{"meta":{"query_hash":"42cd8806b243","filters":{"venue":"Journal of Bio- and Tribo-Corrosion"},"cohort_total":12,"direct_labels_cover":0,"predictions_cover":12,"exported":12,"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/42cd8806b243","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Bio-+and+Tribo-Corrosion"},"results":[{"id":"W1912462091","doi":"10.1007/s40735-015-0027-7","title":"Mechanical and Electrochemical Synergism of API X42 Pipeline Steel During Erosion–Corrosion","year":2015,"lang":"en","type":"article","venue":"Journal of Bio- and Tribo-Corrosion","topic":"Erosion and Abrasive Machining","field":"Environmental Science","cited_by":26,"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":"Qatar National Research Fund; Fonds National de la Recherche Luxembourg; Qatar Foundation","keywords":"Corrosion; Erosion corrosion; Metallurgy; Materials science; Erosion; Scanning electron microscope; Oxide; Composite material; Geology","score_opus":0.012920649182513304,"score_gpt":0.2384226552348846,"score_spread":0.22550200605237128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1912462091","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":[0.99725795,0.00033611388,0.0006103962,0.000041679785,0.000015565629,0.000012608737,0.000050920273,0.000023248545,0.0016515194],"genre_scores_gemma":[0.9980325,0.00009649866,0.0002680659,0.000015524773,0.000005687894,0.000004988396,0.00006527775,0.000004563391,0.0015067769],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99975246,0.000038571976,0.000011393104,0.00003661812,0.00008866103,0.00007224236],"domain_scores_gemma":[0.99987185,0.000023853947,0.000020028525,0.000010521518,0.00005679748,0.000016841132],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024020046,0.00029286672,0.00028853628,0.00023207685,0.00022917804,0.00033220212,0.00028159292,0.00035967064,0.0032831484],"category_scores_gemma":[0.00032104974,0.00021526117,0.00024098152,0.00020844955,0.00020709926,0.00028202788,0.00018715068,0.0002896473,0.00040895687],"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":[0.00051504915,0.000027696378,0.00046811625,0.0000674187,0.00001582093,0.00016336993,0.00004031806,0.00020415983,0.99498725,0.00007891597,0.000111735586,0.0033202043],"study_design_scores_gemma":[0.00004004557,0.0012625087,0.0200592,0.000006019902,0.00004280921,0.00033008735,0.00022553222,0.0029033725,0.9726571,0.00009436903,0.002360783,0.00001826244],"about_ca_topic_score_codex":0.0006373704,"about_ca_topic_score_gemma":0.0012018759,"teacher_disagreement_score":0.0032831484,"about_ca_system_score_codex":0.00015031092,"about_ca_system_score_gemma":0.00016505254,"threshold_uncertainty_score":0.010983229},"labels":[],"label_agreement":null},{"id":"W1984321789","doi":"10.1007/s40735-015-0009-9","title":"Methodology Development for Investigation of Slurry Abrasion Corrosion by Integrating an Electrochemical Cell to a Miller Tester","year":2015,"lang":"en","type":"article","venue":"Journal of Bio- and Tribo-Corrosion","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Slurry; Corrosion; Abrasion (mechanical); Electrochemistry; Metallurgy; Miller; Materials science; Engineering; Composite material; Chemistry; Geology; Electrode","score_opus":0.0715875619135919,"score_gpt":0.32295964138887584,"score_spread":0.25137207947528395,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984321789","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":[0.07973382,0.0014747331,0.9119263,0.00019607604,0.00016107976,0.0015428549,0.0008847715,0.0016823809,0.0023979207],"genre_scores_gemma":[0.14682774,0.0020995066,0.84293777,0.000168981,0.000033279823,0.002211715,0.0011269688,0.00013968702,0.0044544563],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99874145,0.0001295105,0.00015412614,0.00024060746,0.00065882795,0.00007535689],"domain_scores_gemma":[0.99883527,0.00021070354,0.00013589663,0.00015556898,0.0006211962,0.000041461783],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020677221,0.0011431376,0.0006589863,0.0011769538,0.00043893594,0.0005158229,0.0015946461,0.0009082789,0.0022900235],"category_scores_gemma":[0.0016869475,0.0006852853,0.0005663486,0.00061864825,0.0003067565,0.0007076707,0.00059236825,0.0010081187,0.0010818394],"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":[0.000026945518,0.000051950636,0.00045368902,0.00019244454,0.0000149821135,0.00007738776,0.00006457185,0.00012689226,0.98073936,0.00051549275,0.00021083353,0.01752555],"study_design_scores_gemma":[0.0000092973705,0.00027866324,0.0012130443,0.000013850968,0.000025334844,0.00030036434,0.00004212545,0.0024387832,0.9872384,0.00011431932,0.0083081005,0.0000176492],"about_ca_topic_score_codex":0.00093257916,"about_ca_topic_score_gemma":0.0026264512,"teacher_disagreement_score":0.0022900235,"about_ca_system_score_codex":0.00032229698,"about_ca_system_score_gemma":0.0014148382,"threshold_uncertainty_score":0.010935247},"labels":[],"label_agreement":null},{"id":"W2990926855","doi":"10.1007/s40735-019-0304-y","title":"Effect of Graphene Nanoplatelets (GNPs) Addition on Erosion–Corrosion Resistance of Electroless Ni–P Coatings","year":2019,"lang":"en","type":"article","venue":"Journal of Bio- and Tribo-Corrosion","topic":"Electrodeposition and Electroless Coatings","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Innovation Council; Dalhousie University","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Corrosion; Graphene; Metallurgy; Coating; Slurry; Erosion corrosion; Petrochemical; Erosion; Composite material; Nanotechnology; Waste management","score_opus":0.0025945111749473707,"score_gpt":0.19754775043154832,"score_spread":0.19495323925660094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990926855","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":[0.99675876,0.000796942,0.0010125272,0.000059248072,0.0000821016,0.000019218163,0.00015519198,0.00006746863,0.0010486074],"genre_scores_gemma":[0.9962537,0.0004802084,0.0016971403,0.000060120146,0.000014926476,0.00001706137,0.00012981496,0.000016218166,0.0013307269],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996106,0.000046541827,0.0000512131,0.00009488811,0.00011107073,0.0000856656],"domain_scores_gemma":[0.99954695,0.00017716267,0.000084354055,0.000052066902,0.00009758561,0.000041867388],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002817352,0.0005486499,0.00026619373,0.00022459704,0.00014816305,0.0002588444,0.0005428569,0.0006880698,0.0017838853],"category_scores_gemma":[0.00080244715,0.00031471596,0.00031965523,0.00020039562,0.00028633274,0.00044074323,0.00017677649,0.00069351983,0.0002661001],"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":[0.0005579205,0.000060252198,0.00009559379,0.00013074598,0.000020377543,0.00010558727,0.000053771357,0.00018628867,0.99615353,0.000039685885,0.00007266804,0.0025235112],"study_design_scores_gemma":[0.000011550758,0.00022884345,0.00094119087,0.000005527493,0.000021039436,0.000032950546,0.000019722656,0.0007297412,0.9977192,0.00000869435,0.00027469543,0.0000067841006],"about_ca_topic_score_codex":0.0011971176,"about_ca_topic_score_gemma":0.002006859,"teacher_disagreement_score":0.0017838853,"about_ca_system_score_codex":0.00020425377,"about_ca_system_score_gemma":0.00014663444,"threshold_uncertainty_score":0.0059676766},"labels":[],"label_agreement":null},{"id":"W3048438875","doi":"10.1007/s40735-020-00404-4","title":"Investigation of Erosion–Corrosion Resistance of Electroless Ni–P–Ti Composite Coatings","year":2020,"lang":"en","type":"article","venue":"Journal of Bio- and Tribo-Corrosion","topic":"Electrodeposition and Electroless Coatings","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada; Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Corrosion; Metallurgy; Coating; Composite number; Oxide; Erosion; Erosion corrosion; Pitting corrosion; Abrasive; Cracking; Composite material","score_opus":0.010353920746640356,"score_gpt":0.20259067439750075,"score_spread":0.1922367536508604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3048438875","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":[0.9959787,0.00082578935,0.0021154343,0.000027293065,0.00003255704,0.00001189976,0.000043845983,0.000026132291,0.00093843765],"genre_scores_gemma":[0.9964462,0.0003039848,0.00165845,0.00001725405,0.0000061224523,0.000007426942,0.00006526998,0.000008748915,0.0014865143],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99971825,0.000022954797,0.000018838538,0.000055465414,0.00014516847,0.00003928004],"domain_scores_gemma":[0.99977356,0.000055219993,0.00003744155,0.00003073637,0.000089365196,0.000013676383],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025719078,0.0002424468,0.00022022324,0.00019948817,0.0001488822,0.00022715986,0.00041078628,0.00047489998,0.0008745465],"category_scores_gemma":[0.00045910105,0.00022418625,0.00024316306,0.00019373487,0.00016159509,0.00028614115,0.00013993932,0.00050138286,0.00013682143],"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":[0.00010364506,0.000014574184,0.0001417394,0.000041369498,0.0000071029035,0.00005696395,0.000023048859,0.000076945165,0.9977465,0.000022947836,0.000022580301,0.0017426255],"study_design_scores_gemma":[0.00000856849,0.00022742857,0.0035003608,0.0000036581382,0.000017413131,0.00015243792,0.000025310455,0.0016192875,0.9938776,0.000013243321,0.00055020396,0.0000045357424],"about_ca_topic_score_codex":0.0004933867,"about_ca_topic_score_gemma":0.00059242535,"teacher_disagreement_score":0.0008745465,"about_ca_system_score_codex":0.00015993587,"about_ca_system_score_gemma":0.00009250384,"threshold_uncertainty_score":0.0029256344},"labels":[],"label_agreement":null},{"id":"W3103882482","doi":"10.1007/s40735-020-00446-8","title":"The Benefit of Superelastic NiTi Addition on Corrosion Performance of Electroless Ni–P Coating During an Accidental Scratch Event","year":2020,"lang":"en","type":"article","venue":"Journal of Bio- and Tribo-Corrosion","topic":"Electrodeposition and Electroless Coatings","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Nickel titanium; Scratch; Corrosion; Coating; Metallurgy; Annealing (glass); Dielectric spectroscopy; Composite material; Electrochemistry; Shape-memory alloy; Electrode","score_opus":0.005710928040033792,"score_gpt":0.20222398884211581,"score_spread":0.19651306080208203,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3103882482","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":[0.9978709,0.00033570745,0.0009808111,0.00003811877,0.00004366964,0.0000058345136,0.00005216045,0.000035451063,0.0006372279],"genre_scores_gemma":[0.9983601,0.00013385751,0.00061622274,0.000020506308,0.0000060787834,0.0000028336635,0.00006561537,0.000010366198,0.00078444596],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997582,0.00001456482,0.000018985602,0.000058087684,0.00008956919,0.000060553204],"domain_scores_gemma":[0.99967015,0.00006778926,0.000051779167,0.000060309405,0.0001164407,0.000033580938],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017148028,0.00034821845,0.00022771805,0.000108676984,0.00017427726,0.00022159507,0.00035945533,0.0005169269,0.001138815],"category_scores_gemma":[0.00058693066,0.00018594986,0.00018261351,0.0001230638,0.00021596218,0.00036370396,0.0002504075,0.00044581678,0.000270975],"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":[0.00015810908,0.000012833531,0.00019113054,0.000045473484,0.0000030699066,0.000102146776,0.00003282828,0.00006682359,0.99768674,0.000018483246,0.000043397144,0.0016389615],"study_design_scores_gemma":[0.000003004571,0.00024641663,0.0029515522,0.0000026631415,0.000009557526,0.00009456773,0.000032653752,0.0007902059,0.99551845,0.0000066765756,0.00033921766,0.0000050069375],"about_ca_topic_score_codex":0.00047662674,"about_ca_topic_score_gemma":0.0012112897,"teacher_disagreement_score":0.001138815,"about_ca_system_score_codex":0.00011347325,"about_ca_system_score_gemma":0.000121841156,"threshold_uncertainty_score":0.0038096905},"labels":[],"label_agreement":null},{"id":"W3164352906","doi":"10.1007/s40735-021-00535-2","title":"Effects of Ti Content and Annealing on Corrosion Resistance of Electroless Ni–P–Ti Composite Coatings","year":2021,"lang":"en","type":"article","venue":"Journal of Bio- and Tribo-Corrosion","topic":"Electrodeposition and Electroless Coatings","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Corrosion; Dielectric spectroscopy; Metallurgy; Coating; Annealing (glass); Nickel titanium; Toughness; Titanium; Electrochemistry; Composite material; Shape-memory alloy; Electrode","score_opus":0.006919973623696589,"score_gpt":0.20380629107201473,"score_spread":0.19688631744831814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3164352906","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":[0.99782616,0.00090132485,0.00050944503,0.000022505716,0.000040007453,0.000008556247,0.0000866275,0.000029692788,0.00057568384],"genre_scores_gemma":[0.9982681,0.00025120398,0.0005164785,0.000018724266,0.00000899336,0.0000062121476,0.00007837759,0.000018646355,0.00083312416],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99964964,0.000040358682,0.00005708458,0.000073932635,0.00008845582,0.00009060151],"domain_scores_gemma":[0.9993912,0.00023273927,0.00010725142,0.00008091539,0.0001482635,0.000039732637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033717536,0.0003318261,0.00031889242,0.00022492363,0.00015955856,0.00029844916,0.00035297024,0.00046101506,0.0014774731],"category_scores_gemma":[0.0010329565,0.00037410308,0.00031994365,0.0002582301,0.00022042407,0.00035378497,0.0001257142,0.0005629894,0.0002650743],"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":[0.0010838783,0.000045774155,0.00037524692,0.00009564284,0.000029803143,0.00009572031,0.00009395006,0.00034316964,0.9952011,0.000030869604,0.00005768835,0.0025471384],"study_design_scores_gemma":[0.000011531184,0.0003011077,0.0032278046,0.0000049662026,0.000040361097,0.00003966399,0.000026939548,0.0010116551,0.9949975,0.0000068127615,0.0003236057,0.000008159961],"about_ca_topic_score_codex":0.0015461663,"about_ca_topic_score_gemma":0.0024148524,"teacher_disagreement_score":0.0015461663,"about_ca_system_score_codex":0.00023918782,"about_ca_system_score_gemma":0.00013771148,"threshold_uncertainty_score":0.0049426556},"labels":[],"label_agreement":null},{"id":"W4200303021","doi":"10.1007/s40735-021-00624-2","title":"A Review on Corrosion in Concrete Structure: Inhibiting Admixtures and Their Compatibility in Concrete","year":2021,"lang":"en","type":"review","venue":"Journal of Bio- and Tribo-Corrosion","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Corrosion; Carbonation; Service life; Materials science; Reinforced concrete; Compatibility (geochemistry); Durability; Metallurgy; Composite material","score_opus":0.028861953852443934,"score_gpt":0.2897209394672854,"score_spread":0.26085898561484144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200303021","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00013290839,0.9992836,0.00008207261,0.000082710096,0.00014905092,0.000003967238,0.000019156036,0.0000032346904,0.00024340516],"genre_scores_gemma":[0.00048552582,0.9989845,0.00012153262,0.000086875574,0.00009494886,0.000003285912,0.00001654994,7.9477445e-7,0.00020586945],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997067,0.000043523716,0.00006386734,0.000058716716,0.00010454607,0.00002269942],"domain_scores_gemma":[0.9993543,0.00034311038,0.00011734351,0.000015574982,0.00014169714,0.000027996735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00081103854,0.0011302001,0.0018437963,0.0024545745,0.00019535517,0.0010929493,0.0009522171,0.0013394597,0.0029813645],"category_scores_gemma":[0.0011368413,0.0004946471,0.0008919525,0.0027805534,0.00043213583,0.0014264882,0.0005568614,0.0014838928,0.0010512914],"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":[0.00018385467,0.00021506987,0.00024878478,0.12485445,0.00038355382,0.00023524005,0.00013480813,0.00061485573,0.007675061,0.0032030959,0.032139674,0.83011156],"study_design_scores_gemma":[0.000040911946,0.00038998466,0.0013438468,0.013583067,0.000929504,0.0007495411,0.00010200959,0.00014490994,0.002305153,0.0009987558,0.97935015,0.000062038984],"about_ca_topic_score_codex":0.0012772834,"about_ca_topic_score_gemma":0.0026102022,"teacher_disagreement_score":0.0029813645,"about_ca_system_score_codex":0.00037097814,"about_ca_system_score_gemma":0.0010615992,"threshold_uncertainty_score":0.009973645},"labels":[],"label_agreement":null},{"id":"W4213114383","doi":"10.1007/s40735-022-00646-4","title":"Enhanced Erosion–Corrosion Resistance of Nickel–Phosphorus–Nitinol Coating","year":2022,"lang":"en","type":"article","venue":"Journal of Bio- and Tribo-Corrosion","topic":"High-Temperature Coating Behaviors","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada; Dalhousie University","funders":"","keywords":"Materials science; Nickel; Coating; Nickel titanium; Metallurgy; Phosphorus; Corrosion; Composite material; Shape-memory alloy","score_opus":0.009311154561016792,"score_gpt":0.22535227611162914,"score_spread":0.21604112155061234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4213114383","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":[0.9961365,0.0006298285,0.0016444348,0.000035915633,0.000044617915,0.000006831868,0.00005310341,0.00006594188,0.0013827813],"genre_scores_gemma":[0.9973814,0.00015621983,0.0008088991,0.000016788934,0.0000060024454,0.0000035905427,0.000055827557,0.000009603203,0.0015617118],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999813,0.000011406754,0.000012507765,0.00003578615,0.00008061351,0.000046761088],"domain_scores_gemma":[0.99985254,0.000021075373,0.000033408367,0.000017300687,0.00006186758,0.0000138536625],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000115242525,0.00026568916,0.00017405936,0.00017897898,0.00013803884,0.00020061147,0.0002938829,0.00035435156,0.0011313737],"category_scores_gemma":[0.00029451848,0.00018416137,0.00018498518,0.0001428471,0.00012375161,0.00022049007,0.000116936855,0.00032406615,0.00023502286],"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":[0.00008235328,0.0000095376945,0.00014448614,0.00004896691,0.0000056623826,0.00008309328,0.000021053076,0.00014327482,0.9969893,0.000031248277,0.00007205657,0.0023689875],"study_design_scores_gemma":[0.000004552279,0.00012786001,0.0027810347,0.0000029803793,0.000012052006,0.00010641668,0.000021403079,0.0018659866,0.99426335,0.000010081225,0.00079830096,0.0000060336947],"about_ca_topic_score_codex":0.0005059972,"about_ca_topic_score_gemma":0.0008793213,"teacher_disagreement_score":0.0011313737,"about_ca_system_score_codex":0.00014967733,"about_ca_system_score_gemma":0.00007645213,"threshold_uncertainty_score":0.0037848353},"labels":[],"label_agreement":null},{"id":"W4307321774","doi":"10.1007/s40735-022-00722-9","title":"Effects of Sliding Speed on Corrosion and Tribo-Corrosion of Carbon Steel in Emulsion-Based Drilling Fluids with Green Corrosion Inhibitors","year":2022,"lang":"en","type":"article","venue":"Journal of Bio- and Tribo-Corrosion","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Corrosion; Materials science; Metallurgy; Carbon steel","score_opus":0.01009530515463607,"score_gpt":0.2298668887977029,"score_spread":0.21977158364306681,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307321774","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":[0.99897337,0.00039987252,0.0002561706,0.000015817675,0.000016136513,0.000004345549,0.000049993905,0.000009488927,0.00027472954],"genre_scores_gemma":[0.9985734,0.00033083893,0.00047675983,0.000009364865,0.0000049597975,0.000004236457,0.000063691645,0.000006021679,0.00053064554],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99966574,0.00006280842,0.000038393286,0.000047397174,0.00009765139,0.000088095825],"domain_scores_gemma":[0.9993155,0.00028224115,0.00013295727,0.000036567013,0.00017152537,0.00006125937],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033622744,0.00041281857,0.0003024946,0.00019783493,0.0001473178,0.0002990986,0.0002714676,0.00036485065,0.0012434841],"category_scores_gemma":[0.0010315031,0.000190383,0.0002851235,0.0002413492,0.00026151477,0.00038200375,0.0001367737,0.0005090619,0.00020421618],"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":[0.0021110259,0.0001464822,0.0006885166,0.00014239074,0.00002780726,0.0001049355,0.00012568601,0.00081583956,0.99200225,0.00008122362,0.000078848745,0.00367507],"study_design_scores_gemma":[0.000013774876,0.0007523457,0.0014390752,0.000005396645,0.000019723566,0.000021830601,0.0000432951,0.0016440469,0.99579465,0.000009404083,0.0002472912,0.000009143306],"about_ca_topic_score_codex":0.002449324,"about_ca_topic_score_gemma":0.0030061333,"teacher_disagreement_score":0.002449324,"about_ca_system_score_codex":0.0002746709,"about_ca_system_score_gemma":0.0003468587,"threshold_uncertainty_score":0.0048701763},"labels":[],"label_agreement":null},{"id":"W4391132471","doi":"10.1007/s40735-023-00811-3","title":"Some Thoughts on Modeling Abrasion-Corrosion: Wear by Hard Particles in Corrosive Environments","year":2024,"lang":"en","type":"article","venue":"Journal of Bio- and Tribo-Corrosion","topic":"Erosion and Abrasive Machining","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"National Research Council Canada","keywords":"Abrasion (mechanical); Corrosion; Metallurgy; Materials science; Composite material","score_opus":0.015797386894268753,"score_gpt":0.24876380330189046,"score_spread":0.23296641640762172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391132471","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":[0.046356786,0.020995157,0.8926583,0.013627926,0.0023030278,0.00033433316,0.0008205076,0.001772959,0.02113092],"genre_scores_gemma":[0.61495155,0.031454924,0.31005335,0.0030593558,0.0032956828,0.0010350146,0.0007612427,0.0008040624,0.03458468],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995453,0.00024899124,0.00002571241,0.00003896825,0.00011019728,0.000030723317],"domain_scores_gemma":[0.9988619,0.0006802576,0.00007703933,0.00009299411,0.00022186492,0.000065973014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001897795,0.001514038,0.0012352542,0.0009495319,0.00063016807,0.0017460171,0.0028078198,0.0025656498,0.004920035],"category_scores_gemma":[0.002370873,0.0006439706,0.0022634293,0.0008278649,0.0011615492,0.002494565,0.0012786101,0.0019642052,0.0010449159],"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":[0.000115205956,0.00027329402,0.003501528,0.001054068,0.00015695288,0.0010791725,0.0005677316,0.87275594,0.0054454827,0.079875655,0.0104534915,0.024721455],"study_design_scores_gemma":[0.000039688457,0.00026786377,0.00080495543,0.0002590756,0.000041071813,0.00015552105,0.0002912207,0.8795971,0.0013829123,0.093508445,0.02356765,0.000084448955],"about_ca_topic_score_codex":0.010293741,"about_ca_topic_score_gemma":0.006351657,"teacher_disagreement_score":0.010293741,"about_ca_system_score_codex":0.00076650316,"about_ca_system_score_gemma":0.00044923407,"threshold_uncertainty_score":0.020467699},"labels":[],"label_agreement":null},{"id":"W4416968651","doi":"10.1007/s40735-025-01088-4","title":"Corrosion Behavior of Haynes® 233 Manufactured by Wire Arc Additive Manufacturing in 3.5 wt%. NaCl","year":2025,"lang":"en","type":"article","venue":"Journal of Bio- and Tribo-Corrosion","topic":"Additive Manufacturing Materials and Processes","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":"University of Saskatchewan","funders":"Army Research Office","keywords":"Corrosion; Alloy; Dielectric spectroscopy; Scanning electron microscope; Superalloy; Oxide; Polarization (electrochemistry)","score_opus":0.005593735989512785,"score_gpt":0.2201148061747963,"score_spread":0.21452107018528352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416968651","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":[0.99613994,0.0006757903,0.00068566954,0.00004518467,0.000041065614,0.000009883844,0.00053388847,0.00005786046,0.0018107012],"genre_scores_gemma":[0.99165934,0.0004921585,0.0011587983,0.000025947198,0.000007381275,0.000009514123,0.0008229058,0.000022353724,0.0058016577],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997069,0.00002642142,0.000025731828,0.00005091823,0.00014373922,0.00004623247],"domain_scores_gemma":[0.9997383,0.0000327192,0.000036118305,0.000016946367,0.00014831543,0.000027720584],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001659962,0.00036715457,0.0002713641,0.0002654466,0.00016041714,0.00022846028,0.00035350918,0.00052786444,0.0032811207],"category_scores_gemma":[0.00034795213,0.00018444535,0.0003151799,0.00029056307,0.00012390074,0.00019524102,0.00012933945,0.0004340918,0.00074922683],"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":[0.0007391211,0.00006909742,0.0011596429,0.00013629081,0.000025512632,0.00016175845,0.00010960479,0.00071770605,0.98938143,0.00011095899,0.00048305144,0.0069058943],"study_design_scores_gemma":[0.000011574481,0.0018374746,0.010347882,0.000020913256,0.00005447664,0.00015282726,0.00018702922,0.0030836936,0.9815369,0.000023863993,0.0027224622,0.00002086797],"about_ca_topic_score_codex":0.00299719,"about_ca_topic_score_gemma":0.004635109,"teacher_disagreement_score":0.0032811207,"about_ca_system_score_codex":0.00016363095,"about_ca_system_score_gemma":0.0001936344,"threshold_uncertainty_score":0.010976434},"labels":[],"label_agreement":null},{"id":"W7115895042","doi":"10.1007/s40735-025-01093-7","title":"Mechanistic Insights into the Corrosion Mitigation Performance of N-(Benzo[d]thiazol-2-yl) nicotinamide for Iron in 1 M HCl Solution: Experimental Inquiry Enhanced by Computational Analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Bio- and Tribo-Corrosion","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Density functional theory; Adsorption; Thermogravimetric analysis; Corrosion inhibitor; Nicotinamide; Molecule; Dielectric spectroscopy; Gibbs free energy; Corrosion","score_opus":0.010940322093959688,"score_gpt":0.2787176273072983,"score_spread":0.26777730521333865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7115895042","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":[0.98600394,0.0007104462,0.0071026944,0.00026831875,0.000019936475,0.00002160059,0.0003379877,0.00006273921,0.005472287],"genre_scores_gemma":[0.9975871,0.0003311978,0.0014826286,0.000020778441,0.0000019900037,0.000009870517,0.000119942175,0.0000025122417,0.00044397273],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999614,0.0000054959955,0.000001641456,0.000007250737,0.000011945408,0.0000122962665],"domain_scores_gemma":[0.99994266,0.000028287746,0.000010800079,0.0000042854745,0.00001133543,0.0000025339796],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019292839,0.00028480726,0.000265558,0.00010592295,0.00017176077,0.00021589281,0.00067993294,0.0003651736,0.0023456863],"category_scores_gemma":[0.00027443792,0.00011394069,0.0002039599,0.00009222235,0.00018718888,0.00031575552,0.0001289632,0.0002981116,0.0002069096],"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":[0.0011337263,0.0006242763,0.003986158,0.0014167241,0.00006470292,0.0006336677,0.00020839743,0.22753708,0.7166151,0.022246063,0.0018847216,0.023649525],"study_design_scores_gemma":[0.0000711665,0.0006069623,0.0024166077,0.000026060225,0.00004929705,0.00009840853,0.00016573744,0.80605626,0.18648377,0.0023090295,0.0016880739,0.000028634935],"about_ca_topic_score_codex":0.0031723208,"about_ca_topic_score_gemma":0.0045664627,"teacher_disagreement_score":0.0031723208,"about_ca_system_score_codex":0.00035972,"about_ca_system_score_gemma":0.00030402112,"threshold_uncertainty_score":0.007847071},"labels":[],"label_agreement":null}]}