389],"genre_scores_gemma":[0.0066020787,0.018224748,0.0009891168,0.0019184215,0.002166755,0.00006391068,0.00047174355,0.000098924604,0.9694642],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.999759,0.000024536761,0.0000081658145,0.000029176386,0.00014094247,0.000037998492],"domain_scores_gemma":[0.9996138,0.00003222897,0.000021511116,0.000022226719,0.00017297259,0.00013714218],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006791788,0.0006140753,0.00027603525,0.0011000664,0.002078453,0.0042364947,0.00071485766,0.0013978686,0.07969069],"category_scores_gemma":[0.0009830274,0.00026172827,0.00017514218,0.0011607828,0.00063846813,0.0028630404,0.0020148358,0.0019238584,0.01974178],"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":[0.000002958773,0.000027530668,0.00011456036,0.0000406193,7.848331e-7,0.00001527955,0.00021371793,0.0000561654,0.00008701556,0.0026965912,0.9417093,0.055035587],"study_design_scores_gemma":[0.0000016264875,0.000008185941,0.0006485136,0.000072642375,0.0000010189565,0.000026183347,0.0001943362,0.000018683986,0.00005659747,0.00045026117,0.9985196,0.000002281652],"about_ca_topic_score_codex":0.01046791,"about_ca_topic_score_gemma":0.04112309,"teacher_disagreement_score":0.07969069,"about_ca_system_score_codex":0.0018041923,"about_ca_system_score_gemma":0.0034251916,"threshold_uncertainty_score":0.2665919},"labels":[],"label_agreement":null},{"id":"W569224618","doi":"","title":"Construction Research Congress 2010 : innovation for reshaping construction practice : proceedings of the 2010 Construction Research Congress, May 8-10, 2010, Banff, Alberta, Canada","year":2010,"lang":"en","type":"book","venue":"American Society of Civil Engineers eBooks","topic":"BIM and Construction Integration","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Library science; Political science; Engineering; Public administration; Computer science","score_opus":0.0265850573071109,"score_gpt":0.278180885158776,"score_spread":0.25159582785166507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W569224618","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":[0.0067806686,0.13982198,0.0052139913,0.08106791,0.044775683,0.0004686266,0.0057612876,0.0010861973,0.7150237],"genre_scores_gemma":[0.008673726,0.03463784,0.0019031998,0.001336673,0.0012091171,0.00013362199,0.0029550872,0.00019476697,0.94895613],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99764246,0.000173425,0.000070157694,0.00016427238,0.0016450897,0.0003045309],"domain_scores_gemma":[0.9974226,0.00024567297,0.000082367944,0.00010268429,0.0015846076,0.000562114],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0054665105,0.001415719,0.001016904,0.0022105502,0.004031909,0.009309186,0.001727679,0.0034126963,0.06313765],"category_scores_gemma":[0.0027109382,0.00072541693,0.00057009014,0.0043551167,0.002050314,0.002958536,0.0026970047,0.0037603516,0.016373808],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018446653,0.00002298317,0.000106963606,0.00008795012,0.0000024075462,0.000011567679,0.00016087026,0.00014722736,0.00014383248,0.0040871613,0.9593526,0.03585795],"study_design_scores_gemma":[0.0000050759177,0.0000085767,0.0013326029,0.00011331878,0.0000044601456,0.000014312117,0.00038502086,0.00006474925,0.00017262153,0.0005036047,0.9973853,0.000010376639],"about_ca_topic_score_codex":0.39341858,"about_ca_topic_score_gemma":0.7917248,"teacher_disagreement_score":0.60658145,"about_ca_system_score_codex":0.019612858,"about_ca_system_score_gemma":0.048472464,"threshold_uncertainty_score":0.78225726},"labels":[],"label_agreement":null},{"id":"W606673220","doi":"10.1061/9780784407707.ch16","title":"Ice Management","year":2005,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","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":"Business","score_opus":0.007200470625014426,"score_gpt":0.18298443472246553,"score_spread":0.17578396409745112,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W606673220","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":[0.0014626784,0.01923055,0.0018280867,0.0062882807,0.0032860402,0.00006208903,0.00070604554,0.00036679633,0.96676934],"genre_scores_gemma":[0.0029739318,0.0050832676,0.0005092125,0.0004706722,0.00021525715,0.000011263888,0.0003345809,0.000049286362,0.9903526],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998287,0.00001110841,0.000005552084,0.00003103891,0.00009635975,0.000027255128],"domain_scores_gemma":[0.9998197,0.000010802046,0.000010789383,0.000013727795,0.00009670346,0.000048289494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037775622,0.00050148397,0.00015894978,0.0007829772,0.0011980942,0.0022968133,0.0005382862,0.0006919516,0.09438571],"category_scores_gemma":[0.00041763374,0.00015321284,0.00014360165,0.0010474405,0.00037297586,0.0010563014,0.0008468239,0.00077753153,0.03595885],"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":[0.0000066986872,0.000018361627,0.00016905951,0.000072701885,0.0000011124635,0.000031599466,0.00018433413,0.00010419965,0.00030093055,0.0103895515,0.84005123,0.14867021],"study_design_scores_gemma":[3.7499387e-7,0.0000029192095,0.00025207052,0.000041527008,4.1023753e-7,0.000021698079,0.00003985996,0.000019743367,0.00005639723,0.0003722984,0.9991918,9.3363883e-7],"about_ca_topic_score_codex":0.02736384,"about_ca_topic_score_gemma":0.09647125,"teacher_disagreement_score":0.09438571,"about_ca_system_score_codex":0.0031445439,"about_ca_system_score_gemma":0.0030284738,"threshold_uncertainty_score":0.31575167},"labels":[],"label_agreement":null},{"id":"W613967944","doi":"","title":"Shotcrete for underground support X : procedings of the 10th International Conference : September 12-16, 2006, Whistler, British Columbia, Canada","year":2006,"lang":"en","type":"book","venue":"American Society of Civil Engineers eBooks","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","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":"Shotcrete; Engineering; Forensic engineering; Civil engineering","score_opus":0.006656151516365901,"score_gpt":0.18060740389286267,"score_spread":0.17395125237649678,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W613967944","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":[0.004284495,0.022536347,0.00926228,0.0026289264,0.00917961,0.00030722527,0.0018749178,0.0017332978,0.94819295],"genre_scores_gemma":[0.0015269697,0.0023384963,0.0006935871,0.000050667055,0.00008818056,0.00001759772,0.00042095318,0.0001163383,0.9947471],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99949825,0.000016112768,0.000011695968,0.000054025113,0.00035761297,0.00006231639],"domain_scores_gemma":[0.9993771,0.00003294043,0.000012707395,0.00003614453,0.00043854548,0.000102562226],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003857956,0.001248714,0.0007709295,0.0013617086,0.0019108143,0.002932363,0.0009996545,0.0010786749,0.31606346],"category_scores_gemma":[0.0007127564,0.00047049153,0.00033919408,0.001801882,0.00076358876,0.0014243638,0.0011845253,0.0012113,0.124698356],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032249016,0.000037143956,0.00018511874,0.00020440716,0.0000033620784,0.000080800775,0.00014249262,0.0002753483,0.0013868159,0.0014781639,0.82968557,0.16648841],"study_design_scores_gemma":[0.0000025335814,0.000020001542,0.0008490917,0.00009221528,0.0000023702535,0.00007436351,0.00012097933,0.00011919793,0.00044537865,0.00026532143,0.9980003,0.00000813134],"about_ca_topic_score_codex":0.11876989,"about_ca_topic_score_gemma":0.40035224,"teacher_disagreement_score":0.8812301,"about_ca_system_score_codex":0.003752154,"about_ca_system_score_gemma":0.005041155,"threshold_uncertainty_score":0.97555244},"labels":[],"label_agreement":null},{"id":"W654419559","doi":"","title":"ICTIS 2013 : improving multimodal transportation systems - information, safety, and integration : proceedings of the second International Conference on Transportation Information and Safety : June 29 - July 2, 2013, Wuhan, China","year":2013,"lang":"en","type":"book","venue":"American Society of Civil Engineers eBooks","topic":"Traffic Prediction and Management Techniques","field":"Engineering","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":"Informatization; China; Digitization; Transport engineering; Intelligent transportation system; Engineering; The Internet; Information technology; Telecommunications; Computer science; Geography; World Wide Web","score_opus":0.0032946169671407358,"score_gpt":0.17077632771342402,"score_spread":0.1674817107462833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W654419559","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":[0.021327896,0.098651215,0.13234606,0.021331752,0.01503441,0.000818853,0.0034923148,0.00668386,0.7003136],"genre_scores_gemma":[0.03426334,0.046456702,0.028532112,0.0011007729,0.00088251114,0.00022664272,0.0032978607,0.0007470397,0.88449305],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99975866,0.000023433817,0.000007841706,0.000030057208,0.00016057845,0.000019475528],"domain_scores_gemma":[0.9997069,0.00005080201,0.000008020441,0.00001732541,0.00017936075,0.00003760821],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063225284,0.00060454773,0.0005057662,0.0010166605,0.0005786686,0.0016733579,0.00060299947,0.0006330132,0.027105104],"category_scores_gemma":[0.00075879117,0.00022781947,0.00028155264,0.0015308318,0.00037214014,0.0019772574,0.00073664857,0.0011715785,0.00622289],"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":[0.000022610186,0.000051379116,0.00033870174,0.00030797673,0.000014210567,0.00004111756,0.000255291,0.000910774,0.0027374171,0.0059925183,0.57450324,0.41482466],"study_design_scores_gemma":[0.0000075611365,0.00006282361,0.0023556238,0.0002707366,0.000023146586,0.0001096488,0.000229737,0.0038423473,0.0041904445,0.002784096,0.9861042,0.000019546405],"about_ca_topic_score_codex":0.010635914,"about_ca_topic_score_gemma":0.020128604,"teacher_disagreement_score":0.027105104,"about_ca_system_score_codex":0.001566058,"about_ca_system_score_gemma":0.003177633,"threshold_uncertainty_score":0.09067559},"labels":[],"label_agreement":null},{"id":"W655716798","doi":"","title":"Cold regions engineering 2012 : sustainable infrastructure development in a changing cold environment : proceedings of the 15th International Specialty Conference on Cold Regions Engineering : August 19-22, 2012, Quebec City, Canada","year":2012,"lang":"en","type":"book","venue":"American Society of Civil Engineers eBooks","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Engineering; Sustainable development; Engineering management; Regional science; Geography; Political science","score_opus":0.005902501682708168,"score_gpt":0.17006951966910855,"score_spread":0.16416701798640038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W655716798","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":[0.0014308537,0.047749806,0.008737555,0.009937721,0.019004509,0.0002110751,0.0027047233,0.0013630756,0.9088606],"genre_scores_gemma":[0.0017418284,0.009291252,0.0011719164,0.00039056593,0.00038009885,0.00002243962,0.000709626,0.00024253174,0.9860497],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996251,0.000015409407,0.00000587882,0.000026241923,0.0002810528,0.00004631929],"domain_scores_gemma":[0.9994462,0.000032049487,0.0000132773985,0.000015626349,0.00037304583,0.000119873366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005369894,0.0013462994,0.0007254204,0.0014028804,0.0018714124,0.0031927957,0.00089359464,0.0011312132,0.09078337],"category_scores_gemma":[0.00054034346,0.00038021314,0.00037450506,0.002565628,0.00061656773,0.001369523,0.0009592272,0.0016098559,0.028616648],"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":[0.0000051347324,0.00000979133,0.000060962935,0.00005567019,0.0000013019957,0.000013628483,0.000037169953,0.00020558613,0.0002769756,0.0010763004,0.9506775,0.04757992],"study_design_scores_gemma":[0.0000014610077,0.0000048379507,0.00054470595,0.000080673206,0.000001572754,0.000029330828,0.00006435228,0.00018153028,0.00017083925,0.00044883418,0.9984659,0.000005926665],"about_ca_topic_score_codex":0.34240323,"about_ca_topic_score_gemma":0.7729175,"teacher_disagreement_score":0.34240323,"about_ca_system_score_codex":0.006212775,"about_ca_system_score_gemma":0.010704377,"threshold_uncertainty_score":0.68082047},"labels":[],"label_agreement":null},{"id":"W658146867","doi":"","title":"Composite construction in steel and concrete IV : proceedings of the conference, May 28-June 2, 2000, Banff, Alberta, Canada","year":2002,"lang":"en","type":"book","venue":"American Society of Civil Engineers eBooks","topic":"Structural Load-Bearing Analysis","field":"Engineering","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":"Composite number; Composite construction; Engineering; Materials science; Composite material","score_opus":0.004382579712608511,"score_gpt":0.1612056287251651,"score_spread":0.15682304901255661,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W658146867","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":[0.007249423,0.14431034,0.022941262,0.007982864,0.016404126,0.00015492093,0.0020835453,0.0006935927,0.79818],"genre_scores_gemma":[0.008047936,0.023465974,0.0033103682,0.00019458191,0.0004808991,0.000024799541,0.00077741744,0.00014425129,0.9635537],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995963,0.000019673867,0.000009871249,0.000054476302,0.0002581812,0.00006141893],"domain_scores_gemma":[0.99944705,0.000030930136,0.000009320654,0.000017947074,0.00038976816,0.00010509674],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006593013,0.0013443826,0.00055828836,0.0010181124,0.0016853294,0.002036773,0.0010544133,0.00082523277,0.06679568],"category_scores_gemma":[0.00060462236,0.00049657054,0.00030562503,0.0023979764,0.0011289088,0.0010187295,0.00074163487,0.0011778672,0.01537657],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005417704,0.000034191224,0.00040789807,0.00022218919,0.0000072364774,0.00008564571,0.000256477,0.0016462351,0.0012998063,0.0055427016,0.83939946,0.15104409],"study_design_scores_gemma":[0.0000036782171,0.000011635519,0.0015061588,0.00011357915,0.0000056365798,0.00007271159,0.00016345653,0.000314318,0.00045081505,0.00078173075,0.99656713,0.000009180117],"about_ca_topic_score_codex":0.51030266,"about_ca_topic_score_gemma":0.8389004,"teacher_disagreement_score":0.48969734,"about_ca_system_score_codex":0.011240585,"about_ca_system_score_gemma":0.013171399,"threshold_uncertainty_score":0.98516256},"labels":[],"label_agreement":null},{"id":"W80172135","doi":"10.1061/9780784409589.ch05","title":"Managing Provincial Infrastructure–The Alberta Approach","year":2008,"lang":"en","type":"book-chapter","venue":"American Society of Civil Engineers eBooks","topic":"Canadian Policy and Governance","field":"Social Sciences","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":"Environmental planning; Business; Geography","score_opus":0.009148203604708837,"score_gpt":0.21298092807313013,"score_spread":0.2038327244684213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W80172135","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":[0.006972227,0.004308669,0.0054618856,0.012948191,0.00041814274,0.00005556491,0.0001505171,0.00015217405,0.96953255],"genre_scores_gemma":[0.35313985,0.014941438,0.014742547,0.003497198,0.0002025503,0.000098898694,0.00037307056,0.00012074824,0.61288375],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989961,0.00013465386,0.000017376873,0.000059891838,0.00044577694,0.00034626314],"domain_scores_gemma":[0.99959415,0.000047225578,0.000014051844,0.000025440262,0.00020271596,0.00011649516],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007114541,0.0002644614,0.0001469428,0.0017713998,0.007521636,0.006151543,0.0015068594,0.0011612179,0.008617813],"category_scores_gemma":[0.0011121691,0.00026852434,0.00021421164,0.0039225384,0.0032663,0.0016543524,0.0026844034,0.0016470632,0.00095230644],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011818293,0.000024346145,0.0017395566,0.000110036024,0.0000065507265,0.00024759924,0.003505123,0.003229006,0.00026744074,0.8101534,0.101123974,0.07958111],"study_design_scores_gemma":[0.0000036529832,0.000009265145,0.002499976,0.00011718056,0.00001063497,0.000096179654,0.0032907748,0.001372223,0.00019123447,0.03667195,0.95572,0.00001686677],"about_ca_topic_score_codex":0.9330133,"about_ca_topic_score_gemma":0.9769603,"teacher_disagreement_score":0.06698668,"about_ca_system_score_codex":0.06137418,"about_ca_system_score_gemma":0.088817455,"threshold_uncertainty_score":0.4453029},"labels":[],"label_agreement":null}]}