{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":12,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":12,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"42cd8806b243","filters":{"venue":"Journal of Bio- and Tribo-Corrosion"}},"results":[{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Corrosion; Carbonation; Service life; Materials science; Reinforced concrete; Compatibility (geochemistry); Durability; Metallurgy; Composite material","authors":[{"name":"Oluranti Agboola","is_ca":false},{"name":"Kehinde Williams Kupolati","is_ca":false},{"name":"O.S.I. Fayomi","is_ca":false},{"name":"Augustine O. Ayeni","is_ca":false},{"name":"Jemima Janet Akinmolayemi","is_ca":false},{"name":"Oladokun Olagoke","is_ca":false},{"name":"Emmanuel Rotimi Sadiku","is_ca":false},{"name":"Kunle Micheal Oluwasegun","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02886195385244393,"gpt":0.2897209394672854,"spread":0.2608589856148414,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008110385,0.0011302,0.001843796,0.002454574,0.0001953552,0.001092949,0.0009522171,0.00133946,0.002981364],"category_scores_gemma":[0.001136841,0.0004946471,0.0008919525,0.002780553,0.0004321358,0.001426488,0.0005568614,0.001483893,0.001051291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003709781,"about_ca_system_score_gemma":0.001061599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001277283,"about_ca_topic_score_gemma":0.002610202,"domain_scores_codex":[0.9997067,0.00004352372,0.00006386734,0.00005871672,0.0001045461,0.00002269942],"domain_scores_gemma":[0.9993543,0.0003431104,0.0001173435,0.00001557498,0.0001416971,0.00002799674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001838547,0.0002150699,0.0002487848,0.1248545,0.0003835538,0.00023524,0.0001348081,0.0006148557,0.007675061,0.003203096,0.03213967,0.8301116],"study_design_scores_gemma":[0.00004091195,0.0003899847,0.001343847,0.01358307,0.000929504,0.0007495411,0.0001020096,0.0001449099,0.002305153,0.0009987558,0.9793501,0.00006203898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001329084,0.9992836,0.00008207261,0.0000827101,0.0001490509,0.000003967238,0.00001915604,0.00000323469,0.0002434052],"genre_scores_gemma":[0.0004855258,0.9989845,0.0001215326,0.00008687557,0.00009494886,0.000003285912,0.00001654994,7.947745e-7,0.0002058695],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002981364,"threshold_uncertainty_score":0.009973645,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Md. Aminul Islam","is_ca":true},{"name":"Zoheir Farhat","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0129206491825133,"gpt":0.2384226552348846,"spread":0.2255020060523713,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002402005,0.0002928667,0.0002885363,0.0002320769,0.000229178,0.0003322021,0.0002815929,0.0003596706,0.003283148],"category_scores_gemma":[0.0003210497,0.0002152612,0.0002409815,0.0002084495,0.0002070993,0.0002820279,0.0001871507,0.0002896473,0.0004089569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001503109,"about_ca_system_score_gemma":0.0001650525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006373704,"about_ca_topic_score_gemma":0.001201876,"domain_scores_codex":[0.9997525,0.00003857198,0.0000113931,0.00003661812,0.00008866103,0.00007224236],"domain_scores_gemma":[0.9998719,0.00002385395,0.00002002852,0.00001052152,0.00005679748,0.00001684113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005150491,0.00002769638,0.0004681163,0.0000674187,0.00001582093,0.0001633699,0.00004031806,0.0002041598,0.9949872,0.00007891597,0.0001117356,0.003320204],"study_design_scores_gemma":[0.00004004557,0.001262509,0.0200592,0.000006019902,0.00004280921,0.0003300874,0.0002255322,0.002903373,0.9726571,0.00009436903,0.002360783,0.00001826244],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972579,0.0003361139,0.0006103962,0.00004167978,0.00001556563,0.00001260874,0.00005092027,0.00002324855,0.001651519],"genre_scores_gemma":[0.9980325,0.00009649866,0.0002680659,0.00001552477,0.000005687894,0.000004988396,0.00006527775,0.000004563391,0.001506777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003283148,"threshold_uncertainty_score":0.01098323,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"National Research Council Canada","keywords":"Abrasion (mechanical); Corrosion; Metallurgy; Materials science; Composite material","authors":[{"name":"Jiaren Jiang","is_ca":true},{"name":"Md. Aminul Islam","is_ca":true},{"name":"Yongsong Xie","is_ca":true},{"name":"M.M. Stack","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01579738689426875,"gpt":0.2487638033018905,"spread":0.2329664164076217,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001897795,0.001514038,0.001235254,0.0009495319,0.0006301681,0.001746017,0.00280782,0.00256565,0.004920035],"category_scores_gemma":[0.002370873,0.0006439706,0.002263429,0.0008278649,0.001161549,0.002494565,0.00127861,0.001964205,0.001044916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007665032,"about_ca_system_score_gemma":0.0004492341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01029374,"about_ca_topic_score_gemma":0.006351657,"domain_scores_codex":[0.9995453,0.0002489912,0.00002571241,0.00003896825,0.0001101973,0.00003072332],"domain_scores_gemma":[0.9988619,0.0006802576,0.00007703933,0.00009299411,0.0002218649,0.00006597301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000115206,0.000273294,0.003501528,0.001054068,0.0001569529,0.001079172,0.0005677316,0.8727559,0.005445483,0.07987566,0.01045349,0.02472145],"study_design_scores_gemma":[0.00003968846,0.0002678638,0.0008049554,0.0002590756,0.00004107181,0.000155521,0.0002912207,0.8795971,0.001382912,0.09350844,0.02356765,0.00008444896],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04635679,0.02099516,0.8926583,0.01362793,0.002303028,0.0003343332,0.0008205076,0.001772959,0.02113092],"genre_scores_gemma":[0.6149516,0.03145492,0.3100533,0.003059356,0.003295683,0.001035015,0.0007612427,0.0008040624,0.03458468],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01029374,"threshold_uncertainty_score":0.0204677,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Ahmad Raza Khan Rana","is_ca":true},{"name":"Md. Aminul Islam","is_ca":true},{"name":"Zoheir Farhat","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002594511174947371,"gpt":0.1975477504315483,"spread":0.1949532392566009,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002817352,0.0005486499,0.0002661937,0.000224597,0.000148163,0.0002588444,0.0005428569,0.0006880698,0.001783885],"category_scores_gemma":[0.0008024471,0.000314716,0.0003196552,0.0002003956,0.0002863327,0.0004407432,0.0001767765,0.0006935198,0.0002661001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002042538,"about_ca_system_score_gemma":0.0001466344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001197118,"about_ca_topic_score_gemma":0.002006859,"domain_scores_codex":[0.9996106,0.00004654183,0.0000512131,0.00009488811,0.0001110707,0.0000856656],"domain_scores_gemma":[0.9995469,0.0001771627,0.00008435405,0.0000520669,0.00009758561,0.00004186739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005579205,0.0000602522,0.00009559379,0.000130746,0.00002037754,0.0001055873,0.00005377136,0.0001862887,0.9961535,0.00003968588,0.00007266804,0.002523511],"study_design_scores_gemma":[0.00001155076,0.0002288434,0.0009411909,0.000005527493,0.00002103944,0.00003295055,0.00001972266,0.0007297412,0.9977192,0.00000869435,0.0002746954,0.000006784101],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967588,0.000796942,0.001012527,0.00005924807,0.0000821016,0.00001921816,0.000155192,0.00006746863,0.001048607],"genre_scores_gemma":[0.9962537,0.0004802084,0.00169714,0.00006012015,0.00001492648,0.00001706137,0.000129815,0.00001621817,0.001330727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001783885,"threshold_uncertainty_score":0.005967677,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Zhi Li","is_ca":true},{"name":"Md. Aminul Islam","is_ca":true},{"name":"Zoheir Farhat","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01035392074664036,"gpt":0.2025906743975008,"spread":0.1922367536508604,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002571908,0.0002424468,0.0002202232,0.0001994882,0.0001488822,0.0002271599,0.0004107863,0.0004749,0.0008745465],"category_scores_gemma":[0.0004591011,0.0002241863,0.0002431631,0.0001937349,0.0001615951,0.0002861411,0.0001399393,0.0005013829,0.0001368214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001599359,"about_ca_system_score_gemma":0.00009250384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004933867,"about_ca_topic_score_gemma":0.0005924253,"domain_scores_codex":[0.9997182,0.0000229548,0.00001883854,0.00005546541,0.0001451685,0.00003928004],"domain_scores_gemma":[0.9997736,0.00005521999,0.00003744155,0.00003073637,0.0000893652,0.00001367638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001036451,0.00001457418,0.0001417394,0.0000413695,0.000007102904,0.00005696395,0.00002304886,0.00007694517,0.9977465,0.00002294784,0.0000225803,0.001742625],"study_design_scores_gemma":[0.00000856849,0.0002274286,0.003500361,0.000003658138,0.00001741313,0.0001524379,0.00002531046,0.001619288,0.9938776,0.00001324332,0.000550204,0.000004535742],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959787,0.0008257893,0.002115434,0.00002729306,0.00003255704,0.00001189976,0.00004384598,0.00002613229,0.0009384376],"genre_scores_gemma":[0.9964462,0.0003039848,0.00165845,0.00001725405,0.000006122452,0.000007426942,0.00006526998,0.000008748915,0.001486514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008745465,"threshold_uncertainty_score":0.002925634,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Sheng-Hui Wang","is_ca":true},{"name":"Jiaren Jiang","is_ca":true},{"name":"M.M. Stack","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0715875619135919,"gpt":0.3229596413888758,"spread":0.2513720794752839,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002067722,0.001143138,0.0006589863,0.001176954,0.0004389359,0.0005158229,0.001594646,0.0009082789,0.002290023],"category_scores_gemma":[0.001686948,0.0006852853,0.0005663486,0.0006186482,0.0003067565,0.0007076707,0.0005923682,0.001008119,0.001081839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000322297,"about_ca_system_score_gemma":0.001414838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009325792,"about_ca_topic_score_gemma":0.002626451,"domain_scores_codex":[0.9987414,0.0001295105,0.0001541261,0.0002406075,0.000658828,0.00007535689],"domain_scores_gemma":[0.9988353,0.0002107035,0.0001358966,0.000155569,0.0006211962,0.00004146178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002694552,0.00005195064,0.000453689,0.0001924445,0.00001498211,0.00007738776,0.00006457185,0.0001268923,0.9807394,0.0005154927,0.0002108335,0.01752555],"study_design_scores_gemma":[0.000009297371,0.0002786632,0.001213044,0.00001385097,0.00002533484,0.0003003643,0.00004212545,0.002438783,0.9872384,0.0001143193,0.008308101,0.0000176492],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07973382,0.001474733,0.9119263,0.000196076,0.0001610798,0.001542855,0.0008847715,0.001682381,0.002397921],"genre_scores_gemma":[0.1468277,0.002099507,0.8429378,0.000168981,0.00003327982,0.002211715,0.001126969,0.000139687,0.004454456],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002290023,"threshold_uncertainty_score":0.01093525,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Zhi Li","is_ca":true},{"name":"Zoheir Farhat","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005710928040033792,"gpt":0.2022239888421158,"spread":0.196513060802082,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001714803,0.0003482185,0.000227718,0.000108677,0.0001742773,0.0002215951,0.0003594553,0.0005169269,0.001138815],"category_scores_gemma":[0.0005869307,0.0001859499,0.0001826135,0.0001230638,0.0002159622,0.000363704,0.0002504075,0.0004458168,0.000270975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001134733,"about_ca_system_score_gemma":0.0001218412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004766267,"about_ca_topic_score_gemma":0.00121129,"domain_scores_codex":[0.9997582,0.00001456482,0.0000189856,0.00005808768,0.00008956919,0.0000605532],"domain_scores_gemma":[0.9996701,0.00006778926,0.00005177917,0.0000603094,0.0001164407,0.00003358094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001581091,0.00001283353,0.0001911305,0.00004547348,0.000003069907,0.0001021468,0.00003282828,0.00006682359,0.9976867,0.00001848325,0.00004339714,0.001638961],"study_design_scores_gemma":[0.000003004571,0.0002464166,0.002951552,0.000002663141,0.000009557526,0.00009456773,0.00003265375,0.0007902059,0.9955184,0.000006676576,0.0003392177,0.000005006937],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978709,0.0003357074,0.0009808111,0.00003811877,0.00004366964,0.000005834514,0.00005216045,0.00003545106,0.0006372279],"genre_scores_gemma":[0.9983601,0.0001338575,0.0006162227,0.00002050631,0.000006078783,0.000002833664,0.00006561537,0.0000103662,0.000784446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001138815,"threshold_uncertainty_score":0.00380969,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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","authors":[{"name":"Zhi Li","is_ca":true},{"name":"Zoheir Farhat","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006919973623696589,"gpt":0.2038062910720147,"spread":0.1968863174483181,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003371754,0.0003318261,0.0003188924,0.0002249236,0.0001595586,0.0002984492,0.0003529702,0.0004610151,0.001477473],"category_scores_gemma":[0.001032957,0.0003741031,0.0003199436,0.0002582301,0.0002204241,0.000353785,0.0001257142,0.0005629894,0.0002650743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002391878,"about_ca_system_score_gemma":0.0001377115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001546166,"about_ca_topic_score_gemma":0.002414852,"domain_scores_codex":[0.9996496,0.00004035868,0.00005708458,0.00007393264,0.00008845582,0.00009060151],"domain_scores_gemma":[0.9993912,0.0002327393,0.0001072514,0.00008091539,0.0001482635,0.00003973264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001083878,0.00004577416,0.0003752469,0.00009564284,0.00002980314,0.00009572031,0.00009395006,0.0003431696,0.9952011,0.0000308696,0.00005768835,0.002547138],"study_design_scores_gemma":[0.00001153118,0.0003011077,0.003227805,0.000004966203,0.0000403611,0.00003966399,0.00002693955,0.001011655,0.9949975,0.000006812762,0.0003236057,0.000008159961],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978262,0.0009013248,0.000509445,0.00002250572,0.00004000745,0.000008556247,0.0000866275,0.00002969279,0.0005756838],"genre_scores_gemma":[0.9982681,0.000251204,0.0005164785,0.00001872427,0.00000899336,0.000006212148,0.00007837759,0.00001864635,0.0008331242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001546166,"threshold_uncertainty_score":0.004942656,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Corrosion; Materials science; Metallurgy; Carbon steel","authors":[{"name":"M.J. Palimi","is_ca":true},{"name":"Víctor H. Álvarez","is_ca":false},{"name":"E. Kuru","is_ca":true},{"name":"Wenke Chen","is_ca":false},{"name":"D. Y. Li","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01009530515463607,"gpt":0.2298668887977029,"spread":0.2197715836430668,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003362274,0.0004128186,0.0003024946,0.0001978349,0.0001473178,0.0002990986,0.0002714676,0.0003648507,0.001243484],"category_scores_gemma":[0.001031503,0.000190383,0.0002851235,0.0002413492,0.0002615148,0.0003820038,0.0001367737,0.0005090619,0.0002042162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002746709,"about_ca_system_score_gemma":0.0003468587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002449324,"about_ca_topic_score_gemma":0.003006133,"domain_scores_codex":[0.9996657,0.00006280842,0.00003839329,0.00004739717,0.00009765139,0.00008809583],"domain_scores_gemma":[0.9993155,0.0002822411,0.0001329573,0.00003656701,0.0001715254,0.00006125937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002111026,0.0001464822,0.0006885166,0.0001423907,0.00002780726,0.0001049355,0.000125686,0.0008158396,0.9920022,0.00008122362,0.00007884875,0.00367507],"study_design_scores_gemma":[0.00001377488,0.0007523457,0.001439075,0.000005396645,0.00001972357,0.0000218306,0.0000432951,0.001644047,0.9957947,0.000009404083,0.0002472912,0.000009143306],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989734,0.0003998725,0.0002561706,0.00001581768,0.00001613651,0.000004345549,0.00004999391,0.000009488927,0.0002747295],"genre_scores_gemma":[0.9985734,0.0003308389,0.0004767598,0.000009364865,0.000004959797,0.000004236457,0.00006369164,0.000006021679,0.0005306455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002449324,"threshold_uncertainty_score":0.004870176,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"Zhi Li","is_ca":true},{"name":"Md. Aminul Islam","is_ca":true},{"name":"Zoheir Farhat","is_ca":true},{"name":"George Jarjoura","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009311154561016792,"gpt":0.2253522761116291,"spread":0.2160411215506123,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001152425,0.0002656892,0.0001740594,0.000178979,0.0001380388,0.0002006115,0.0002938829,0.0003543516,0.001131374],"category_scores_gemma":[0.0002945185,0.0001841614,0.0001849852,0.0001428471,0.0001237516,0.0002204901,0.0001169369,0.0003240661,0.0002350229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001496773,"about_ca_system_score_gemma":0.00007645213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005059972,"about_ca_topic_score_gemma":0.0008793213,"domain_scores_codex":[0.999813,0.00001140675,0.00001250776,0.00003578615,0.00008061351,0.00004676109],"domain_scores_gemma":[0.9998525,0.00002107537,0.00003340837,0.00001730069,0.00006186758,0.00001385366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008235328,0.000009537694,0.0001444861,0.00004896691,0.000005662383,0.00008309328,0.00002105308,0.0001432748,0.9969893,0.00003124828,0.00007205657,0.002368988],"study_design_scores_gemma":[0.000004552279,0.00012786,0.002781035,0.000002980379,0.00001205201,0.0001064167,0.00002140308,0.001865987,0.9942634,0.00001008122,0.000798301,0.000006033695],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961365,0.0006298285,0.001644435,0.00003591563,0.00004461791,0.000006831868,0.00005310341,0.00006594188,0.001382781],"genre_scores_gemma":[0.9973814,0.0001562198,0.0008088991,0.00001678893,0.000006002445,0.000003590543,0.00005582756,0.000009603203,0.001561712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001131374,"threshold_uncertainty_score":0.003784835,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01094032209395969,"gpt":0.2787176273072983,"spread":0.2677773052133386,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001929284,0.0002848073,0.000265558,0.0001059229,0.0001717608,0.0002158928,0.0006799329,0.0003651736,0.002345686],"category_scores_gemma":[0.0002744379,0.0001139407,0.0002039599,0.00009222235,0.0001871889,0.0003157555,0.0001289632,0.0002981116,0.0002069096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00035972,"about_ca_system_score_gemma":0.0003040211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003172321,"about_ca_topic_score_gemma":0.004566463,"domain_scores_codex":[0.9999614,0.000005495996,0.000001641456,0.000007250737,0.00001194541,0.00001229627],"domain_scores_gemma":[0.9999427,0.00002828775,0.00001080008,0.000004285474,0.00001133543,0.00000253398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001133726,0.0006242763,0.003986158,0.001416724,0.00006470292,0.0006336677,0.0002083974,0.2275371,0.7166151,0.02224606,0.001884722,0.02364952],"study_design_scores_gemma":[0.0000711665,0.0006069623,0.002416608,0.00002606022,0.00004929705,0.00009840853,0.0001657374,0.8060563,0.1864838,0.002309029,0.001688074,0.00002863494],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860039,0.0007104462,0.007102694,0.0002683187,0.00001993647,0.00002160059,0.0003379877,0.00006273921,0.005472287],"genre_scores_gemma":[0.9975871,0.0003311978,0.001482629,0.00002077844,0.000001990004,0.000009870517,0.0001199422,0.000002512242,0.0004439727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003172321,"threshold_uncertainty_score":0.007847071,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"Army Research Office","keywords":"Corrosion; Alloy; Dielectric spectroscopy; Scanning electron microscope; Superalloy; Oxide; Polarization (electrochemistry)","authors":[{"name":"Peter Omoniyi","is_ca":false},{"name":"Samuel Onimpa Alfred","is_ca":false},{"name":"Kenneth Looby","is_ca":false},{"name":"O. Bamiduro","is_ca":false},{"name":"A.G. Odeshi","is_ca":true},{"name":"Mehdi Amiri","is_ca":false},{"name":"Gbadebo Owolabi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005593735989512785,"gpt":0.2201148061747963,"spread":0.2145210701852835,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001659962,0.0003671546,0.0002713641,0.0002654466,0.0001604171,0.0002284603,0.0003535092,0.0005278644,0.003281121],"category_scores_gemma":[0.0003479521,0.0001844454,0.0003151799,0.0002905631,0.0001239007,0.000195241,0.0001293394,0.0004340918,0.0007492268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001636309,"about_ca_system_score_gemma":0.0001936344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00299719,"about_ca_topic_score_gemma":0.004635109,"domain_scores_codex":[0.9997069,0.00002642142,0.00002573183,0.00005091823,0.0001437392,0.00004623247],"domain_scores_gemma":[0.9997383,0.0000327192,0.0000361183,0.00001694637,0.0001483154,0.00002772058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007391211,0.00006909742,0.001159643,0.0001362908,0.00002551263,0.0001617584,0.0001096048,0.000717706,0.9893814,0.000110959,0.0004830514,0.006905894],"study_design_scores_gemma":[0.00001157448,0.001837475,0.01034788,0.00002091326,0.00005447664,0.0001528273,0.0001870292,0.003083694,0.9815369,0.00002386399,0.002722462,0.00002086797],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961399,0.0006757903,0.0006856695,0.00004518467,0.00004106561,0.000009883844,0.0005338885,0.00005786046,0.001810701],"genre_scores_gemma":[0.9916593,0.0004921585,0.001158798,0.0000259472,0.000007381275,0.000009514123,0.0008229058,0.00002235372,0.005801658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003281121,"threshold_uncertainty_score":0.01097643,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}