{"meta":{"query_hash":"aedd1eeffcfc","filters":{"venue":"Failure Analysis and Prevention"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/aedd1eeffcfc","api":"https://metacan.xera.ac/api/v1/cohort?venue=Failure+Analysis+and+Prevention"},"results":[{"id":"W3104184938","doi":"10.31399/asm.hb.v11.a0003556","title":"Biological Corrosion Failures","year":2002,"lang":"en","type":"book-chapter","venue":"Failure Analysis and Prevention","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":81,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nova Chemicals (Canada)","funders":"","keywords":"Corrosion; Materials science; Environmental science; Forensic engineering; Metallurgy; Engineering","score_opus":0.03003965896362828,"score_gpt":0.25430229080720357,"score_spread":0.22426263184357528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3104184938","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18010955,0.014934196,0.25601354,0.004633378,0.00382043,0.0058924,0.0025091595,0.0025079339,0.5295794],"genre_scores_gemma":[0.563357,0.0010096834,0.0010493831,0.00006893605,0.00024360395,0.000024444522,0.0010437362,0.000032935735,0.43317032],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983929,0.00006426907,0.00044799334,0.0006020138,0.00030859048,0.00018427726],"domain_scores_gemma":[0.9991211,0.000044973298,0.00032217018,0.00031731432,0.000094314804,0.00010008647],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002783481,0.00030207925,0.00054147356,0.00034769572,0.00019278213,0.00014206044,0.00012034185,0.00046171568,0.02763867],"category_scores_gemma":[0.000014603165,0.00024251142,0.00051371055,0.00011024589,0.000091122,0.00014904128,0.00010114095,0.00020404949,0.00045516147],"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":[0.00013568613,0.0002606358,0.0017779815,0.00014325319,0.0001799407,0.000058836424,0.00028770918,0.000086619504,0.8545313,0.050632697,0.047079828,0.044825498],"study_design_scores_gemma":[0.0013221813,0.0014193399,0.0019649568,0.0008512963,0.013470654,0.000045238427,0.00007309155,0.0006593441,0.03254188,0.046082433,0.8985959,0.0029736655],"about_ca_topic_score_codex":0.00001811414,"about_ca_topic_score_gemma":0.00013627518,"teacher_disagreement_score":0.85151607,"about_ca_system_score_codex":0.000033531975,"about_ca_system_score_gemma":0.00000950913,"threshold_uncertainty_score":0.9889329},"labels":[],"label_agreement":null},{"id":"W3105955771","doi":"10.31399/asm.hb.v11.a0003528","title":"X-Ray Diffraction Residual Stress Measurement in Failure Analysis","year":2002,"lang":"en","type":"book-chapter","venue":"Failure Analysis and Prevention","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"PROTO Manufacturing (Canada)","funders":"","keywords":"Residual stress; Materials science; Residual; Diffraction; Reliability engineering; Forensic engineering; Composite material; Structural engineering; Computer science; Optics; Engineering; Physics; Algorithm","score_opus":0.01703827470278325,"score_gpt":0.2198362128943981,"score_spread":0.20279793819161485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3105955771","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.054865588,0.07771697,0.29176506,0.004665057,0.0015142872,0.008218061,0.0025523105,0.0069682705,0.5517344],"genre_scores_gemma":[0.90961933,0.007698686,0.0033206204,0.000014442134,0.00042311972,0.00007563758,0.0012699129,0.0001288881,0.07744935],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978156,0.00005797546,0.0006729232,0.0005362991,0.00064011104,0.0002770895],"domain_scores_gemma":[0.9990727,0.000032432676,0.00023391667,0.00044876774,0.00011463852,0.000097571654],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00038756678,0.00047021845,0.0009523803,0.0018290863,0.00009262171,0.0001421222,0.000167077,0.0005923293,0.0015384516],"category_scores_gemma":[0.000012212484,0.00044577554,0.0006862985,0.00068990706,0.00003323827,0.00016360317,0.000051724826,0.00052318367,0.000016636672],"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":[0.0001265725,0.0006128958,0.03705375,0.003289271,0.17001449,0.0003210134,0.0010734114,0.57985127,0.0014516319,0.0066164024,0.11328655,0.08630275],"study_design_scores_gemma":[0.0021870001,0.0005658856,0.14620301,0.0037001083,0.16211271,0.000012107489,0.00031454692,0.024259498,0.0027011624,0.016779171,0.6342916,0.006873186],"about_ca_topic_score_codex":0.00019556371,"about_ca_topic_score_gemma":0.015245033,"teacher_disagreement_score":0.85475373,"about_ca_system_score_codex":0.00018108792,"about_ca_system_score_gemma":0.000010792692,"threshold_uncertainty_score":0.99979943},"labels":[],"label_agreement":null},{"id":"W3133890616","doi":"10.31399/asm.hb.v11.a0006785","title":"Stress-Corrosion Cracking","year":2021,"lang":"en","type":"book-chapter","venue":"Failure Analysis and Prevention","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Prevention of Organ Failure","funders":"","keywords":"Stress corrosion cracking; Corrosion; Metallurgy; Environmental stress cracking; Materials science; Cracking; Stress (linguistics); Forensic engineering; Composite material; Engineering","score_opus":0.017476551120972097,"score_gpt":0.26881625500212586,"score_spread":0.2513397038811538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3133890616","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47235012,0.033747606,0.14508821,0.0011643083,0.0043087522,0.003098183,0.0018549939,0.00095582934,0.337432],"genre_scores_gemma":[0.16528325,0.0010431263,0.0031251684,0.00006697092,0.0003151718,0.000025362571,0.0018415825,0.000056148772,0.8282432],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99806005,0.00007777136,0.0005265687,0.0006427663,0.0004925737,0.00020024534],"domain_scores_gemma":[0.99888825,0.000030344187,0.00041040214,0.0004442258,0.00013647568,0.00009030397],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00048029763,0.00030331538,0.00063423294,0.0003116744,0.00021445594,0.00025941597,0.00017098634,0.00029904736,0.023129264],"category_scores_gemma":[0.000011368114,0.0002842196,0.000585696,0.0001467639,0.000052742947,0.00016507163,0.00017333172,0.00019715713,0.00015556326],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004565663,0.00020996806,0.0069193305,0.0003810193,0.0009488107,0.00016042784,0.00031076738,0.000132336,0.86497396,0.04243547,0.0063770735,0.07710518],"study_design_scores_gemma":[0.0014303592,0.00043754236,0.0015890179,0.0031058146,0.056356188,0.000040121424,0.0003795965,0.00036344602,0.38654837,0.03921485,0.5063648,0.004169881],"about_ca_topic_score_codex":0.000015256922,"about_ca_topic_score_gemma":0.00046209185,"teacher_disagreement_score":0.49998772,"about_ca_system_score_codex":0.000028347895,"about_ca_system_score_gemma":0.000033654953,"threshold_uncertainty_score":0.999961},"labels":[],"label_agreement":null}]}