{"meta":{"query_hash":"90263cf2cea1","filters":{"venue":"Advances in chemical and materials engineering book series"},"cohort_total":10,"direct_labels_cover":0,"predictions_cover":10,"exported":10,"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/90263cf2cea1","api":"https://metacan.xera.ac/api/v1/cohort?venue=Advances+in+chemical+and+materials+engineering+book+series"},"results":[{"id":"W2462387183","doi":"10.4018/978-1-5225-0424-5.ch009","title":"Techno-Economic and Life Cycle Assessment for the Production of Green Composites","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in chemical and materials engineering book series","topic":"Biofuel production and bioconversion","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":"University of Alberta","funders":"","keywords":"Bagasse; Husk; Life-cycle assessment; Bamboo; Profitability index; Environmental impact assessment; Coir; Pulp and paper industry; Agricultural engineering; Production (economics); Mathematics; Business; Environmental science; Engineering; Materials science; Composite material; Biology; Botany; Economics","score_opus":0.0048986512780370755,"score_gpt":0.19947844044020357,"score_spread":0.1945797891621665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2462387183","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":[0.104422,0.074107,0.4590182,0.0015254163,0.0006786316,0.00075125415,0.004822993,0.00096305116,0.3537115],"genre_scores_gemma":[0.5696603,0.06710619,0.20209736,0.00030257425,0.00020009211,0.00093710475,0.0056620147,0.00039796234,0.15363646],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999613,0.00005851211,0.000011009354,0.00003455512,0.0002606911,0.000022239594],"domain_scores_gemma":[0.9998043,0.000081034195,0.000017548004,0.000015066452,0.00007571644,0.0000063428106],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005757893,0.00085458823,0.0004015243,0.0015462163,0.00027100317,0.0015225832,0.00062143017,0.0006080962,0.0053849863],"category_scores_gemma":[0.0005392665,0.00026213983,0.0008936572,0.0018095709,0.00020960752,0.0011960929,0.00042772948,0.00057633594,0.001350356],"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":[0.00014353798,0.00025382236,0.004190077,0.0016145853,0.00009654383,0.00032404243,0.000102595375,0.37828365,0.023185749,0.04606568,0.013266064,0.5324737],"study_design_scores_gemma":[0.000021027834,0.0005801142,0.010993939,0.0006913074,0.00014678974,0.00062391197,0.00038461902,0.68166715,0.044014692,0.061311945,0.1994293,0.00013517811],"about_ca_topic_score_codex":0.0030629756,"about_ca_topic_score_gemma":0.005309497,"teacher_disagreement_score":0.0053849863,"about_ca_system_score_codex":0.0017730253,"about_ca_system_score_gemma":0.00081868685,"threshold_uncertainty_score":0.01801455},"labels":[],"label_agreement":null},{"id":"W2466032671","doi":"10.4018/978-1-5225-0424-5.ch007","title":"Green Composites and Their Properties","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in chemical and materials engineering book series","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Environmentally friendly; Composite material; Materials science; Composite number; Natural fiber; Fabrication","score_opus":0.005996347500040183,"score_gpt":0.18192740627219234,"score_spread":0.17593105877215215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2466032671","genre_codex":"review","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":[0.017931785,0.47976783,0.020290839,0.002440018,0.0024806836,0.000051336556,0.00043750828,0.0005541488,0.4760458],"genre_scores_gemma":[0.10304177,0.31202888,0.023460433,0.0018806941,0.0013693718,0.00012899013,0.0005908068,0.0003689785,0.5571301],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99981064,0.000012517878,0.0000054633288,0.000035634006,0.00012093197,0.000014762823],"domain_scores_gemma":[0.9999422,0.000015233567,0.0000059008366,0.0000057301236,0.000024267512,0.000006536709],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014986255,0.0005703282,0.0003923278,0.0006659127,0.00034608858,0.0012159529,0.00038808238,0.0007091299,0.0127532305],"category_scores_gemma":[0.00021048932,0.00026578593,0.00025413436,0.0008062868,0.00044101747,0.0012868054,0.00063077285,0.0013998656,0.0061417115],"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":[0.00009028778,0.00014654735,0.00023346173,0.0023364103,0.000022805827,0.00042102576,0.00048428192,0.0023011684,0.15241784,0.09969343,0.06743557,0.6744172],"study_design_scores_gemma":[0.0000042279594,0.000054253633,0.00035545725,0.000187679,0.0000076056335,0.0006671835,0.000054794204,0.00073071895,0.02592834,0.01773158,0.9542574,0.000020605754],"about_ca_topic_score_codex":0.0003271377,"about_ca_topic_score_gemma":0.00051800243,"teacher_disagreement_score":0.0127532305,"about_ca_system_score_codex":0.00044784855,"about_ca_system_score_gemma":0.0002706035,"threshold_uncertainty_score":0.042663753},"labels":[],"label_agreement":null},{"id":"W2477120274","doi":"10.4018/978-1-4666-5824-0.ch001","title":"Self-Healing Materials Systems as a Way for Damage Mitigation in Composites Structures Caused by Orbital Space Debris","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in chemical and materials engineering book series","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"MPB Technologies & Communications (Canada)","funders":"","keywords":"Spacecraft; Space debris; Multidisciplinary approach; Self-healing; Nanotechnology; Aerospace; Materials science; Aerospace engineering; Engineering; Construction engineering; Systems engineering; Computer science; Medicine","score_opus":0.003995714738217534,"score_gpt":0.20643410997948458,"score_spread":0.20243839524126706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2477120274","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":[0.021154027,0.48715904,0.056641813,0.0021354472,0.006279718,0.00016774405,0.00028954123,0.0011911448,0.42498153],"genre_scores_gemma":[0.054109845,0.1739297,0.033469852,0.0012344451,0.0008296122,0.000110024426,0.00031988748,0.00038404675,0.7356126],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999948,0.0000036637837,0.0000015998135,0.0000099623985,0.00003292739,0.000003838602],"domain_scores_gemma":[0.9999671,0.000013984988,0.0000039420074,0.0000025785512,0.000008469609,0.0000039800198],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006782061,0.0004938702,0.00030920823,0.0006799171,0.0003952254,0.0010248111,0.00045613106,0.00060645014,0.012629854],"category_scores_gemma":[0.00009904254,0.0002390305,0.00027170582,0.0007183573,0.00026213584,0.0011859903,0.0003955499,0.0011417967,0.004980029],"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":[0.00009272516,0.00020258196,0.0001261672,0.0035010267,0.000032399665,0.00054921844,0.0009755482,0.0027101443,0.21262462,0.11457291,0.110939614,0.5536731],"study_design_scores_gemma":[0.0000049856644,0.00007310907,0.0002812697,0.00028625346,0.000011355801,0.0007510618,0.0000918523,0.0012187518,0.024465444,0.008521116,0.96428275,0.0000120977365],"about_ca_topic_score_codex":0.00014810626,"about_ca_topic_score_gemma":0.00052042154,"teacher_disagreement_score":0.012629854,"about_ca_system_score_codex":0.00029251346,"about_ca_system_score_gemma":0.00022582142,"threshold_uncertainty_score":0.04225111},"labels":[],"label_agreement":null},{"id":"W2484881889","doi":"10.4018/978-1-4666-5824-0.ch005","title":"Si-NWs","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in chemical and materials engineering book series","topic":"Nanowire Synthesis and Applications","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":"MPB Technologies & Communications (Canada)","funders":"","keywords":"Nanotechnology; Nanowire; Nanomaterials; Materials science; Silicon nanowires","score_opus":0.0032354453795535774,"score_gpt":0.174231843705225,"score_spread":0.1709963983256714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2484881889","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":[0.016729696,0.031269845,0.031548567,0.0013148563,0.005810696,0.00015039234,0.0019575306,0.0017701066,0.9094484],"genre_scores_gemma":[0.02912651,0.0139363,0.015691793,0.00057349575,0.00034167894,0.00008813398,0.0023137757,0.00035042985,0.9375778],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999378,0.0000018077559,0.0000020260081,0.000018753077,0.00003367085,0.0000060066036],"domain_scores_gemma":[0.9999765,0.000003814709,0.0000018718272,0.0000028292118,0.000011132707,0.000003859687],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004701265,0.00042910088,0.0002617238,0.00022878093,0.0003367232,0.0007682212,0.00038087665,0.00037829427,0.046983883],"category_scores_gemma":[0.00008409141,0.0001928414,0.00026896145,0.00036264607,0.0001227648,0.0008233779,0.00044493313,0.00060093775,0.025014428],"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":[0.000046082478,0.00008031004,0.00022775309,0.0011042926,0.00001615937,0.00035510666,0.00020096696,0.00084715773,0.26431048,0.07590853,0.18813832,0.4687648],"study_design_scores_gemma":[0.0000031113807,0.000017994595,0.00019727484,0.000044630717,0.0000044754215,0.00021665783,0.000023668907,0.0007688783,0.029534569,0.004365056,0.9648193,0.000004411553],"about_ca_topic_score_codex":0.0004194993,"about_ca_topic_score_gemma":0.0013185173,"teacher_disagreement_score":0.046983883,"about_ca_system_score_codex":0.0003845473,"about_ca_system_score_gemma":0.00016949672,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W2499263602","doi":"10.4018/978-1-61520-651-3.ch011","title":"CFD Modeling of Bubbling Fluidized Beds of Geldart A Powders","year":2010,"lang":"en","type":"book-chapter","venue":"Advances in chemical and materials engineering book series","topic":"Granular flow and fluidized beds","field":"Engineering","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":"University of Saskatchewan","funders":"","keywords":"Fluidization; Drag; Fluidized bed; Mesoscale meteorology; Computational fluid dynamics; Economies of agglomeration; Materials science; Mechanics; Engineering; Meteorology; Physics; Chemical engineering; Waste management","score_opus":0.004043897504635862,"score_gpt":0.1769457819583299,"score_spread":0.17290188445369406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2499263602","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":[0.4031632,0.0056318133,0.49522924,0.0016597626,0.00062919816,0.0002944339,0.0019169815,0.0014062987,0.09006904],"genre_scores_gemma":[0.90760654,0.0026155994,0.05065424,0.00019807088,0.000098303026,0.00020611362,0.0011265394,0.00015883101,0.037335616],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998933,0.000026118021,0.0000059994095,0.000019790492,0.00003735522,0.000017449298],"domain_scores_gemma":[0.9998534,0.00008793734,0.000013990588,0.0000054554293,0.000026574195,0.000012641094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019593569,0.0005215269,0.0006126448,0.00034612307,0.00047772247,0.0012060909,0.0007108099,0.0012893559,0.0020213306],"category_scores_gemma":[0.00046046742,0.00027560108,0.0005348231,0.0003397234,0.0005543132,0.0005247369,0.00039909035,0.0004866556,0.00038403974],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037401245,0.000020518519,0.0004529044,0.000048997033,0.0000076104457,0.00012712656,0.00003565028,0.9862943,0.0037681614,0.00475418,0.00052201736,0.003931022],"study_design_scores_gemma":[0.000004170605,0.000007946203,0.00017592519,0.0000054945613,0.0000018114268,0.0000127916355,0.0000072309276,0.99778026,0.0006742699,0.0005136874,0.00081266765,0.000003813758],"about_ca_topic_score_codex":0.014266824,"about_ca_topic_score_gemma":0.0058336826,"teacher_disagreement_score":0.014266824,"about_ca_system_score_codex":0.0008703994,"about_ca_system_score_gemma":0.00095303543,"threshold_uncertainty_score":0.028367579},"labels":[],"label_agreement":null},{"id":"W2503372757","doi":"10.4018/978-1-5225-0424-5.ch001","title":"Natural Fibers for the Production of Green Composites","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in chemical and materials engineering book series","topic":"Natural Fiber Reinforced Composites","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":"University of Alberta","funders":"","keywords":"Composite number; Natural fiber; Fiber; Composite material; Materials science; Renewable resource; Natural (archaeology); Renewable energy; Engineering","score_opus":0.0049354322897770695,"score_gpt":0.20491094572987278,"score_spread":0.1999755134400957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2503372757","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":[0.011315785,0.44078022,0.037756413,0.0017137924,0.005806192,0.00012799005,0.0006486229,0.0008677709,0.5009831],"genre_scores_gemma":[0.030685876,0.2676588,0.03342923,0.0010391602,0.0010810989,0.00012426822,0.0008484578,0.00044359328,0.6646895],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99988997,0.000005651325,0.000003816078,0.00002500001,0.00006776453,0.000007709167],"domain_scores_gemma":[0.99996495,0.000011290478,0.0000043931987,0.0000026894324,0.0000119874,0.000004594826],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011749672,0.0007320616,0.00032184622,0.0010386558,0.0003732069,0.0010806879,0.00036124582,0.00051325076,0.01895925],"category_scores_gemma":[0.00013044052,0.00024158103,0.0003396803,0.00093808695,0.0001935266,0.001640868,0.0006042949,0.0013236683,0.009756049],"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":[0.00005441294,0.00014122986,0.00014121948,0.0033230495,0.000027241478,0.00043508084,0.00046605922,0.0015555128,0.13898839,0.07456719,0.10513949,0.67516106],"study_design_scores_gemma":[0.000002205074,0.000028289622,0.00016214771,0.0002952621,0.0000064753394,0.00038353706,0.00004244819,0.000417794,0.013339459,0.006730101,0.97858083,0.000011453446],"about_ca_topic_score_codex":0.00030877462,"about_ca_topic_score_gemma":0.0012317318,"teacher_disagreement_score":0.01895925,"about_ca_system_score_codex":0.00035730057,"about_ca_system_score_gemma":0.00034329528,"threshold_uncertainty_score":0.063425004},"labels":[],"label_agreement":null},{"id":"W2602970891","doi":"10.4018/978-1-5225-2047-4.ch013","title":"Application of Supercritical Pressures in Power Engineering","year":2017,"lang":"en","type":"book-chapter","venue":"Advances in chemical and materials engineering book series","topic":"Heat transfer and supercritical fluids","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":"Ontario Tech University","funders":"","keywords":"Brayton cycle; Supercritical fluid; Rankine cycle; Coolant; Nuclear engineering; Working fluid; Heat transfer; Degree Rankine; Helium; Materials science; Thermodynamics; Cabin pressurization; Turbine; Thermal power station; Environmental science; Chemistry; Power (physics); Engineering; Composite material","score_opus":0.003598881319468136,"score_gpt":0.2008838838672537,"score_spread":0.19728500254778555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2602970891","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":[0.0066073486,0.32215676,0.050132062,0.0013303559,0.0031110444,0.00010694343,0.00024578735,0.00080254936,0.6155072],"genre_scores_gemma":[0.057661306,0.33697343,0.031398185,0.0012911243,0.0026406688,0.00015355549,0.00080668536,0.0003768841,0.5686981],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997625,0.000013117054,0.000008799791,0.000041312822,0.00016034464,0.000013938152],"domain_scores_gemma":[0.99991643,0.00002208537,0.000004971358,0.000011433311,0.000037200512,0.000007896033],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014654653,0.00080504274,0.00037139448,0.0013735343,0.00050040265,0.0012480374,0.0005241238,0.00063856057,0.014092332],"category_scores_gemma":[0.00018503192,0.000341673,0.00036740632,0.0019383802,0.0004859885,0.0018825603,0.0009339374,0.0012602817,0.007982631],"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":[0.000042166586,0.00008023773,0.00021017245,0.0022274524,0.000026073489,0.0002509483,0.00046478512,0.0027254722,0.040740065,0.09168526,0.08431607,0.7772313],"study_design_scores_gemma":[0.0000023921077,0.000030048954,0.00022546215,0.0002501679,0.0000072983867,0.00035667123,0.000046139896,0.0011277674,0.009767471,0.010787598,0.9773856,0.000013502905],"about_ca_topic_score_codex":0.00054954254,"about_ca_topic_score_gemma":0.00089234987,"teacher_disagreement_score":0.014092332,"about_ca_system_score_codex":0.00053808716,"about_ca_system_score_gemma":0.00055714516,"threshold_uncertainty_score":0.04714352},"labels":[],"label_agreement":null},{"id":"W3046822469","doi":"10.4018/978-1-7998-5796-9.ch017","title":"Application of Supercritical Fluids in Thermal- and Nuclear-Power Engineering","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in chemical and materials engineering book series","topic":"Heat transfer and supercritical fluids","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":"Ontario Tech University","funders":"","keywords":"Brayton cycle; Supercritical fluid; Rankine cycle; Coolant; Nuclear engineering; Working fluid; Heat transfer; Degree Rankine; Helium; Materials science; Turbine; Thermodynamics; Thermal power station; Cabin pressurization; Environmental science; Process engineering; Waste management; Chemistry; Power (physics); Engineering; Composite material","score_opus":0.0032570760551010867,"score_gpt":0.179253068025775,"score_spread":0.17599599197067392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3046822469","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":[0.010409615,0.4390146,0.051724307,0.000981394,0.0024911414,0.000109380504,0.0002667661,0.000703293,0.49429953],"genre_scores_gemma":[0.066497885,0.36664566,0.040788632,0.0009282995,0.0018185573,0.00013620475,0.000949094,0.0002779091,0.52195776],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99981564,0.000012920576,0.0000076623755,0.000031257106,0.00011957417,0.000013035917],"domain_scores_gemma":[0.99993145,0.000019802406,0.00000429736,0.000007794706,0.000029393213,0.0000072064704],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015919111,0.0008335293,0.0004213266,0.0014529902,0.00046307853,0.0011811104,0.0004823483,0.0005387895,0.0110693835],"category_scores_gemma":[0.0001303643,0.0002982785,0.0003893848,0.001978757,0.00043119662,0.0014879452,0.00080511067,0.0009296386,0.0064764856],"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":[0.000054128126,0.00010945732,0.00024155444,0.0025783542,0.0000300418,0.00024912736,0.00040083326,0.0036075977,0.0735743,0.07011648,0.05981681,0.7892214],"study_design_scores_gemma":[0.0000034263671,0.000047781843,0.00032035634,0.0003434972,0.00001160293,0.00040320493,0.00005842708,0.002086467,0.020852119,0.010198001,0.9656564,0.00001866053],"about_ca_topic_score_codex":0.00066880777,"about_ca_topic_score_gemma":0.001276885,"teacher_disagreement_score":0.0110693835,"about_ca_system_score_codex":0.00055679266,"about_ca_system_score_gemma":0.0005924558,"threshold_uncertainty_score":0.037030816},"labels":[],"label_agreement":null},{"id":"W4213153778","doi":"10.4018/978-1-7998-9574-9.ch007","title":"Elements of Industrial Automation and Robotics","year":2022,"lang":"en","type":"book-chapter","venue":"Advances in chemical and materials engineering book series","topic":"Manufacturing Process and Optimization","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":"Algonquin College","funders":"","keywords":"Automation; Process (computing); Manufacturing engineering; Robotics; Control engineering; Computer science; Machining; Machine tool; Actuator; Quality (philosophy); Engineering; Controller (irrigation); Robot; Artificial intelligence; Mechanical engineering","score_opus":0.0072725937738325475,"score_gpt":0.18923724697772443,"score_spread":0.18196465320389188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4213153778","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":[0.0015839268,0.0640624,0.1287966,0.0069009117,0.004438352,0.00019930475,0.0002898844,0.0013752644,0.7923534],"genre_scores_gemma":[0.081058994,0.11932311,0.20471905,0.0056894827,0.006261479,0.0008690504,0.0011486129,0.00053902913,0.5803912],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99873894,0.00019140675,0.00007258298,0.0002211741,0.00069394073,0.00008182435],"domain_scores_gemma":[0.99941945,0.00018775818,0.000040332656,0.00012474538,0.00016016937,0.00006750836],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006293584,0.0014420603,0.00083826535,0.0012349478,0.0010802081,0.0042797974,0.001173967,0.0015368053,0.030433599],"category_scores_gemma":[0.0012354613,0.00050024525,0.00044525176,0.0017941043,0.0034202572,0.0038445978,0.0024788561,0.0032786764,0.017501486],"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":[0.00002365587,0.000037705624,0.00017451857,0.0006357384,0.000024333416,0.00016717709,0.0005146359,0.0019798877,0.0014375931,0.67588973,0.08986372,0.22925135],"study_design_scores_gemma":[0.000005220337,0.000027189722,0.00017725091,0.0002653042,0.0000049627356,0.0002523249,0.00006963099,0.00084526127,0.00028798496,0.12658978,0.87146145,0.000013631883],"about_ca_topic_score_codex":0.0010405142,"about_ca_topic_score_gemma":0.0008919546,"teacher_disagreement_score":0.030433599,"about_ca_system_score_codex":0.0010998768,"about_ca_system_score_gemma":0.0014551947,"threshold_uncertainty_score":0.101810515},"labels":[],"label_agreement":null},{"id":"W4243994044","doi":"10.4018/978-1-4666-6363-3.ch002","title":"Intracellular Behavior of Nanoparticles Based on their Physicochemical Properties","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in chemical and materials engineering book series","topic":"Nanoparticle-Based Drug Delivery","field":"Materials Science","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":"Toronto Metropolitan University","funders":"","keywords":"Intracellular; Colloidal gold; Nanoparticle; Nanotechnology; Biophysics; Chemistry; Materials science; Biochemistry; Biology","score_opus":0.007429167610527656,"score_gpt":0.18629106059387496,"score_spread":0.17886189298334731,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243994044","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":[0.19117253,0.19896498,0.14368647,0.0035177795,0.0030674292,0.00037195906,0.0008130809,0.0018599479,0.4565458],"genre_scores_gemma":[0.36020246,0.12480991,0.08904254,0.00210423,0.000549238,0.00030589165,0.0008781431,0.000596923,0.4215106],"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99993324,0.0000053829667,0.0000023770283,0.000019776115,0.000034702036,0.000004572867],"domain_scores_gemma":[0.9999684,0.000014779044,0.0000031773195,0.0000019409342,0.000009543388,0.000002158004],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009505058,0.00040873841,0.00026090062,0.00021354806,0.00017420847,0.0007924096,0.00025008252,0.00037026018,0.002995085],"category_scores_gemma":[0.000115296265,0.00018775392,0.00024779286,0.00017235432,0.00024821117,0.0006380776,0.00023389286,0.00058546127,0.0018232248],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004028202,0.000032812946,0.000104887935,0.00044569618,0.000008957797,0.00009825347,0.00012392148,0.0011419803,0.8986134,0.011985413,0.004560563,0.08284388],"study_design_scores_gemma":[0.0000107766045,0.00022650948,0.0010883493,0.00015866657,0.000036706362,0.00074939383,0.00007705796,0.0066890144,0.73851097,0.006086057,0.24632864,0.00003782174],"about_ca_topic_score_codex":0.0001806696,"about_ca_topic_score_gemma":0.00032429237,"teacher_disagreement_score":0.002995085,"about_ca_system_score_codex":0.0004148722,"about_ca_system_score_gemma":0.00010054434,"threshold_uncertainty_score":0.010019541},"labels":[],"label_agreement":null}]}