{"meta":{"query_hash":"efec833f9695","filters":{"venue":"Anti-Corrosion Methods and Materials"},"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/efec833f9695","api":"https://metacan.xera.ac/api/v1/cohort?venue=Anti-Corrosion+Methods+and+Materials"},"results":[{"id":"W1533133903","doi":"10.1108/acmm-02-2015-1502","title":"AkzoNobel and partners to explore use of waste as chemicals feedstock","year":2015,"lang":"en","type":"article","venue":"Anti-Corrosion Methods and Materials","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","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":"St. Thomas University","funders":"","keywords":"Raw material; Waste management; Waste material; Business; Environmental science; Engineering; Chemistry","score_opus":0.12985060990765768,"score_gpt":0.4038456370576991,"score_spread":0.2739950271500414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1533133903","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35546932,0.00898638,0.02560147,0.06310756,0.0026239578,0.0010596189,0.0033894018,0.0014872696,0.538275],"genre_scores_gemma":[0.50557405,0.0045394427,0.035216734,0.003544291,0.000110191744,0.0003841191,0.002260837,0.00047274094,0.44789764],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99681747,0.00046513756,0.000056434426,0.00030222518,0.0015936806,0.0007650626],"domain_scores_gemma":[0.9978314,0.0003005214,0.00011564309,0.00020109741,0.0010438504,0.0005076029],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038777497,0.0009450917,0.00033531783,0.0012625637,0.0024987236,0.0035572774,0.0013701108,0.0026679428,0.019676322],"category_scores_gemma":[0.0018427942,0.00035466856,0.00078407844,0.0010037238,0.0008949379,0.0031269377,0.0038359496,0.0028755192,0.0049195057],"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":[0.0042011193,0.0040674554,0.021880288,0.0014418423,0.00017442416,0.0031947754,0.00408291,0.004564593,0.23532255,0.11185579,0.12419132,0.48502296],"study_design_scores_gemma":[0.00022895732,0.0010170433,0.0054930993,0.00019700137,0.000088751294,0.0009215381,0.005653,0.0022040932,0.18387899,0.012355746,0.7878663,0.00009548995],"about_ca_topic_score_codex":0.0074101444,"about_ca_topic_score_gemma":0.017832872,"teacher_disagreement_score":0.019676322,"about_ca_system_score_codex":0.0028820017,"about_ca_system_score_gemma":0.0072803153,"threshold_uncertainty_score":0.06582385},"labels":[],"label_agreement":null},{"id":"W2043865744","doi":"10.1108/00035591311315382","title":"Detection of the corrosion degree of beverage cans using a novel electrochemical sensor","year":2013,"lang":"en","type":"article","venue":"Anti-Corrosion Methods and Materials","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Electrochemical noise; Corrosion; Dielectric spectroscopy; Materials science; Coating; Electrochemistry; Degree (music); Metallurgy; Composite material; Chemistry; Electrode; Acoustics; Physics","score_opus":0.04476703540186173,"score_gpt":0.3229426640940981,"score_spread":0.2781756286922364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043865744","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":[0.7598169,0.007992864,0.22428757,0.0007119143,0.00083139515,0.0003072818,0.0006797103,0.0009665506,0.0044057686],"genre_scores_gemma":[0.862714,0.0026176684,0.12791309,0.0004741339,0.0001386459,0.00016033603,0.0004238431,0.00003298299,0.0055253427],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99944013,0.000060916973,0.000041902655,0.00016627724,0.00025524024,0.000035468434],"domain_scores_gemma":[0.9996562,0.00004516808,0.00008702515,0.000025246787,0.00016021266,0.000026289632],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004275165,0.0006888076,0.0006150921,0.00042107125,0.00019217198,0.00039838243,0.0007912698,0.0010912478,0.00058886857],"category_scores_gemma":[0.0005466364,0.0003200965,0.00043453317,0.00031972988,0.0002461758,0.0007633276,0.00034716405,0.0004675548,0.00037456575],"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":[0.00006772602,0.000030464069,0.00041701001,0.00016509354,0.00001787256,0.000057143505,0.000017748618,0.000114326525,0.9947054,0.00007834456,0.00009321355,0.0042355824],"study_design_scores_gemma":[0.000009765001,0.0003309564,0.0016241032,0.00000687361,0.000045280674,0.0004997566,0.000030905307,0.0035439555,0.9916306,0.000029417499,0.0022294682,0.000018938452],"about_ca_topic_score_codex":0.0003071378,"about_ca_topic_score_gemma":0.00064993853,"teacher_disagreement_score":0.0010912478,"about_ca_system_score_codex":0.0002938507,"about_ca_system_score_gemma":0.00019841186,"threshold_uncertainty_score":0.0022609234},"labels":[],"label_agreement":null},{"id":"W2054695667","doi":"10.1108/00035590210452770","title":"Modelling of the effect of operational parameters and concentration of some corrosion inhibitors on the corrosion of carbon steel","year":2002,"lang":"en","type":"article","venue":"Anti-Corrosion Methods and Materials","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Corrosion; Carbon steel; Chloride; Sodium molybdate; Zinc; Aqueous solution; Materials science; Molybdate; Carbon fibers; Ion; Inorganic chemistry; Metallurgy; Chemistry; Composite material; Organic chemistry","score_opus":0.040232154146632115,"score_gpt":0.29532885495279765,"score_spread":0.25509670080616553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054695667","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":[0.97438836,0.00031093176,0.022082478,0.000058350797,0.0000200774,0.000042789852,0.0002522261,0.00019225424,0.0026523902],"genre_scores_gemma":[0.99803644,0.00012706438,0.0013052536,0.0000037217621,0.000001057698,0.000017596807,0.0000570074,0.000007713267,0.000444098],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998603,0.00002622778,0.000009193744,0.0000250022,0.000043846678,0.000035412722],"domain_scores_gemma":[0.99950564,0.00027003535,0.000086117,0.000027057631,0.00009122854,0.000019858126],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025997913,0.00089903985,0.00050014444,0.00025508253,0.00015768415,0.00048725645,0.0006648166,0.00084921444,0.00063036627],"category_scores_gemma":[0.0010600686,0.00034995034,0.00053761527,0.00019224583,0.00026230383,0.00030637393,0.00012725095,0.00038803468,0.00015386785],"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":[0.00025467895,0.000058138055,0.0017327421,0.00015046967,0.000026862068,0.00008262769,0.000032100455,0.952822,0.041900594,0.00018831558,0.00007611264,0.0026752702],"study_design_scores_gemma":[0.00002355954,0.0003008701,0.0015439774,0.000007048967,0.00005325777,0.000026210528,0.000016949602,0.95368767,0.043884322,0.00007792177,0.00036262936,0.000015651573],"about_ca_topic_score_codex":0.012606559,"about_ca_topic_score_gemma":0.0063321283,"teacher_disagreement_score":0.012606559,"about_ca_system_score_codex":0.0007323414,"about_ca_system_score_gemma":0.00047873834,"threshold_uncertainty_score":0.025066376},"labels":[],"label_agreement":null},{"id":"W2912277622","doi":"10.1108/acmm-08-2018-1984","title":"Sulfide stress cracking assessment of low-alloy L80 casing steel in H<sub>2</sub>S environment","year":2019,"lang":"en","type":"article","venue":"Anti-Corrosion Methods and Materials","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"EVRAZ (Canada); University of Alberta","funders":"","keywords":"Materials science; Metallurgy; Microstructure; Carbide; Scanning electron microscope; Stress corrosion cracking; Cracking; Composite material; Alloy","score_opus":0.017451040755841536,"score_gpt":0.326633214876456,"score_spread":0.3091821741206145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2912277622","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":[0.99870884,0.00010056186,0.00068550627,0.000008498994,0.0000020194122,0.000008424912,0.00005945832,0.000031613272,0.0003951531],"genre_scores_gemma":[0.99806494,0.000064064894,0.0011047549,0.000010526509,0.0000012803127,0.000005319132,0.00008890747,0.000008714408,0.00065143226],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998307,0.000019503943,0.000010613457,0.000036929683,0.000087072476,0.000015111747],"domain_scores_gemma":[0.9997292,0.00002780137,0.00007485254,0.0000133928315,0.00013168137,0.000023048322],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017135606,0.00028015993,0.00021659775,0.00030829574,0.00021071945,0.00022758413,0.00020652839,0.00032958793,0.0011762035],"category_scores_gemma":[0.0002427512,0.00013411185,0.00015351409,0.00011537953,0.00024597684,0.00020576673,0.00015453524,0.00012525411,0.00018682137],"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":[0.00013328905,0.000009802597,0.0061213993,0.00005558318,0.00000794361,0.00008579467,0.000044173168,0.00040814662,0.99040514,0.000012406708,0.000026230156,0.0026900813],"study_design_scores_gemma":[0.000008694433,0.00090457645,0.06444156,0.0000073726155,0.000032450058,0.00018371084,0.00031885336,0.0039284597,0.9293027,0.000034247172,0.0008231975,0.000014162827],"about_ca_topic_score_codex":0.0024107161,"about_ca_topic_score_gemma":0.0066257603,"teacher_disagreement_score":0.0024107161,"about_ca_system_score_codex":0.00029671146,"about_ca_system_score_gemma":0.000143342,"threshold_uncertainty_score":0.004793346},"labels":[],"label_agreement":null},{"id":"W2914150803","doi":"10.1108/acmm-09-2018-1996","title":"Effects of reduced sulfur on passive film properties of steam generator (SG) tubing: an overview","year":2019,"lang":"en","type":"article","venue":"Anti-Corrosion Methods and Materials","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Sulfur; Corrosion; Boiler (water heating); Metallurgy; Materials science; Electrochemistry; Chemistry; Thermodynamics; Electrode; Physical chemistry","score_opus":0.042232965493315226,"score_gpt":0.34045246352136005,"score_spread":0.2982194980280448,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2914150803","genre_codex":"empirical","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5672983,0.40624294,0.01259655,0.0005862774,0.00018531724,0.00006965141,0.00039065967,0.00019324584,0.01243714],"genre_scores_gemma":[0.78873765,0.19946243,0.0071590296,0.00013797962,0.00014655924,0.000031116746,0.000266684,0.00003528502,0.0040233056],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.999856,0.000020615096,0.0000123513455,0.000024375498,0.00007322444,0.000013446481],"domain_scores_gemma":[0.9998969,0.00003641403,0.000024016132,0.000004218197,0.00003428411,0.0000042130355],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018033502,0.0003482696,0.0003267381,0.00068925676,0.00014600116,0.00036208314,0.0002261155,0.00034591922,0.0007482732],"category_scores_gemma":[0.00017407663,0.00013850493,0.00041298565,0.00036812015,0.00015696589,0.00037347237,0.00015713541,0.00023990178,0.00017234858],"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":[0.00027389254,0.00015255222,0.0032772333,0.008985706,0.00012348378,0.00055472454,0.00018980597,0.0032330917,0.8438985,0.002105284,0.0010768486,0.13612892],"study_design_scores_gemma":[0.0000073533606,0.0016388978,0.008762459,0.00023541941,0.00020267072,0.0009853997,0.00017502261,0.0054935873,0.9406066,0.00068647286,0.04116697,0.000039210754],"about_ca_topic_score_codex":0.0007250261,"about_ca_topic_score_gemma":0.0010368432,"teacher_disagreement_score":0.0007482732,"about_ca_system_score_codex":0.00026842934,"about_ca_system_score_gemma":0.00015763845,"threshold_uncertainty_score":0.0025032163},"labels":[],"label_agreement":null},{"id":"W2967401450","doi":"10.1108/acmm-04-2019-2107","title":"Measuring the atmospheric corrosion of Q235B and T91 steels using gray value, wavelet analysis and fuzzy Kolmogorov–Sinai entropy","year":2019,"lang":"en","type":"article","venue":"Anti-Corrosion Methods and Materials","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Corrosion; Metallurgy; Entropy (arrow of time); Materials science; Fuzzy logic; Mathematics; Physics; Artificial intelligence; Thermodynamics; Computer science","score_opus":0.02788327090657162,"score_gpt":0.31248466339859504,"score_spread":0.28460139249202343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2967401450","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":[0.9845495,0.00035550597,0.014248577,0.000021148,0.000008133601,0.000012483712,0.00007999102,0.000029931392,0.00069469935],"genre_scores_gemma":[0.9940738,0.00017418804,0.00540536,0.0000055375162,0.0000042655342,0.000005070744,0.00004796086,0.0000039581223,0.0002798489],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9998154,0.000017644774,0.000010690977,0.000027953056,0.00011174474,0.000016515976],"domain_scores_gemma":[0.9997825,0.0000319443,0.00008520608,0.000011830724,0.00007518865,0.000013267333],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025212637,0.00025109007,0.00019569113,0.0012541518,0.00015464006,0.00035475835,0.00016848334,0.00022827236,0.00040467622],"category_scores_gemma":[0.00036899748,0.00014513642,0.0002995281,0.0004494345,0.00030592765,0.00028326936,0.00021307277,0.00017292998,0.00006958126],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003322805,0.000060144786,0.069597326,0.0002980012,0.00009010205,0.00021136529,0.00032163708,0.004339311,0.8668866,0.00047499174,0.0001672107,0.057221033],"study_design_scores_gemma":[0.000011641655,0.00059632445,0.53605783,0.000026338055,0.00013527789,0.0005966573,0.0006791887,0.043976817,0.41629747,0.00045680028,0.0011020972,0.00006350853],"about_ca_topic_score_codex":0.002789929,"about_ca_topic_score_gemma":0.0041951584,"teacher_disagreement_score":0.002789929,"about_ca_system_score_codex":0.00028539493,"about_ca_system_score_gemma":0.00016168789,"threshold_uncertainty_score":0.0055473447},"labels":[],"label_agreement":null},{"id":"W2979296693","doi":"10.1108/acmm-03-2017-1771","title":"Electrochemical and biological response of titanium (cp-Ti) after silicon ion implantation","year":2019,"lang":"en","type":"article","venue":"Anti-Corrosion Methods and Materials","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Silicon; Ion; Dielectric spectroscopy; Electrochemistry; Corrosion; Titanium; Mesenchymal stem cell; Nuclear chemistry; Analytical Chemistry (journal); Radiochemistry; Chemistry; Metallurgy; Medicine; Chromatography","score_opus":0.010923711656538252,"score_gpt":0.2781521615533095,"score_spread":0.26722844989677125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2979296693","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":[0.99605185,0.00092856167,0.0019980092,0.000058275305,0.000031044998,0.000010983534,0.000076958626,0.000021992797,0.0008223844],"genre_scores_gemma":[0.9959781,0.00042730413,0.0015121908,0.00004335531,0.000008138479,0.0000119216065,0.000112735266,0.0000072312755,0.0018990235],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99985445,0.000016358917,0.000009681704,0.000025143081,0.000063538,0.00003083075],"domain_scores_gemma":[0.99990404,0.000016883194,0.000026805286,0.000006731959,0.000033763994,0.000011734689],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014877506,0.00018822515,0.00015282501,0.00013057305,0.00008152368,0.00026031447,0.00017956256,0.00032418172,0.0012122379],"category_scores_gemma":[0.00022503345,0.00013206225,0.00018290349,0.000111910405,0.00015817206,0.00013249792,0.00014437614,0.00024836717,0.00020196145],"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":[0.000055265096,0.0000063364796,0.00021446249,0.000023821507,0.000003512942,0.000027231205,0.000013144237,0.000048768718,0.9987092,0.000012257912,0.000012869552,0.000873036],"study_design_scores_gemma":[0.0000052173814,0.00036616018,0.003932242,0.0000029135163,0.000014272556,0.00012940986,0.000060847327,0.00060261873,0.99430686,0.000015454198,0.0005608171,0.0000032240152],"about_ca_topic_score_codex":0.0005708805,"about_ca_topic_score_gemma":0.00061895524,"teacher_disagreement_score":0.0012122379,"about_ca_system_score_codex":0.00019313507,"about_ca_system_score_gemma":0.00011864036,"threshold_uncertainty_score":0.004055321},"labels":[],"label_agreement":null},{"id":"W4213356845","doi":"10.1108/acmm.2003.12850dab.013","title":"Baan signs up 44 new customers in fourth quarter of 2002","year":2003,"lang":"en","type":"article","venue":"Anti-Corrosion Methods and Materials","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Business; History","score_opus":0.02415956897310672,"score_gpt":0.33627474209804326,"score_spread":0.31211517312493653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4213356845","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.071267165,0.0047506797,0.0038837774,0.09765662,0.02988517,0.0009384693,0.0030991721,0.007930182,0.7805889],"genre_scores_gemma":[0.008918343,0.00021390646,0.00030827743,0.002757525,0.00032368998,0.000026154445,0.0003962345,0.0001657892,0.9868902],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980386,0.00018206135,0.00005394184,0.00016917534,0.0010296955,0.00052659324],"domain_scores_gemma":[0.9966959,0.00030115145,0.00009573828,0.00013329594,0.001740125,0.0010337762],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012197887,0.0007703743,0.0010081481,0.0011886621,0.005121175,0.0034771878,0.0010716971,0.004086899,0.36337054],"category_scores_gemma":[0.0020078095,0.000612058,0.00055226544,0.0007336358,0.00046837385,0.0013288251,0.0014187307,0.00263384,0.15457678],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018652808,0.00022193766,0.0023208382,0.000048505444,0.0000072552752,0.0006558029,0.00016733221,0.000050778177,0.0016530461,0.00038371532,0.9399881,0.05431616],"study_design_scores_gemma":[0.00001766767,0.000095316616,0.0047085937,0.00001679618,0.000010210626,0.0003029927,0.00074423716,0.0005544554,0.0009408399,0.0001272759,0.99246126,0.00002030064],"about_ca_topic_score_codex":0.007917581,"about_ca_topic_score_gemma":0.03630007,"teacher_disagreement_score":0.63662946,"about_ca_system_score_codex":0.0016220447,"about_ca_system_score_gemma":0.0019800456,"threshold_uncertainty_score":0.9080747},"labels":[],"label_agreement":null},{"id":"W4242237123","doi":"10.1108/acmm.2005.12852dac.001","title":"6th International Symposium on Friction Stir Welding, 10-12 October 2006, Saint-Sauveur, Nr Montreal, Canada","year":2005,"lang":"en","type":"article","venue":"Anti-Corrosion Methods and Materials","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"SAINT; Friction stir welding; Welding; Oceanography; Telecommunications; Economic history; Political science; Engineering; History; Art history; Geology; Mechanical engineering","score_opus":0.010964753009695832,"score_gpt":0.28680168932553557,"score_spread":0.2758369363158397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242237123","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025133181,0.09540886,0.09681036,0.012501885,0.04494933,0.00071660173,0.0031414798,0.0041799685,0.7171583],"genre_scores_gemma":[0.02287867,0.010904522,0.011239289,0.0002789693,0.00087270857,0.000046715417,0.0012720877,0.00029555368,0.9522116],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991968,0.000049239505,0.00001705833,0.00009603894,0.0004184891,0.00022246019],"domain_scores_gemma":[0.998892,0.00003090877,0.000012821321,0.000044164284,0.00086841563,0.00015168573],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014974168,0.0012595424,0.0009993074,0.0021077653,0.0028624265,0.002910635,0.0016801019,0.0014298442,0.11024232],"category_scores_gemma":[0.0007689708,0.0004964733,0.00086145336,0.0016080675,0.0005925682,0.0010341366,0.0011450873,0.001201025,0.033224847],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037358823,0.00022747915,0.0024581542,0.00053802424,0.000074254276,0.000424231,0.0004360672,0.0020861088,0.015424061,0.008336242,0.54628754,0.4233342],"study_design_scores_gemma":[0.000019017865,0.00011034186,0.0038673969,0.00013522488,0.000047345875,0.00028468465,0.00024469022,0.0015104889,0.00527484,0.0008140593,0.9876589,0.000033081287],"about_ca_topic_score_codex":0.33450648,"about_ca_topic_score_gemma":0.6561853,"teacher_disagreement_score":0.6654935,"about_ca_system_score_codex":0.005034924,"about_ca_system_score_gemma":0.010992887,"threshold_uncertainty_score":0.6651189},"labels":[],"label_agreement":null},{"id":"W4245105916","doi":"10.1108/acmm.2013.12860baa.010","title":"Corrosion led to mechanical malfunction in helicopter during training in Ontario","year":2013,"lang":"en","type":"article","venue":"Anti-Corrosion Methods and Materials","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Training (meteorology); Corrosion; Aeronautics; Forensic engineering; Engineering; Environmental science; Materials science; Metallurgy; Meteorology; Physics","score_opus":0.1177051596595379,"score_gpt":0.4803901698349877,"score_spread":0.36268501017544985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245105916","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":[0.99412245,0.00015464504,0.00009959584,0.0005984782,0.000020000429,0.00005407857,0.00013832051,0.000008645065,0.004803696],"genre_scores_gemma":[0.9958681,0.0002567264,0.00009511958,0.00014446191,0.000008893553,0.000007560064,0.00006620208,0.0000053290355,0.0035475558],"study_design_codex":"observational","study_design_gemma":"case_report","domain_scores_codex":[0.99908364,0.00009088053,0.000048370144,0.00007761571,0.0003426779,0.00035683447],"domain_scores_gemma":[0.9982243,0.00012320415,0.000379925,0.000041636744,0.0009240995,0.00030674422],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041090397,0.00034878793,0.00022272787,0.0007365173,0.0045838403,0.00092931016,0.00093404547,0.0011936766,0.0028524853],"category_scores_gemma":[0.0018518072,0.0005022455,0.0004129754,0.0007855574,0.0011500458,0.0003242967,0.0010180285,0.00097514974,0.00030444952],"study_design_candidate":"case_report","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034748978,0.00024350648,0.9451327,0.00015119213,0.000052151438,0.011386213,0.023183314,0.00022259227,0.0048755133,0.00022619076,0.0024551942,0.0117239505],"study_design_scores_gemma":[0.000005721681,0.00025579036,0.9703387,0.00007374628,0.000026490618,0.0009985492,0.023880266,0.00020853024,0.00061147346,0.000038798382,0.003547295,0.00001461626],"about_ca_topic_score_codex":0.9328049,"about_ca_topic_score_gemma":0.9747696,"teacher_disagreement_score":0.06719512,"about_ca_system_score_codex":0.018891875,"about_ca_system_score_gemma":0.017230444,"threshold_uncertainty_score":0.13707078},"labels":[],"label_agreement":null},{"id":"W4413288309","doi":"10.1108/acmm-05-2025-3249","title":"Mechanistic study of the atmospheric corrosion of BC550 weathering steel in simulated marine environments by in-situ electrochemical noise","year":2025,"lang":"en","type":"article","venue":"Anti-Corrosion Methods and Materials","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"State Key Laboratory of Advanced Special Steel; Science and Technology Commission of Shanghai Municipality","keywords":"Electrochemical noise; Weathering; Weathering steel; In situ; Corrosion; Electrochemistry; Metallurgy; Environmental science; Noise (video); Materials science; Geology; Electrode; Meteorology; Chemistry; Computer science; Geochemistry; Geography","score_opus":0.010204983751836302,"score_gpt":0.29914598749247323,"score_spread":0.2889410037406369,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413288309","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":[0.98774606,0.0011861391,0.008522392,0.00011025282,0.000040405703,0.000075050346,0.00034325707,0.000060689123,0.0019157863],"genre_scores_gemma":[0.99412316,0.00082127267,0.0037639928,0.000034222096,0.000009965335,0.000018108985,0.00017193473,0.000007950969,0.0010494145],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996753,0.00004211477,0.000013589985,0.0000585239,0.00017731049,0.000033174438],"domain_scores_gemma":[0.9998623,0.000017161507,0.000024736359,0.000013196776,0.00007394307,0.000008620809],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025769934,0.00039373862,0.00033974313,0.00018170271,0.00020732134,0.0002977381,0.00046625105,0.00037471432,0.00071235804],"category_scores_gemma":[0.00025525162,0.00012915026,0.00037819112,0.00013605088,0.00025460363,0.00021215767,0.00020525372,0.00039125455,0.00016144202],"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":[0.00013457975,0.000043136693,0.0013435029,0.00033120654,0.000026531252,0.00012003711,0.00005612142,0.0017075348,0.9921853,0.00011295623,0.00010232393,0.0038368711],"study_design_scores_gemma":[0.000013710444,0.0009935967,0.009320996,0.000017546949,0.000054420445,0.0001652642,0.00018106704,0.010788091,0.97553056,0.00013186294,0.002786902,0.000015966854],"about_ca_topic_score_codex":0.0058694105,"about_ca_topic_score_gemma":0.0064897723,"teacher_disagreement_score":0.0058694105,"about_ca_system_score_codex":0.00050118286,"about_ca_system_score_gemma":0.00034092966,"threshold_uncertainty_score":0.01167053},"labels":[],"label_agreement":null},{"id":"W7110396838","doi":"10.1108/acmm-07-2025-3327","title":"Advanced superhydrophobic and wear-resistant coatings on carbon steel","year":2025,"lang":"en","type":"article","venue":"Anti-Corrosion Methods and Materials","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Coating; Abrasion (mechanical); Epoxy; Superhydrophobic coating; Nanoparticle; Nanocomposite; Carbon steel","score_opus":0.017550176847145077,"score_gpt":0.3265937609153358,"score_spread":0.30904358406819077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7110396838","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":[0.9659859,0.0048382985,0.023475599,0.00014505147,0.000093064285,0.00009626346,0.00019857615,0.0002555282,0.0049118055],"genre_scores_gemma":[0.981413,0.0011739552,0.014312862,0.00005351198,0.000024741716,0.00002288953,0.00012513257,0.000016830712,0.002857254],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997546,0.000014063819,0.00001001059,0.00003771909,0.00015387195,0.000029729952],"domain_scores_gemma":[0.9999069,0.000008259243,0.000024850771,0.000008546234,0.00003743201,0.000014109721],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010340134,0.0003391904,0.00018289094,0.00028214324,0.00012409264,0.00016375237,0.0003061339,0.0003922532,0.00087027415],"category_scores_gemma":[0.00011547705,0.00013509502,0.00027820413,0.00011311987,0.00014596483,0.00019854981,0.00017659437,0.00025470438,0.00036326805],"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":[0.000009474524,0.0000059509794,0.000044666922,0.00004774549,0.0000024486042,0.00002953224,0.000003322393,0.00010795813,0.9982516,0.000037485228,0.000031028845,0.001428635],"study_design_scores_gemma":[0.000007985091,0.0002668528,0.002188128,0.000006307757,0.000009785851,0.00026367643,0.000009705485,0.002605577,0.99153477,0.000028726308,0.0030685933,0.0000099206],"about_ca_topic_score_codex":0.0009559578,"about_ca_topic_score_gemma":0.0024489756,"teacher_disagreement_score":0.0009559578,"about_ca_system_score_codex":0.00032093344,"about_ca_system_score_gemma":0.00017887782,"threshold_uncertainty_score":0.0029113889},"labels":[],"label_agreement":null}]}