{"meta":{"query_hash":"5131eea8f70c","filters":{"venue":"Corrosion Reviews"},"cohort_total":15,"direct_labels_cover":0,"predictions_cover":15,"exported":15,"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/5131eea8f70c","api":"https://metacan.xera.ac/api/v1/cohort?venue=Corrosion+Reviews"},"results":[{"id":"W1978185032","doi":"10.1515/corrrev-2012-0024","title":"Comparison of international standards to evaluate field-applied pipeline girth weld coatings","year":2012,"lang":"en","type":"article","venue":"Corrosion Reviews","topic":"Material Properties and Failure Mechanisms","field":"Materials Science","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":"Coating; Welding; Girth (graph theory); Materials science; Cathodic protection; Joint (building); Metallurgy; Corrosion; Pipeline transport; Composite material; Civil engineering; Mechanical engineering; Engineering","score_opus":0.054707935960463853,"score_gpt":0.36010136022628236,"score_spread":0.3053934242658185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978185032","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5472783,0.009889843,0.38558704,0.0030058068,0.019513566,0.004202541,0.00026958404,0.00023992079,0.030013433],"genre_scores_gemma":[0.99023646,0.00032973834,0.0076428168,0.0009813333,0.00027990545,0.000061869374,0.000013124935,0.000013920364,0.00044083095],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99832267,0.00009430809,0.0006909192,0.00019579321,0.0004605409,0.0002357927],"domain_scores_gemma":[0.9991008,0.00003258178,0.0002981785,0.00028818665,0.000154623,0.00012562705],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002044055,0.00014599237,0.0004712797,0.000041417385,0.00006966514,0.00004436226,0.00032455262,0.000056417306,0.008206342],"category_scores_gemma":[0.00029087783,0.00010059639,0.00006651965,0.000085129104,0.000018816996,0.000098325574,0.00021567022,0.00006556311,0.00058653596],"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":[0.00010388759,0.000058160513,0.0002736659,0.000087775574,3.947436e-7,7.366851e-8,0.00036772224,0.0000060711636,0.9394924,0.0005281961,0.0445136,0.014568058],"study_design_scores_gemma":[0.00013370306,0.00008422941,0.000019574323,0.00011599344,0.00001021732,5.5837626e-7,0.000045133092,0.000080429854,0.5513038,0.0000206429,0.44809553,0.00009021171],"about_ca_topic_score_codex":0.000023240204,"about_ca_topic_score_gemma":0.0000046610285,"teacher_disagreement_score":0.4429582,"about_ca_system_score_codex":0.0000392615,"about_ca_system_score_gemma":0.000022515802,"threshold_uncertainty_score":0.9927003},"labels":[],"label_agreement":null},{"id":"W1980466741","doi":"10.1515/corrrev.2008.373","title":"Evolution of External Pipeline Coatings for Corrosion Protection – A Review","year":2008,"lang":"en","type":"review","venue":"Corrosion Reviews","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Materials science; Corrosion; Coating; Epoxy; Pipeline transport; Conversion coating; Composite material; Cathodic protection; Pipeline (software); Polyethylene; Cracking; Asphalt; Metallurgy; Forensic engineering; Mechanical engineering; Engineering","score_opus":0.09396810167876345,"score_gpt":0.35330696319905996,"score_spread":0.2593388615202965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980466741","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000017239842,0.77491254,0.21370684,0.000011157933,0.0015452533,0.009489518,0.00020427906,0.000097544216,0.000031136173],"genre_scores_gemma":[0.000009084435,0.9921981,0.0018970394,0.000103832266,0.0003895499,0.004094627,0.0003290134,0.00010619547,0.0008725478],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9933124,0.0007875261,0.0036182506,0.0011141552,0.0006702772,0.0004973683],"domain_scores_gemma":[0.9938908,0.00016798453,0.0040843673,0.0011021805,0.0005604855,0.00019415405],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0018514667,0.00086242636,0.004520669,0.00030101146,0.00034836758,0.000042036525,0.00061613735,0.0004973047,0.0007156702],"category_scores_gemma":[0.0011100149,0.0006354746,0.0019785657,0.00077875244,0.00015394225,0.00030403901,0.00021623856,0.00044775943,0.00064478687],"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":[0.000025954849,0.00016855114,4.8985794e-7,0.111675106,1.0713476e-7,0.0000016647366,0.000013211632,3.2655427e-7,0.14799115,0.000026262944,0.047082517,0.6930147],"study_design_scores_gemma":[0.00022709668,0.00024229253,1.176386e-7,0.25715092,0.0005836332,0.00019489483,0.0000018321107,0.000022999995,0.0030472518,0.0000146971315,0.7380565,0.00045780657],"about_ca_topic_score_codex":0.000020973292,"about_ca_topic_score_gemma":0.0000039447505,"teacher_disagreement_score":0.69255686,"about_ca_system_score_codex":0.00048821387,"about_ca_system_score_gemma":0.00036130543,"threshold_uncertainty_score":0.99960965},"labels":[],"label_agreement":null},{"id":"W2003377792","doi":"10.1515/corrrev.2008.105","title":"State-of-the-Art of Thermal Spray Coatings for Corrosion Protection","year":2008,"lang":"en","type":"article","venue":"Corrosion Reviews","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada; Natural Resources Canada","funders":"","keywords":"Materials science; Galvanic anode; Cathodic protection; Thermal spraying; Corrosion; Galvanic cell; Metallurgy; Alloy; Galvanic corrosion; Thermal barrier coating; Thermal; Anode; Coating; Composite material","score_opus":0.05560574848336831,"score_gpt":0.282673175383397,"score_spread":0.22706742690002868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003377792","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9386625,0.00077973935,0.05610199,0.000078053046,0.001262417,0.0028929042,0.000054345244,0.000043382017,0.00012462464],"genre_scores_gemma":[0.9964297,0.0004990176,0.0012425478,0.00010208862,0.000044515873,0.0003190867,0.000014065619,0.000022644354,0.0013263768],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9981282,0.00018734089,0.0008635518,0.00029022232,0.00032658342,0.00020410378],"domain_scores_gemma":[0.9983538,0.000056019137,0.00082993996,0.0004542482,0.00024943746,0.00005658417],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000771019,0.00017552933,0.00044852565,0.000055087232,0.00026128904,0.000011085948,0.00025045304,0.000071438575,0.00032922323],"category_scores_gemma":[0.00028702346,0.00011413141,0.00028509024,0.0002565824,0.00016972946,0.00018442857,0.00010146088,0.00010406488,0.00010455864],"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":[0.000080194506,0.00009479123,0.0005588778,0.0001744431,4.432417e-8,1.8381337e-7,0.00016297432,0.000016285821,0.98831975,0.000011648237,0.005622115,0.0049587116],"study_design_scores_gemma":[0.00037613412,0.00027648697,0.00068389956,0.00053564436,0.000021241134,0.000012470745,0.000009150226,0.000093006405,0.9659468,0.000029208946,0.031886622,0.00012935535],"about_ca_topic_score_codex":0.000011110301,"about_ca_topic_score_gemma":0.000009250932,"teacher_disagreement_score":0.05776711,"about_ca_system_score_codex":0.0000373572,"about_ca_system_score_gemma":0.00005516891,"threshold_uncertainty_score":0.46541438},"labels":[],"label_agreement":null},{"id":"W2060302660","doi":"10.1515/corrrev.2008.295","title":"Review of Standards for Evaluating Coatings to Control External Corrosion of Pipelines","year":2008,"lang":"en","type":"article","venue":"Corrosion Reviews","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":9,"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":"Cathodic protection; Pipeline transport; Corrosion; Coating; Pipeline (software); Backup; Materials science; Corrosion prevention; Forensic engineering; Metallurgy; Engineering; Mechanical engineering; Nanotechnology","score_opus":0.08105562874625444,"score_gpt":0.38657295700207867,"score_spread":0.3055173282558242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060302660","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2520643,0.15013054,0.5890396,0.00023182546,0.0014062738,0.00619122,0.00077868754,0.000069366644,0.00008820349],"genre_scores_gemma":[0.7988911,0.15862685,0.03501773,0.0053381003,0.0002762437,0.0011570854,0.000085309395,0.000085848784,0.0005217173],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9966418,0.0002810226,0.0017362738,0.00039511223,0.0006892409,0.00025654613],"domain_scores_gemma":[0.99664015,0.00020680773,0.0010917161,0.000484709,0.001438491,0.00013811747],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003922926,0.00023459159,0.0010780728,0.000088707544,0.00017154234,0.000010997018,0.00029073987,0.00006881584,0.0009555133],"category_scores_gemma":[0.003017883,0.00017820427,0.00034911826,0.00028452976,0.00009301278,0.0001532197,0.00008976862,0.000078919176,0.00004759185],"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":[0.00013724493,0.000071894145,0.00021032958,0.004041587,6.223523e-8,4.0468163e-7,0.000086664426,0.0000076276806,0.9550776,0.00001602793,0.03073251,0.009618039],"study_design_scores_gemma":[0.00132119,0.001214732,0.000118733566,0.05360529,0.00013362209,0.000029427856,0.000018383618,0.0002974512,0.9023126,0.000034671164,0.040613398,0.00030054557],"about_ca_topic_score_codex":0.000012139154,"about_ca_topic_score_gemma":0.0000024387177,"teacher_disagreement_score":0.5540219,"about_ca_system_score_codex":0.000067269946,"about_ca_system_score_gemma":0.00016306993,"threshold_uncertainty_score":0.99995774},"labels":[],"label_agreement":null},{"id":"W2076283485","doi":"10.1515/corrrev-2012-0018","title":"Stress corrosion cracking of high-strength steels","year":2013,"lang":"en","type":"article","venue":"Corrosion Reviews","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":104,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Materials science; Environmental stress fracture; Stress corrosion cracking; Metallurgy; Hydrogen embrittlement; Distilled water; Corrosion; Alloy; Strain rate; Cracking; Stress (linguistics); Embrittlement; Crack closure; Dissolution; High-strength low-alloy steel; Fracture mechanics; Alloy steel; Composite material","score_opus":0.028542341690782878,"score_gpt":0.2842150054070259,"score_spread":0.255672663716243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076283485","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9871253,0.0052706315,0.0036113164,0.00006430497,0.0018420777,0.0014036025,0.00005584526,0.00010235498,0.0005245639],"genre_scores_gemma":[0.9896353,0.003413142,0.0042772205,0.00022592624,0.00011529244,0.00027622224,0.000057032346,0.000039662187,0.001960236],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99665064,0.0003912536,0.0013294751,0.00056451483,0.0006027493,0.0004613911],"domain_scores_gemma":[0.9977565,0.000114397226,0.0007898522,0.00091446534,0.00022715237,0.00019767685],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009765845,0.0003473915,0.00088267645,0.00012468951,0.00020351792,0.00012114276,0.0007117241,0.00013778085,0.017080786],"category_scores_gemma":[0.0002089599,0.0002608052,0.0002538886,0.00035800302,0.00014208164,0.0004602241,0.00031438595,0.00017399843,0.0037295795],"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":[0.000007658514,0.0001693417,0.0028653585,0.00013698847,3.3355207e-7,0.0000017251708,0.00007948124,0.000008627499,0.9610627,0.0002181057,0.007836965,0.027612662],"study_design_scores_gemma":[0.00040079397,0.00013644813,0.0010157159,0.0008788637,0.00006711807,0.00000511788,0.000086224136,0.00006972415,0.96932644,0.00020680457,0.027446302,0.00036043974],"about_ca_topic_score_codex":0.000100820354,"about_ca_topic_score_gemma":0.000010620429,"teacher_disagreement_score":0.027252221,"about_ca_system_score_codex":0.000040326424,"about_ca_system_score_gemma":0.00003422535,"threshold_uncertainty_score":0.99998444},"labels":[],"label_agreement":null},{"id":"W2770837187","doi":"10.1515/corrrev-2017-0086","title":"The performance of corroded lap splices in reinforced concrete beams","year":2017,"lang":"en","type":"article","venue":"Corrosion Reviews","topic":"Concrete Corrosion and Durability","field":"Engineering","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":"Berger (Canada); York University","funders":"","keywords":"Materials science; Corrosion; Composite material; Cracking; Tension (geology); Reinforced concrete; Structural engineering; Ultimate tensile strength; Engineering","score_opus":0.023483842442976466,"score_gpt":0.26201083991691493,"score_spread":0.23852699747393846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2770837187","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.985607,0.00753706,0.0002022384,0.00009016875,0.0010098116,0.00074126106,0.00000485082,0.000073314885,0.004734265],"genre_scores_gemma":[0.9676173,0.03125733,0.00011811822,0.00005309194,0.0000331543,0.000062724495,0.000004124861,0.000016547148,0.00083761715],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99869335,0.000055131455,0.0006744719,0.00018033029,0.00015552653,0.00024118373],"domain_scores_gemma":[0.99824953,0.00010384593,0.00025680807,0.0012613855,0.000054187352,0.00007422919],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009516295,0.00017977315,0.0004418676,0.000032794513,0.00027778113,0.000072336334,0.0006540349,0.00007856407,0.00007954413],"category_scores_gemma":[0.00043239887,0.000117912045,0.00012929388,0.000091257454,0.00015573,0.00019715146,0.00012966506,0.00021044399,0.000104398314],"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":[0.00025098686,0.0000064539277,0.040093265,0.002752431,0.0000067399856,0.0000065507247,0.0011062924,0.001814007,0.66287494,0.0019544987,0.013804262,0.27532956],"study_design_scores_gemma":[0.00157168,0.00021104432,0.030133236,0.0019911772,0.00003688379,0.000009613919,0.00010567069,0.33791754,0.0943532,0.000023477885,0.53288895,0.0007575488],"about_ca_topic_score_codex":0.00002176591,"about_ca_topic_score_gemma":0.000036746547,"teacher_disagreement_score":0.56852174,"about_ca_system_score_codex":0.000036922273,"about_ca_system_score_gemma":0.000018213024,"threshold_uncertainty_score":0.48083135},"labels":[],"label_agreement":null},{"id":"W2807048866","doi":"10.1515/corrrev-2017-0094","title":"Performance of green corrosion inhibitors from biomass in acidic media","year":2018,"lang":"en","type":"article","venue":"Corrosion Reviews","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Devon Energy (Canada); University of Alberta","funders":"","keywords":"Corrosion; Biomass (ecology); Environmentally friendly; Materials science; Renewable resource; Biochemical engineering; Renewable energy; Nanotechnology; Metallurgy; Biology; Engineering; Ecology","score_opus":0.03576420139464729,"score_gpt":0.279208925541822,"score_spread":0.2434447241471747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2807048866","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9949651,0.0020089168,0.00030045523,0.00006261609,0.0018622152,0.0005295425,0.000052463038,0.000055132496,0.00016360988],"genre_scores_gemma":[0.99691236,0.0019352976,0.0004976726,0.0001252591,0.00026998186,0.000055549077,0.000067208566,0.00002298126,0.00011367298],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9974212,0.00022989599,0.0010919211,0.00051005644,0.00042370678,0.0003232362],"domain_scores_gemma":[0.9985651,0.000084783984,0.00047129442,0.00060005963,0.00014634844,0.00013244053],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00090629375,0.0002594125,0.0006037393,0.00020046748,0.00011956999,0.000027348959,0.0003662345,0.00016363122,0.0024998914],"category_scores_gemma":[0.00016632692,0.00020298244,0.00013586997,0.0005856485,0.0003565846,0.00037410742,0.00021288454,0.00014032586,0.0016098123],"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":[0.00007217424,0.0000860831,0.020472806,0.00006346283,3.6549828e-8,0.000001565007,0.0004090276,1.8108926e-7,0.9636882,0.0000052450796,0.0025142804,0.012686932],"study_design_scores_gemma":[0.00048711916,0.00029038216,0.012287502,0.0013599298,0.00002094252,0.000003445474,0.00005153229,0.00023765088,0.9761749,0.00003119344,0.008800785,0.00025464682],"about_ca_topic_score_codex":0.0005512906,"about_ca_topic_score_gemma":0.00053711137,"teacher_disagreement_score":0.012486665,"about_ca_system_score_codex":0.00007757287,"about_ca_system_score_gemma":0.000044976056,"threshold_uncertainty_score":0.99916756},"labels":[],"label_agreement":null},{"id":"W2883797988","doi":"10.1515/corrrev-2018-0023","title":"Cathodic modification of stainless steels with ruthenium: a review of recent advances in making the cheaper option cheaper","year":2018,"lang":"en","type":"review","venue":"Corrosion Reviews","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","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":"McGill University","keywords":"Ruthenium; Cathodic protection; Materials science; Corrosion; Metallurgy; Alloy; Platinum; Catalysis; Anode; Electrode","score_opus":0.11145912785047628,"score_gpt":0.40551897376678164,"score_spread":0.29405984591630535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2883797988","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00007655248,0.99319404,0.0010608555,0.000022988323,0.00045261544,0.004832369,0.00005189723,0.00002048811,0.00028821407],"genre_scores_gemma":[0.000053771906,0.99689656,0.0012200178,0.00013202212,0.00007697719,0.0013499528,0.000094696756,0.00005780482,0.000118219876],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99310106,0.0018228702,0.0031042176,0.00077337964,0.00080486946,0.00039362916],"domain_scores_gemma":[0.9942654,0.00013027176,0.0036305385,0.0015124164,0.00039250666,0.00006890943],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006133807,0.00060842134,0.0033506954,0.0001955772,0.00011500624,0.00003428008,0.0010745524,0.00022073761,0.0013600329],"category_scores_gemma":[0.00032996837,0.00032307222,0.00051082205,0.0011689172,0.00032274582,0.00026701466,0.00020361364,0.0003267389,0.00015702627],"study_design_candidate":"design_other","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":[0.000018745302,0.00016089054,0.0000072806533,0.13315906,0.0000011430888,0.0000013540391,0.00012104947,0.0000012893231,0.002545886,0.00013961468,0.0004064601,0.86343724],"study_design_scores_gemma":[0.00010786249,0.00008883861,9.609307e-7,0.22671764,0.00057793857,0.000016453087,0.000023741628,0.0000022593285,0.0004939561,0.000013288117,0.77168065,0.00027640612],"about_ca_topic_score_codex":0.0000036868134,"about_ca_topic_score_gemma":0.000007626016,"teacher_disagreement_score":0.86316085,"about_ca_system_score_codex":0.00015704361,"about_ca_system_score_gemma":0.00027244422,"threshold_uncertainty_score":0.99992216},"labels":[],"label_agreement":null},{"id":"W2908608967","doi":"10.1515/corrrev-2018-0007","title":"Lead-silver anode behavior for zinc electrowinning in sulfuric acid solution","year":2019,"lang":"en","type":"article","venue":"Corrosion Reviews","topic":"Electrodeposition and Electroless Coatings","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Zinc; Anode; Materials science; Electrowinning; Electrolysis; Metallurgy; Electrolyte; Alloy; Sulfuric acid; Corrosion; Galvanic anode; Electrochemistry; Inorganic chemistry; Chemistry; Electrode; Cathodic protection","score_opus":0.014574557504207135,"score_gpt":0.24909139867787106,"score_spread":0.23451684117366392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2908608967","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86976326,0.04583782,0.07732136,0.00017482752,0.0007778973,0.0034832545,0.000006101954,0.0005611065,0.002074358],"genre_scores_gemma":[0.9930654,0.0034799802,0.0016893339,0.0003316521,0.00006845816,0.0005773761,0.000062013205,0.000057714402,0.00066806254],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986451,0.000046922778,0.0004465213,0.00026357747,0.00011661375,0.00048126213],"domain_scores_gemma":[0.9995715,0.000021291224,0.000073011935,0.00024543717,0.000034902005,0.00005383272],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033959924,0.00021091884,0.0003905792,0.00013902839,0.000064520806,0.000033291442,0.00014748836,0.000112756476,0.00007562281],"category_scores_gemma":[0.000027962858,0.00020436081,0.00014525806,0.00034287892,0.000009405896,0.00018844994,0.00001764694,0.00026009884,0.00028054297],"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":[0.000012340611,0.000025382627,0.0012011962,0.00016901732,0.0000010204488,7.5299863e-7,0.0000469399,0.000085021806,0.96924436,0.00009440182,0.003161936,0.025957655],"study_design_scores_gemma":[0.0017728911,0.000436293,0.0033703803,0.0007647897,0.00006858609,0.00003750148,0.000015456604,0.038393367,0.8545501,0.00011489612,0.09954028,0.0009354093],"about_ca_topic_score_codex":0.0000037280247,"about_ca_topic_score_gemma":0.000031685373,"teacher_disagreement_score":0.12330213,"about_ca_system_score_codex":0.00017467249,"about_ca_system_score_gemma":0.00001686519,"threshold_uncertainty_score":0.83335924},"labels":[],"label_agreement":null},{"id":"W2916118585","doi":"10.1515/corrrev-2018-0041","title":"Sulfate-reducing bacteria-assisted cracking","year":2019,"lang":"en","type":"article","venue":"Corrosion Reviews","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":12,"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":"China Postdoctoral Science Foundation; National Natural Science Foundation of China; University of Calgary","keywords":"Cracking; Sulfate-reducing bacteria; Materials science; Sulfate; Forensic engineering; Biochemical engineering; Metallurgy; Composite material; Engineering","score_opus":0.022048452460596366,"score_gpt":0.26507467048392036,"score_spread":0.243026218023324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916118585","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98868155,0.00022439219,0.0016898644,0.00009555076,0.0012395215,0.000962916,0.0000061093197,0.00006356815,0.007036536],"genre_scores_gemma":[0.9578383,0.0016166754,0.035127196,0.0007349177,0.00012413028,0.00015351246,0.000038845774,0.000044674467,0.0043217693],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99873006,0.0001118996,0.00047901453,0.0003738639,0.000116075025,0.0001890658],"domain_scores_gemma":[0.9990739,0.000026550766,0.00025792507,0.0005686695,0.000007925919,0.000065015396],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00042732566,0.00013907271,0.0002811664,0.000024463108,0.00009913767,0.00005534277,0.00027096862,0.000046583547,0.06498173],"category_scores_gemma":[0.00004172868,0.00011614765,0.00007775915,0.00023672868,0.00005050795,0.00017202832,0.00022138802,0.00007359269,0.046511218],"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":[0.0000031047362,0.000009996572,0.0071731433,0.000021138252,3.5449506e-7,1.6935742e-7,0.000019378253,0.00001871893,0.90758604,0.000030278658,0.005570938,0.07956677],"study_design_scores_gemma":[0.0001873926,0.000014560356,0.01982847,0.00015830841,0.000013697113,0.00003485052,0.000016424057,0.000087080654,0.068530545,0.00007558367,0.91079545,0.00025766093],"about_ca_topic_score_codex":0.00023861034,"about_ca_topic_score_gemma":0.00003034894,"teacher_disagreement_score":0.9052245,"about_ca_system_score_codex":0.00022440788,"about_ca_system_score_gemma":0.000011609869,"threshold_uncertainty_score":0.9542312},"labels":[],"label_agreement":null},{"id":"W3130816166","doi":"10.1515/corrrev-2020-0062","title":"Effect of interaction between two single-particle-impingements on the repassivation behavior of 304 stainless steel in a simulated groundwater","year":2021,"lang":"en","type":"article","venue":"Corrosion Reviews","topic":"Hydrogen embrittlement and corrosion behaviors in metals","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":"University of Alberta","funders":"Fundamental Research Funds for the Central Universities","keywords":"Materials science; Impact crater; Passivation; Corrosion; Metallurgy; Substrate (aquarium); Indentation hardness; Particle (ecology); Composite material; Microstructure; Layer (electronics)","score_opus":0.06373380115455088,"score_gpt":0.3572390680070228,"score_spread":0.2935052668524719,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3130816166","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99770516,0.00042271483,0.0001798523,0.00004688002,0.00043868998,0.0011270551,0.000009469347,0.000018172805,0.00005198053],"genre_scores_gemma":[0.9993516,0.00015097827,0.00007521603,0.000065311906,0.000029339151,0.00012673455,0.0000337263,0.000017120718,0.00014995606],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9963531,0.0014572315,0.0011699104,0.00035636936,0.0004326764,0.00023072842],"domain_scores_gemma":[0.998193,0.00040160975,0.00063273567,0.00058293075,0.00014357202,0.000046138422],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026029118,0.00020281856,0.0006188799,0.000064055675,0.00007722489,0.000045997098,0.00025498006,0.000063557214,0.00086356944],"category_scores_gemma":[0.0004519834,0.00013056117,0.00017173264,0.0004709216,0.00006672699,0.00018295497,0.00014752356,0.00014003692,0.00008265838],"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":[0.00007153557,0.00029243494,0.032389328,0.0001244937,0.000001171559,0.000004860186,0.00012021313,0.0000397303,0.9507464,0.000031871787,0.00006279321,0.016115123],"study_design_scores_gemma":[0.0006827909,0.0005044914,0.0017786587,0.00087559037,0.00012693714,0.000001428516,0.000054431726,0.00011826266,0.9944745,0.000011899935,0.0012466052,0.00012445827],"about_ca_topic_score_codex":0.00001923259,"about_ca_topic_score_gemma":0.00001335678,"teacher_disagreement_score":0.043728,"about_ca_system_score_codex":0.00008995011,"about_ca_system_score_gemma":0.000020254402,"threshold_uncertainty_score":0.945548},"labels":[],"label_agreement":null},{"id":"W3210052587","doi":"10.1515/corrrev-2020-0073","title":"Corrosion-related failures in heat exchangers","year":2021,"lang":"en","type":"article","venue":"Corrosion Reviews","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":34,"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 Guelph","funders":"King Fahd University of Petroleum and Minerals","keywords":"Corrosion; Materials science; Crevice corrosion; Metallurgy; Heat exchanger; Galvanic corrosion; Stress corrosion cracking; Cracking; Pitting corrosion; Welding; Composite material","score_opus":0.033791055200397116,"score_gpt":0.2916779009892542,"score_spread":0.2578868457888571,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3210052587","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92975384,0.051773682,0.00426922,0.0020306269,0.00645159,0.0018778502,0.0000612989,0.0003639094,0.003417968],"genre_scores_gemma":[0.9799177,0.013038008,0.00095734885,0.0014436939,0.00010461718,0.00025593297,0.00017416396,0.000050474948,0.0040580807],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.997322,0.00042470606,0.0008805337,0.00063231174,0.0003343225,0.00040610752],"domain_scores_gemma":[0.9988825,0.0000721429,0.00014431875,0.00061491306,0.00012031896,0.00016585512],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007965689,0.00026681912,0.0005787349,0.00012933285,0.00016581768,0.00010435856,0.00022845948,0.00016824884,0.01167753],"category_scores_gemma":[0.00028869693,0.00022359197,0.00020757393,0.0006889071,0.00007402802,0.00029178502,0.00019301921,0.00023816722,0.0029120748],"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":[0.000013040329,0.000117780684,0.0007429925,0.000055971323,3.726633e-8,0.00004489209,0.00018258892,0.000011802603,0.9762264,0.000091107286,0.01798683,0.0045265527],"study_design_scores_gemma":[0.00085260574,0.000091986185,0.00088118156,0.0013710359,0.000030028901,0.00008955354,0.00019444524,0.00017292587,0.7341758,0.00016439143,0.26148394,0.00049212354],"about_ca_topic_score_codex":0.000039508253,"about_ca_topic_score_gemma":0.00014722094,"teacher_disagreement_score":0.2434971,"about_ca_system_score_codex":0.000117144984,"about_ca_system_score_gemma":0.00007235636,"threshold_uncertainty_score":0.99786425},"labels":[],"label_agreement":null},{"id":"W4362702468","doi":"10.1515/corrrev-2022-0108","title":"<i>In-situ</i> visualization of hydrogen atom distribution at micro-indentation in a carbon steel by scanning Kelvin probe force microscopy","year":2023,"lang":"en","type":"article","venue":"Corrosion Reviews","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Indentation; Kelvin probe force microscope; Materials science; Hydrogen; Atom probe; Ferrite (magnet); Hydrogen embrittlement; Carbon steel; In situ; Atom (system on chip); Hydrogen atom; Crystallography; Composite material; Metallurgy; Analytical Chemistry (journal); Atomic force microscopy; Nanotechnology; Microstructure; Chemistry; Corrosion","score_opus":0.02286572615282643,"score_gpt":0.32080560078764225,"score_spread":0.2979398746348158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362702468","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99315035,0.0036142766,0.0011497866,0.00003737287,0.0004585716,0.0013995018,0.00006640232,0.000058820053,0.00006490375],"genre_scores_gemma":[0.9927567,0.0037689493,0.0002632538,0.00014065545,0.00003188509,0.00038051675,0.0010047716,0.000040488343,0.001612785],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9968675,0.00044105947,0.0012797014,0.0005522945,0.0004286437,0.0004308019],"domain_scores_gemma":[0.9988582,0.000051084695,0.00057909125,0.00036392396,0.000068214875,0.00007949497],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0019207661,0.00026228782,0.00060138485,0.00019048358,0.00009560348,0.000042374653,0.00030889822,0.00014084757,0.0001509258],"category_scores_gemma":[0.000087375214,0.0002502129,0.00012389511,0.0012683546,0.0000704137,0.0002566756,0.00020794873,0.00010107754,0.00023069142],"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":[0.000036695492,0.00009155434,0.02869386,0.00017015621,3.2628273e-7,0.000004274327,0.00028000385,0.000019219664,0.9670036,0.000030327448,0.0032738834,0.00039612938],"study_design_scores_gemma":[0.0006660218,0.000060592378,0.0010173068,0.00066543627,0.000026458105,0.0000035256426,0.00006713552,0.00026655555,0.9855393,0.00004027763,0.011402384,0.0002449718],"about_ca_topic_score_codex":0.00006265306,"about_ca_topic_score_gemma":0.00011971833,"teacher_disagreement_score":0.027676553,"about_ca_system_score_codex":0.00027914686,"about_ca_system_score_gemma":0.00004111068,"threshold_uncertainty_score":0.999995},"labels":[],"label_agreement":null},{"id":"W4385992970","doi":"10.1515/corrrev-2023-0027","title":"Image recognition model of pipeline magnetic flux leakage detection based on deep learning","year":2023,"lang":"en","type":"article","venue":"Corrosion Reviews","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Baker Hughes (Canada)","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Magnetic flux leakage; Artificial intelligence; Pipeline (software); Computer science; Deep learning; Pattern recognition (psychology); Object detection; Cognitive neuroscience of visual object recognition; Leakage (economics); Computer vision; Feature extraction; Engineering","score_opus":0.03888941616402689,"score_gpt":0.2638529719466322,"score_spread":0.22496355578260532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385992970","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06000237,0.0009449248,0.9283576,0.00001537036,0.0002414048,0.0008781666,0.000010751153,0.0026747906,0.0068746055],"genre_scores_gemma":[0.6263133,0.0035177928,0.3691833,0.0000792705,0.00008771657,0.0003128343,0.00015523106,0.00016333304,0.00018715428],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988934,0.00011327174,0.00043266057,0.00021625015,0.00015324594,0.0001911805],"domain_scores_gemma":[0.9993647,0.00011493011,0.00011252763,0.00027751725,0.00008063877,0.00004974066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005891624,0.0001891563,0.00030585233,0.00024031985,0.00006104919,0.000014884582,0.000115423165,0.0000841955,0.00010122125],"category_scores_gemma":[0.00063271244,0.00018392157,0.000108207605,0.0005327377,0.000030403055,0.00008811145,0.000029247372,0.0002824547,0.00041429015],"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":[0.000009139533,0.00001201267,0.000050434148,0.00041280797,3.617153e-7,0.0000015642618,0.00002448625,0.004617143,0.80817425,0.000005577965,0.0006731111,0.18601911],"study_design_scores_gemma":[0.00016405885,0.00015028202,0.00016476875,0.00063933857,0.000022368018,0.0000020140258,0.0000056550684,0.9229843,0.072818585,0.002411273,0.00044269857,0.00019462852],"about_ca_topic_score_codex":0.0000027491803,"about_ca_topic_score_gemma":0.0000037845246,"teacher_disagreement_score":0.9183672,"about_ca_system_score_codex":0.00006575348,"about_ca_system_score_gemma":0.0000065607037,"threshold_uncertainty_score":0.7500104},"labels":[],"label_agreement":null},{"id":"W4393156102","doi":"10.1515/corrrev-2023-0120","title":"Distribution of hydrogen atoms at a notch on X52 steel under various loads and displacements studied by scanning Kelvin probe and finite element modeling","year":2024,"lang":"en","type":"article","venue":"Corrosion Reviews","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Innotech Alberta; Alberta Innovates; Mitacs","keywords":"Materials science; Finite element method; Kelvin probe force microscope; Hydrogen; Nuclear magnetic resonance; Nanotechnology; Thermodynamics; Atomic force microscopy; Physics","score_opus":0.03406681961090371,"score_gpt":0.30270191303593047,"score_spread":0.2686350934250268,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393156102","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9419098,0.031459536,0.024767434,0.00009613818,0.00034696705,0.0011647717,0.00016133202,0.000053205862,0.000040841744],"genre_scores_gemma":[0.9894432,0.008938472,0.0002603014,0.00013982882,0.000026608615,0.0002103554,0.00016275128,0.000027503858,0.000791024],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.997451,0.00021913368,0.00085092033,0.00066264864,0.00047437468,0.00034193293],"domain_scores_gemma":[0.9991859,0.000083433275,0.00021445549,0.00033108058,0.000050346356,0.00013475584],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014169719,0.0003131147,0.00055529736,0.00006495182,0.00027116653,0.00011455727,0.00017226375,0.00008455902,0.00023993073],"category_scores_gemma":[0.000058652564,0.00024014375,0.00009833855,0.00022294205,0.000090084926,0.0001517873,0.00038387626,0.00012932744,0.00009292884],"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":[0.00006371323,0.00014426193,0.0013652125,0.00048663147,0.0000060413804,0.0000044197795,0.00027174017,0.0002808699,0.9877581,0.00032731498,0.002922938,0.0063687377],"study_design_scores_gemma":[0.0029802937,0.0014680317,0.00026597656,0.008578436,0.0011215789,0.000033005548,0.00039265928,0.14658307,0.7007326,0.00068223255,0.13532063,0.0018414835],"about_ca_topic_score_codex":0.000017365528,"about_ca_topic_score_gemma":0.0000079407855,"teacher_disagreement_score":0.2870255,"about_ca_system_score_codex":0.0001369705,"about_ca_system_score_gemma":0.000026451493,"threshold_uncertainty_score":0.9792778},"labels":[],"label_agreement":null}]}