{"meta":{"query_hash":"01dc61cb5005","filters":{"venue":"AM&P Technical Articles"},"cohort_total":39,"direct_labels_cover":0,"predictions_cover":39,"exported":39,"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/01dc61cb5005","api":"https://metacan.xera.ac/api/v1/cohort?venue=AM%26P+Technical+Articles"},"results":[{"id":"W1560439004","doi":"","title":"Magnesium for Future Autos","year":2008,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Magnesium Alloys: Properties and Applications","field":"Materials Science","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Automotive industry; Magnesium; Process (computing); Manufacturing engineering; Aerospace; Computer science; Engineering; Materials science; Metallurgy","score_opus":0.023614427524170593,"score_gpt":0.23893591090674174,"score_spread":0.21532148338257115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1560439004","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":[0.011639647,0.037361257,0.0038943547,0.044669397,0.0075484035,0.00013217042,0.0013876695,0.0012819911,0.8920851],"genre_scores_gemma":[0.07514825,0.017820057,0.0072387173,0.01213744,0.0019256386,0.00007210701,0.0014368496,0.00036625424,0.88385475],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993587,0.0000675067,0.000033468827,0.00011365848,0.00032271043,0.00010396403],"domain_scores_gemma":[0.9994861,0.000038165363,0.00004451752,0.00011433902,0.00018603339,0.00013085587],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006850718,0.00057782955,0.0002998418,0.0012354278,0.0017460445,0.0029858085,0.0011024132,0.0020357342,0.12004835],"category_scores_gemma":[0.0016005879,0.00017106727,0.0004903009,0.000752047,0.00079919735,0.0030635828,0.002507174,0.0011635902,0.059302103],"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":[0.00016869864,0.0001257412,0.0020657144,0.0007329081,0.000024375136,0.0006268106,0.00088687,0.00020612373,0.0036367653,0.19397405,0.41349077,0.38406122],"study_design_scores_gemma":[0.0000023958273,0.000016667187,0.0002846624,0.00007813755,0.0000027986584,0.0001485536,0.00009671694,0.000019159792,0.0002738799,0.0034371247,0.995637,0.000002938821],"about_ca_topic_score_codex":0.002880347,"about_ca_topic_score_gemma":0.006974709,"teacher_disagreement_score":0.12004835,"about_ca_system_score_codex":0.0016676441,"about_ca_system_score_gemma":0.0018071642,"threshold_uncertainty_score":0.40160173},"labels":[],"label_agreement":null},{"id":"W2993382256","doi":"10.31399/asm.amp.2017-04.p017","title":"Optimizing Process Parameters for Aluminum-Silicon High Pressure Die Cast Powertrains","year":2017,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Resources Canada","keywords":"Tempering; Die casting; Materials science; Microstructure; Metallurgy; Die (integrated circuit); Aluminium; Quenching (fluorescence); Silicon; Casting; Powertrain","score_opus":0.019106911571459172,"score_gpt":0.2488582992539848,"score_spread":0.22975138768252565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2993382256","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":[0.95482516,0.0009342408,0.03251582,0.00020411951,0.0001050624,0.00024849837,0.00078363915,0.00080652727,0.00957696],"genre_scores_gemma":[0.98630375,0.00029072628,0.0110480515,0.000022008162,0.000011117958,0.000071701616,0.00029690313,0.00018970676,0.0017659921],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997002,0.000014382361,0.000018262754,0.000059287682,0.00015602491,0.000051981304],"domain_scores_gemma":[0.9995819,0.000112744325,0.00008139114,0.000040508643,0.00016052174,0.000022927647],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036464413,0.0005036321,0.00045438152,0.000435423,0.0005038677,0.00062772474,0.00071222713,0.0003746747,0.0042160703],"category_scores_gemma":[0.00087765564,0.00032811068,0.00027322498,0.00058822543,0.00016499039,0.00065938424,0.000278332,0.00068217615,0.0009438175],"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":[0.00028957386,0.00027166,0.0024459385,0.0005371651,0.000046259847,0.00016272506,0.00018288413,0.01253149,0.95674837,0.0006867976,0.0014248595,0.02467225],"study_design_scores_gemma":[0.000060034996,0.0005342677,0.008687379,0.000015360158,0.000039578772,0.00006594371,0.00009123268,0.014615444,0.9709226,0.0001585047,0.0047811237,0.000028522341],"about_ca_topic_score_codex":0.0023606822,"about_ca_topic_score_gemma":0.010089339,"teacher_disagreement_score":0.0042160703,"about_ca_system_score_codex":0.00072181894,"about_ca_system_score_gemma":0.0008969688,"threshold_uncertainty_score":0.0141041875},"labels":[],"label_agreement":null},{"id":"W4380152154","doi":"10.31399/asm.amp.2018-02.p043","title":"Cold Spray Additive Manufacturing Industrial R&D Group","year":2018,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Original equipment manufacturer; Manufacturing engineering; Gas dynamic cold spray; Engineering; Materials science; Computer science; Nanotechnology","score_opus":0.03207189975155312,"score_gpt":0.2367093770624197,"score_spread":0.2046374773108666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380152154","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":[0.0918816,0.025194068,0.3768808,0.013630256,0.0070101866,0.006977884,0.005832565,0.018194335,0.4543984],"genre_scores_gemma":[0.18266656,0.009689752,0.23266268,0.0027838952,0.0009208533,0.0012268564,0.006064727,0.0010436217,0.5629411],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99295735,0.0003443736,0.00013777944,0.0008304886,0.0050992533,0.00063075096],"domain_scores_gemma":[0.98789924,0.00048092686,0.00047103965,0.0010070537,0.008790823,0.0013509349],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005887141,0.0019720448,0.0014157911,0.0050958158,0.0029080359,0.0035543547,0.0021683841,0.0017049934,0.023530204],"category_scores_gemma":[0.0019060005,0.00085565116,0.0014258045,0.0018838394,0.0017704876,0.0012604293,0.002075109,0.0031446067,0.013996603],"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":[0.0005137502,0.00055570464,0.002193618,0.0006393816,0.000094603165,0.00034491983,0.00028164077,0.0021906788,0.43716812,0.01831262,0.075036846,0.46266812],"study_design_scores_gemma":[0.00019510053,0.0016909643,0.003817918,0.0000884845,0.00010970439,0.00054467213,0.00012639054,0.00614162,0.29535124,0.0014270948,0.6904509,0.000055795088],"about_ca_topic_score_codex":0.026076993,"about_ca_topic_score_gemma":0.032681793,"teacher_disagreement_score":0.026076993,"about_ca_system_score_codex":0.0058660503,"about_ca_system_score_gemma":0.020576924,"threshold_uncertainty_score":0.0787164},"labels":[],"label_agreement":null},{"id":"W4380203470","doi":"10.31399/asm.amp.2018-04.p016","title":"Overcoming Barriers to Magnesium Rolling","year":2018,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Magnesium Alloys: Properties and Applications","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Formability; Magnesium; Materials science; Metallurgy; Obstacle; Scale (ratio); Mechanical engineering; Manufacturing engineering; Engineering; Physics; Political science","score_opus":0.016950219814574792,"score_gpt":0.2544795427734328,"score_spread":0.23752932295885804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380203470","genre_codex":"other","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":[0.32916358,0.09378505,0.11007843,0.06421729,0.0036797782,0.00022492766,0.00027297714,0.0026953507,0.39588258],"genre_scores_gemma":[0.89751226,0.027687496,0.027562205,0.0042480137,0.00069189793,0.0001537205,0.00019277891,0.00039574795,0.041555937],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987178,0.00020103816,0.00005948472,0.00017694951,0.0006054424,0.00023933874],"domain_scores_gemma":[0.99862564,0.00045814397,0.00021031986,0.00019583768,0.0003803385,0.00012971376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016556721,0.0004767944,0.0005955464,0.0009241654,0.0013804586,0.002849728,0.0014759536,0.0015369472,0.00961861],"category_scores_gemma":[0.003241711,0.00040543542,0.0003461668,0.00048842316,0.001628648,0.0030734465,0.003136025,0.0022353258,0.004159699],"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":[0.00041083345,0.00016663177,0.0023532105,0.0028719322,0.00008361039,0.0011248188,0.0017207247,0.0043233964,0.30335265,0.38973483,0.045235645,0.24862172],"study_design_scores_gemma":[0.00005557664,0.00044503986,0.0014624457,0.00047911704,0.000050411014,0.00080516597,0.0014856423,0.0058579836,0.1357656,0.062286355,0.7912485,0.00005822105],"about_ca_topic_score_codex":0.0013874447,"about_ca_topic_score_gemma":0.0023821397,"teacher_disagreement_score":0.00961861,"about_ca_system_score_codex":0.0012772001,"about_ca_system_score_gemma":0.0016569811,"threshold_uncertainty_score":0.03217745},"labels":[],"label_agreement":null},{"id":"W4382068499","doi":"10.31399/asm.amp.2019-04.p014","title":"Exploring Thixoforming for Net Shape Manufacturing","year":2019,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Near net shape; Net (polyhedron); Materials science; Manufacturing engineering; Engineering drawing; Metallurgy; Engineering; Mechanical engineering; Mathematics; Geometry","score_opus":0.054120395990165424,"score_gpt":0.23216152025108058,"score_spread":0.17804112426091517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382068499","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":[0.4307433,0.0073234653,0.3606242,0.00085763773,0.00040582663,0.00019298239,0.00014362819,0.0015888028,0.19812015],"genre_scores_gemma":[0.85796887,0.002633892,0.12538196,0.000113286,0.00004495908,0.000048616115,0.000097291355,0.00008358286,0.0136275515],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998241,0.000016373482,0.0000049739956,0.000025499703,0.00010446097,0.00002458504],"domain_scores_gemma":[0.99986434,0.000044374625,0.000017604943,0.00003466859,0.000028892033,0.000010083785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002634128,0.00027438847,0.00020522006,0.0003106816,0.00024558854,0.0007547663,0.00047790416,0.00045830806,0.0037924268],"category_scores_gemma":[0.0003472771,0.00019174222,0.00027962786,0.00026734642,0.00042076892,0.0007103115,0.00057691353,0.000347818,0.00094650686],"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":[0.00017464157,0.00015352183,0.0020838876,0.0006628473,0.00003095519,0.00055574544,0.0003991719,0.05994729,0.6335967,0.09595102,0.0029006174,0.20354351],"study_design_scores_gemma":[0.000070456095,0.0014394189,0.0030148334,0.00016936279,0.000052977983,0.0017471344,0.0002715425,0.28270164,0.5288708,0.02711172,0.15447569,0.00007441179],"about_ca_topic_score_codex":0.00041141294,"about_ca_topic_score_gemma":0.0007614528,"teacher_disagreement_score":0.0037924268,"about_ca_system_score_codex":0.000412818,"about_ca_system_score_gemma":0.00023363385,"threshold_uncertainty_score":0.012686968},"labels":[],"label_agreement":null},{"id":"W4382068626","doi":"10.31399/asm.amp.2019-07.p055","title":"ASM News for October 2019","year":2019,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Fiber-reinforced polymer composites","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Foundation (evidence); Library science; Management; Media studies; Sociology; Political science; Law; Computer science; Economics","score_opus":0.005872770798606829,"score_gpt":0.20614253911081795,"score_spread":0.20026976831221113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382068626","genre_codex":"other","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00083126547,0.008271419,0.0006244059,0.034863535,0.084248796,0.00014366048,0.0038729247,0.0014255848,0.8657184],"genre_scores_gemma":[0.0014969669,0.0021759595,0.00022447728,0.004461057,0.003261685,0.000022218544,0.0015910356,0.00014286862,0.9866237],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99863976,0.000055832676,0.000044077362,0.00008176584,0.0010033416,0.00017527054],"domain_scores_gemma":[0.9981817,0.00011050632,0.00006210335,0.000094070354,0.0011510577,0.0004006591],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008984014,0.0008503047,0.0004338955,0.0016501453,0.0021286712,0.004738235,0.0007638613,0.0033364045,0.44386125],"category_scores_gemma":[0.002259444,0.00038958492,0.00052333804,0.0011947573,0.00040999227,0.0016298472,0.0014257196,0.0029930652,0.39933544],"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":[0.000011229339,0.000011218313,0.000028651504,0.000031573363,6.6865414e-7,0.000023930052,0.000005712219,0.000007899485,0.00015274472,0.00035801405,0.98513293,0.014235363],"study_design_scores_gemma":[0.000001972378,0.000007956336,0.00013330119,0.000027424148,6.854229e-7,0.000019053232,0.000020839072,0.000012399711,0.0000912031,0.000081155245,0.9996014,0.0000025113006],"about_ca_topic_score_codex":0.0054619703,"about_ca_topic_score_gemma":0.019380465,"teacher_disagreement_score":0.44386125,"about_ca_system_score_codex":0.0012517888,"about_ca_system_score_gemma":0.0021158634,"threshold_uncertainty_score":0.79326445},"labels":[],"label_agreement":null},{"id":"W4382069053","doi":"10.31399/asm.amp.2019-05.p050","title":"Cold Spray Method Helps Restore Antique Vehicle","year":2019,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"High-Temperature Coating Behaviors","field":"Engineering","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":"CenterLine (Canada)","funders":"","keywords":"Gas dynamic cold spray; Thermal spraying; Antique; Materials science; Metallurgy; Engineering; Forensic engineering; Composite material; Coating; Art; Visual arts","score_opus":0.00963350074585313,"score_gpt":0.2564655851172305,"score_spread":0.24683208437137738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382069053","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":[0.9526454,0.001793779,0.023318257,0.00031388746,0.00043356558,0.00014628773,0.00014017368,0.0013327374,0.019875837],"genre_scores_gemma":[0.96117616,0.0004688677,0.011277491,0.00012240982,0.000021690872,0.000024376286,0.0001249723,0.00029434855,0.026489725],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99968565,0.000014431793,0.000011642956,0.000053612588,0.00016339248,0.000071295166],"domain_scores_gemma":[0.9996655,0.000026516143,0.00003638193,0.000045796653,0.00019411773,0.000031696833],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002202495,0.0005137236,0.00032619626,0.0006093427,0.0007425277,0.000548611,0.00048713127,0.0006857027,0.006407093],"category_scores_gemma":[0.00035723156,0.0002127662,0.00032948423,0.0001868759,0.0003256537,0.0006527375,0.00037852512,0.00062225247,0.0021141507],"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":[0.00009521677,0.00007440474,0.0013847678,0.00012929451,0.0000117469135,0.0004149069,0.00019111882,0.0005964503,0.9658996,0.00039992717,0.0017946839,0.029007867],"study_design_scores_gemma":[0.000008262015,0.00054756174,0.0066016275,0.0000225657,0.000028767496,0.0008725774,0.00034001732,0.0038865707,0.96818024,0.00011844495,0.019362627,0.000030698662],"about_ca_topic_score_codex":0.0019516597,"about_ca_topic_score_gemma":0.004281582,"teacher_disagreement_score":0.006407093,"about_ca_system_score_codex":0.0002576033,"about_ca_system_score_gemma":0.00026916436,"threshold_uncertainty_score":0.02143383},"labels":[],"label_agreement":null},{"id":"W4383891110","doi":"10.31399/asm.amp.2020-05.p056","title":"Cold Spray: Warming Up to Hotter Particles","year":2020,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"High-Temperature Coating Behaviors","field":"Engineering","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 Ottawa","funders":"","keywords":"Materials science; Gas dynamic cold spray; Particle (ecology); Coating; Particle size; Cold climate; Process (computing); Environmental science; Metallurgy; Process engineering; Composite material; Chemical engineering; Meteorology; Engineering; Physics; Computer science; Geology; Oceanography","score_opus":0.022200728239295496,"score_gpt":0.24113279336825172,"score_spread":0.21893206512895622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383891110","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":[0.962755,0.0034047493,0.023820948,0.00024198135,0.00035169706,0.00016439352,0.00020366171,0.000985529,0.008072117],"genre_scores_gemma":[0.9808822,0.0010609203,0.0106846485,0.00018245839,0.000080579346,0.000034195768,0.0001667671,0.0002547222,0.0066535748],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99976593,0.000013356346,0.000010250329,0.00006650393,0.00009888082,0.000045085453],"domain_scores_gemma":[0.9997869,0.000046202316,0.00004085732,0.00003598185,0.000057102872,0.000032966294],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028352794,0.00047374633,0.00048419717,0.00034532777,0.00044871558,0.0006969971,0.00042504544,0.00053204264,0.005196544],"category_scores_gemma":[0.0002947623,0.0003843313,0.00038775956,0.000184979,0.00046639034,0.0007283398,0.00048723948,0.0007732014,0.00096812204],"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":[0.000075112184,0.000021342516,0.00018001405,0.00006692502,0.000007742628,0.00003502889,0.000032976775,0.00017226553,0.9954072,0.000110796136,0.00017414097,0.0037165966],"study_design_scores_gemma":[0.000013781147,0.00021413887,0.001242366,0.000005472766,0.000013531437,0.000064922104,0.000019594057,0.0009794834,0.9956552,0.00003680096,0.0017451732,0.000009504679],"about_ca_topic_score_codex":0.0008980839,"about_ca_topic_score_gemma":0.0014539534,"teacher_disagreement_score":0.005196544,"about_ca_system_score_codex":0.00024623543,"about_ca_system_score_gemma":0.00022757651,"threshold_uncertainty_score":0.017384171},"labels":[],"label_agreement":null},{"id":"W4383891259","doi":"10.31399/asm.amp.2020-03.p039","title":"PolyCSAM: Boosting Cold Spray Additive Manufacturing Into Full-Scale Production","year":2020,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Machining; Manufacturing engineering; Joint venture; Materials science; Thermal spraying; Boosting (machine learning); Process engineering; Gas dynamic cold spray; Mechanical engineering; Engineering; Computer science; Composite material; Artificial intelligence; Business","score_opus":0.014471889753433343,"score_gpt":0.21254777710265746,"score_spread":0.19807588734922413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383891259","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":[0.74019325,0.0051627923,0.17594993,0.00087118265,0.00090117747,0.0007589747,0.0008530494,0.007899551,0.067410044],"genre_scores_gemma":[0.84614193,0.0022968834,0.12006133,0.00022906999,0.0001280223,0.00023451926,0.00066486513,0.000562096,0.029681314],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994367,0.000022293892,0.000012956636,0.00007305552,0.0003815571,0.00007336985],"domain_scores_gemma":[0.99969757,0.000028465705,0.000040690207,0.000044982346,0.00012145686,0.00006696779],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003921526,0.0005249492,0.00029538092,0.00055650406,0.0003701395,0.0010797525,0.000850423,0.0004338275,0.005415117],"category_scores_gemma":[0.0003327819,0.00020287649,0.0003720614,0.00048282396,0.0004995115,0.0005716392,0.00089084834,0.0007631294,0.0018501574],"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":[0.000078710626,0.00006820586,0.00016885993,0.00012442736,0.000007766259,0.00007034613,0.00003256818,0.000869432,0.9664951,0.0014138145,0.0010727727,0.02959817],"study_design_scores_gemma":[0.000044623957,0.0005364922,0.0012311991,0.00002058327,0.000023405697,0.00017203011,0.000022044014,0.008104828,0.95593446,0.00029329775,0.033594854,0.000022204664],"about_ca_topic_score_codex":0.00535676,"about_ca_topic_score_gemma":0.012632851,"teacher_disagreement_score":0.005415117,"about_ca_system_score_codex":0.0011438058,"about_ca_system_score_gemma":0.0011954671,"threshold_uncertainty_score":0.018115342},"labels":[],"label_agreement":null},{"id":"W4383891267","doi":"10.31399/asm.amp.2020-03.p022","title":"Cost-Effective Alternative to Titanium for Aircraft Parts","year":2020,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Material Properties and Applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Research & Development Corporation","funders":"","keywords":"Corrosion; Toughness; Titanium; Materials science; Specific strength; Metallurgy; Titanium alloy; Composite material; Composite number","score_opus":0.05897415489670441,"score_gpt":0.30840791519870464,"score_spread":0.24943376030200023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383891267","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":[0.5151206,0.09696129,0.162245,0.004914771,0.0037435275,0.0006398227,0.0016832312,0.0021396303,0.21255204],"genre_scores_gemma":[0.8704163,0.011447134,0.04677586,0.0004174138,0.00030239503,0.000116116746,0.0008371788,0.00012283876,0.069564864],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99972886,0.000017511507,0.000007862807,0.000030053216,0.00017080529,0.000044969598],"domain_scores_gemma":[0.99992085,0.0000060670436,0.000017756245,0.000007868533,0.000035060337,0.000012372803],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011262821,0.00055724714,0.0003930621,0.0015340792,0.000390583,0.00065546174,0.0008649832,0.0006734565,0.011511285],"category_scores_gemma":[0.00015214381,0.00016278824,0.00075193844,0.0007256486,0.00018842734,0.0005986457,0.00042751935,0.0004748409,0.002937022],"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":[0.000529746,0.00026885048,0.0005239876,0.0016093674,0.00007903559,0.0008424974,0.00005252814,0.0019176467,0.7999213,0.012522948,0.007884338,0.1738478],"study_design_scores_gemma":[0.00015064563,0.002265071,0.0048479326,0.00030274654,0.00043866306,0.0029264544,0.00023812665,0.010179704,0.6122853,0.004422904,0.3618458,0.00009660381],"about_ca_topic_score_codex":0.00095313665,"about_ca_topic_score_gemma":0.002505523,"teacher_disagreement_score":0.011511285,"about_ca_system_score_codex":0.00065773237,"about_ca_system_score_gemma":0.00033474932,"threshold_uncertainty_score":0.03850913},"labels":[],"label_agreement":null},{"id":"W4383961227","doi":"10.31399/asm.amp.2020-08.p040","title":"Development and Validation of High-Performance SARS-CoV-2 Antiviral Coatings for High-Touch Surfaces","year":2020,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"High-Temperature Coating Behaviors","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University; Hatch (Canada); Jewish General Hospital; National Research Council Canada","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pandemic; 2019-20 coronavirus outbreak; Gas dynamic cold spray; Component (thermodynamics); Materials science; Microstructure; Computer science; Manufacturing engineering; Metallurgy; Coating; Nanotechnology; Engineering; Virology","score_opus":0.02582006900144014,"score_gpt":0.2477629773062833,"score_spread":0.22194290830484315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383961227","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":[0.9809687,0.0005691405,0.014164237,0.00007607539,0.000109072666,0.00027393474,0.00033234194,0.0002543393,0.0032521312],"genre_scores_gemma":[0.97801584,0.000292707,0.018547826,0.00003174673,0.000009133055,0.00009194495,0.00026390032,0.000058061007,0.0026888726],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99921083,0.000068441914,0.00002945571,0.00009391479,0.00047844608,0.00011884923],"domain_scores_gemma":[0.99908507,0.00008280271,0.000108035274,0.00012865136,0.0005243759,0.000071042334],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000981401,0.0004305491,0.00031080988,0.000321795,0.00042534314,0.00066244387,0.00066317257,0.0006934977,0.0012280366],"category_scores_gemma":[0.0012898159,0.00024913703,0.00042417174,0.00023608336,0.00030539057,0.00032274437,0.00039982132,0.0004488756,0.00046255067],"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":[0.0000575952,0.00006769037,0.0007781584,0.000102958016,0.0000120853965,0.000075783166,0.00006421766,0.0034944436,0.99085665,0.000171799,0.00026192173,0.00405671],"study_design_scores_gemma":[0.000015078586,0.00079155964,0.0038398344,0.000012618663,0.000016999777,0.00007672596,0.00006532952,0.013443353,0.97834253,0.000031530162,0.0033498418,0.000014572385],"about_ca_topic_score_codex":0.004807726,"about_ca_topic_score_gemma":0.005080649,"teacher_disagreement_score":0.004807726,"about_ca_system_score_codex":0.0010129368,"about_ca_system_score_gemma":0.00065176527,"threshold_uncertainty_score":0.009559512},"labels":[],"label_agreement":null},{"id":"W4385283255","doi":"10.31399/asm.amp.2022-07.p044","title":"ASM News for October 2022","year":2022,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Conducting polymers and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Foundation (evidence); Management; Library science; Professional association; Political science; Engineering; Public relations; Law; Computer science","score_opus":0.03237487928905029,"score_gpt":0.2911682975562978,"score_spread":0.2587934182672475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385283255","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":[0.00094750104,0.010293288,0.00071228406,0.030731978,0.08876961,0.00018005421,0.0059119477,0.001885554,0.86056787],"genre_scores_gemma":[0.0015253891,0.0020648711,0.00023125448,0.0045116507,0.0037465373,0.000028067732,0.0021693865,0.00016254779,0.98556024],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989806,0.000048014317,0.000031197484,0.00007039988,0.0007303649,0.00013943072],"domain_scores_gemma":[0.99870896,0.00009350095,0.00005077541,0.00007524722,0.0007771438,0.0002943189],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007910542,0.00091433706,0.0005048489,0.0014545012,0.0016066679,0.0043851715,0.0008128947,0.00342274,0.4374888],"category_scores_gemma":[0.0017437389,0.00037330348,0.0005796446,0.0010626556,0.00035732082,0.0014128347,0.0011822754,0.00295993,0.40926918],"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":[0.000015648144,0.000012665501,0.000028376182,0.000032971802,8.87372e-7,0.00002541818,0.000004039441,0.000010159581,0.00015019205,0.00027886117,0.98362917,0.015811699],"study_design_scores_gemma":[0.000003012722,0.000009874161,0.00016855559,0.000026203792,8.532252e-7,0.0000219671,0.000015288735,0.000017001383,0.00008428282,0.000089960806,0.9995604,0.000002575215],"about_ca_topic_score_codex":0.0040358594,"about_ca_topic_score_gemma":0.012118189,"teacher_disagreement_score":0.5625112,"about_ca_system_score_codex":0.00085860357,"about_ca_system_score_gemma":0.0014981811,"threshold_uncertainty_score":0.802354},"labels":[],"label_agreement":null},{"id":"W4385510615","doi":"10.31399/asm.amp.2021-07.p041","title":"Selective Laser Processing for Functionally Graded Shape Memory Alloy Medical Devices: Process and Applications in Dentistry","year":2021,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Laser Material Processing Techniques","field":"Engineering","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":"Smarter Alloys (Canada)","funders":"","keywords":"Shape-memory alloy; Materials science; Process (computing); Grading (engineering); Dentistry; Computer science; Engineering drawing; Metallurgy; Engineering; Medicine","score_opus":0.013237078965229895,"score_gpt":0.26850349040358207,"score_spread":0.25526641143835216,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385510615","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":[0.785816,0.07932975,0.10081767,0.002457596,0.00081955607,0.00026416368,0.00026056755,0.0008134265,0.029421236],"genre_scores_gemma":[0.9115033,0.017323181,0.054524455,0.0003973927,0.00021955799,0.00008147543,0.00011074013,0.000080221376,0.015759706],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998902,0.000007955326,0.000004956316,0.000022303457,0.000057509387,0.00001704354],"domain_scores_gemma":[0.999912,0.000031496827,0.000018032853,0.0000069241355,0.000022674329,0.00000885776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030065363,0.00030048512,0.0001548955,0.00042842727,0.00024149653,0.00043553734,0.00038142462,0.0005717144,0.0025473866],"category_scores_gemma":[0.00017331411,0.0001839499,0.0002015248,0.00023902596,0.00034835527,0.00044000524,0.00022903738,0.00035252364,0.000636776],"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":[0.0000259722,0.000012901855,0.00013689892,0.00013078094,0.0000029180655,0.000046702236,0.000035712117,0.000099798126,0.98433244,0.0009004766,0.0002922862,0.013983113],"study_design_scores_gemma":[0.000011772302,0.00021451022,0.0010002597,0.000013267815,0.000011083465,0.00030328005,0.00006274207,0.0016208744,0.9838198,0.0002819009,0.012648285,0.000012297751],"about_ca_topic_score_codex":0.00051275425,"about_ca_topic_score_gemma":0.0014211398,"teacher_disagreement_score":0.0025473866,"about_ca_system_score_codex":0.00036489344,"about_ca_system_score_gemma":0.00028496262,"threshold_uncertainty_score":0.008521855},"labels":[],"label_agreement":null},{"id":"W4385510633","doi":"10.31399/asm.amp.2021-06.p024","title":"High-Strength Steel for Electric Vehicles","year":2021,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Microstructure and Mechanical Properties of Steels","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":"Research & Development Corporation","funders":"","keywords":"High strength steel; Stamping; Electric vehicle; Engineering; Electric cars; Materials science; Manufacturing engineering; Automotive engineering; Forensic engineering; Metallurgy; Mechanical engineering; Physics","score_opus":0.009578305032358033,"score_gpt":0.20120418933643555,"score_spread":0.1916258843040775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385510633","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":[0.51746124,0.032474175,0.23930232,0.0042742854,0.003924017,0.00047010326,0.001193587,0.0021730287,0.19872725],"genre_scores_gemma":[0.8652432,0.0050750906,0.068958,0.00031546157,0.00038961248,0.000080264566,0.0006935877,0.0001552862,0.059089497],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997019,0.0000345632,0.0000137603065,0.00003421713,0.00019605884,0.000019518675],"domain_scores_gemma":[0.99964404,0.000023066697,0.00003974102,0.000029642897,0.00021828004,0.00004523745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038943416,0.00034783044,0.00013405381,0.0006759588,0.0003147832,0.0003723103,0.0003234038,0.0005801025,0.0039697974],"category_scores_gemma":[0.00023120205,0.00014394864,0.00019693043,0.000278964,0.000275192,0.00039529658,0.0003023562,0.0004328136,0.0018382233],"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":[0.00008165485,0.00005649155,0.00067356834,0.00034988584,0.000013390563,0.0002143424,0.000038532635,0.0015811991,0.92974484,0.01039221,0.00462479,0.052229],"study_design_scores_gemma":[0.00007256694,0.001281991,0.009615731,0.000089334135,0.00003816402,0.0009359981,0.00009752579,0.009226894,0.68850756,0.0033617888,0.28673166,0.000040828832],"about_ca_topic_score_codex":0.0008199602,"about_ca_topic_score_gemma":0.0022802046,"teacher_disagreement_score":0.0039697974,"about_ca_system_score_codex":0.00045174343,"about_ca_system_score_gemma":0.0005314063,"threshold_uncertainty_score":0.0132802725},"labels":[],"label_agreement":null},{"id":"W4385510919","doi":"10.31399/asm.amp.2021-05.p050","title":"Members of TSS Community are Among the Top 2% of Most-Cited World Scientists","year":2021,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Insect and Arachnid Ecology and Behavior","field":"Biochemistry, Genetics and Molecular Biology","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":"National Research Council Canada","funders":"","keywords":"Citation; Library science; History; Geography; Computer science","score_opus":0.01579110803694719,"score_gpt":0.267508295531277,"score_spread":0.2517171874943298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385510919","genre_codex":"other","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":[0.11142317,0.08314525,0.0059720436,0.166455,0.05452239,0.00053200225,0.081965834,0.008159154,0.48782516],"genre_scores_gemma":[0.24317582,0.09549664,0.008315745,0.023705546,0.038176842,0.00035989104,0.06910634,0.0020449983,0.5196182],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9958405,0.00030127462,0.0002442534,0.0004886668,0.0025716096,0.00055369484],"domain_scores_gemma":[0.9768106,0.0018578557,0.0020647428,0.0007812981,0.0114952475,0.0069902693],"candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.0037984394,0.00094358367,0.0010887386,0.014660032,0.0037304405,0.0070299134,0.0007541282,0.0015650748,0.12935695],"category_scores_gemma":[0.010557166,0.00043213132,0.0006487018,0.018181494,0.0009463081,0.0023304373,0.0027507374,0.0012704143,0.051048335],"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":[0.00013774249,0.000091528345,0.0176967,0.00072638626,0.00008321029,0.00013853899,0.00042092224,0.00006315574,0.0032358086,0.0014472384,0.8195479,0.15641093],"study_design_scores_gemma":[0.000067027744,0.00006856775,0.036406208,0.00049788115,0.00009316723,0.00022641204,0.0013562167,0.00017596432,0.0015080087,0.0020408814,0.957515,0.00004463299],"about_ca_topic_score_codex":0.0038025647,"about_ca_topic_score_gemma":0.012392652,"teacher_disagreement_score":0.98533994,"about_ca_system_score_codex":0.0011153218,"about_ca_system_score_gemma":0.005675898,"threshold_uncertainty_score":0.43274212},"labels":[],"label_agreement":null},{"id":"W4385643137","doi":"10.31399/asm.amp.2014-05.p050","title":"Considering Cold Spray for Additive Manufacturing","year":2014,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CenterLine (Canada)","funders":"","keywords":"Gas dynamic cold spray; Manufacturing engineering; Materials science; Cold forming; Spray drying; Spray forming; Process (computing); Manufacturing process; Thermal spraying; Process engineering; Metallurgy; Nanotechnology; Engineering; Computer science; Microstructure; Composite material; Coating; Chemical engineering","score_opus":0.015132085921500792,"score_gpt":0.2212683417388191,"score_spread":0.20613625581731831,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385643137","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":[0.056850873,0.066476285,0.32778734,0.017181877,0.008564336,0.0002902568,0.0001858681,0.0007617554,0.52190137],"genre_scores_gemma":[0.6526907,0.031242713,0.1329633,0.0068964465,0.0028831335,0.00021398594,0.00019020781,0.0003373349,0.17258221],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99936944,0.00008593865,0.000017641867,0.00011115264,0.00035184104,0.00006402322],"domain_scores_gemma":[0.99968255,0.00009422941,0.000025421505,0.000038941726,0.00013389927,0.000024985768],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004888971,0.0005922012,0.00038417158,0.00052058004,0.0009378698,0.0017558787,0.00078055897,0.0017612266,0.011882763],"category_scores_gemma":[0.0005933574,0.00021405709,0.0005598021,0.0003150435,0.001299604,0.002308468,0.00095912523,0.0013048565,0.0021342237],"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":[0.00014162561,0.00012327915,0.00078672834,0.001409398,0.000044717315,0.0014860608,0.0003206902,0.015369147,0.13682729,0.6900532,0.020323534,0.13311431],"study_design_scores_gemma":[0.00003966254,0.0007347035,0.0013527565,0.00047252348,0.00006722458,0.0020779257,0.0004289112,0.04696886,0.081379935,0.22216439,0.64422894,0.00008425807],"about_ca_topic_score_codex":0.0014541183,"about_ca_topic_score_gemma":0.0017248769,"teacher_disagreement_score":0.011882763,"about_ca_system_score_codex":0.0009456551,"about_ca_system_score_gemma":0.0006277496,"threshold_uncertainty_score":0.039751768},"labels":[],"label_agreement":null},{"id":"W4385643230","doi":"10.31399/asm.amp.2014-08.p037","title":"Plasma Transferred Wire Arc Process Fortifies Aluminum Engine Blocks","year":2014,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"High-Temperature Coating Behaviors","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CenterLine (Canada)","funders":"","keywords":"Materials science; Aluminium; Lubrication; Automotive engineering; Mechanical engineering; Automotive industry; Automotive engine; Distortion (music); Micro arc oxidation; Arc (geometry); Metallurgy; Plasma; Coating; Process (computing); Composite material; Engineering; Computer science; Optoelectronics","score_opus":0.0093644331213832,"score_gpt":0.22451858327011676,"score_spread":0.21515415014873357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385643230","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":[0.99053615,0.0003063673,0.002877267,0.000046761637,0.000041652624,0.00001917076,0.000057561418,0.00031188354,0.005803164],"genre_scores_gemma":[0.995301,0.00009756087,0.0014396834,0.000010976196,0.0000033058568,0.0000051852917,0.000042544925,0.00003522903,0.0030645088],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99986136,0.000008825136,0.0000047758285,0.000023345456,0.00007397022,0.000027717626],"domain_scores_gemma":[0.9999019,0.000011803297,0.00002312144,0.00001680118,0.000034854147,0.000011506575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008121284,0.0001463213,0.00010739471,0.0002129166,0.00014727187,0.00027402194,0.0002572879,0.0002590745,0.0023488507],"category_scores_gemma":[0.0002479628,0.00012530944,0.00013019981,0.00014164252,0.00012996315,0.00032327988,0.00017772327,0.00024719493,0.00069562613],"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":[0.00009868097,0.00002065034,0.00033061192,0.00004919936,0.0000049027344,0.00018186474,0.00006321252,0.0005385479,0.9943514,0.00024750544,0.00021367233,0.0038998092],"study_design_scores_gemma":[0.000011543423,0.00049022393,0.0023701047,0.0000045723905,0.000009843142,0.00015736281,0.000039929753,0.0038956215,0.9891612,0.000047146303,0.003806599,0.000005923176],"about_ca_topic_score_codex":0.00079900934,"about_ca_topic_score_gemma":0.0013486851,"teacher_disagreement_score":0.0023488507,"about_ca_system_score_codex":0.00016071016,"about_ca_system_score_gemma":0.000095380616,"threshold_uncertainty_score":0.00785768},"labels":[],"label_agreement":null},{"id":"W4385643240","doi":"10.31399/asm.amp.2014-03.p015","title":"Finding and Removing Inclusions in Magnesium Alloys","year":2014,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Magnesium Alloys: Properties and Applications","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":"Toronto Metropolitan University","funders":"","keywords":"Magnesium; Metallurgy; Materials science; Inclusion (mineral); Corrosion; Mineralogy; Chemistry","score_opus":0.01627008658505345,"score_gpt":0.24410357501716876,"score_spread":0.22783348843211532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385643240","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":[0.8791659,0.027324365,0.07886721,0.0003589427,0.00038728656,0.00028728455,0.0002582287,0.00087518507,0.012475497],"genre_scores_gemma":[0.83576894,0.009479591,0.1434464,0.00018973136,0.00007359487,0.00011068168,0.00024822145,0.0001846702,0.010498116],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99923134,0.00005401388,0.000043606655,0.000093205046,0.00052097073,0.000056834546],"domain_scores_gemma":[0.999645,0.00006358917,0.000091516034,0.00003803578,0.0001443475,0.00001756198],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004708944,0.0005264254,0.0005799261,0.0013791347,0.0005987812,0.0006104655,0.00058556726,0.00058485026,0.0009341736],"category_scores_gemma":[0.0007039027,0.0003643597,0.00035399568,0.0006868329,0.00055950554,0.0005906643,0.0005037313,0.00054839585,0.00065025943],"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":[0.000059270056,0.000018315379,0.00061753456,0.00046158643,0.000012927319,0.00015745245,0.00012874274,0.00021856857,0.972571,0.00038889793,0.0001636494,0.025202012],"study_design_scores_gemma":[0.0000040627183,0.00012935874,0.0020901598,0.00004728663,0.000021963035,0.00027137974,0.000077758494,0.00048372903,0.9873152,0.0001410087,0.009408689,0.000009342385],"about_ca_topic_score_codex":0.0018031492,"about_ca_topic_score_gemma":0.004729206,"teacher_disagreement_score":0.0018031492,"about_ca_system_score_codex":0.00038832537,"about_ca_system_score_gemma":0.0005202197,"threshold_uncertainty_score":0.0035853386},"labels":[],"label_agreement":null},{"id":"W4386093085","doi":"10.31399/asm.amp.2023-05.p059","title":"ASM News for July and August 2023","year":2023,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Watson; IBM; Pollock; Library science; Engineering; Art history; History; Political science; Management; Materials science; Computer science; Nanotechnology; Artificial intelligence","score_opus":0.02780120223484186,"score_gpt":0.2833703893855916,"score_spread":0.2555691871507498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386093085","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":[0.0011403798,0.009311398,0.0011833311,0.021322835,0.07668165,0.00018751071,0.0043519703,0.0022284104,0.8835926],"genre_scores_gemma":[0.0015927213,0.0022038827,0.0003158303,0.0027171192,0.0030796041,0.000027670998,0.001587438,0.0001645137,0.9883111],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99898046,0.000036229278,0.000029111103,0.000059177575,0.0007942527,0.00010081278],"domain_scores_gemma":[0.9988612,0.00006310296,0.000039676663,0.00007189272,0.00070876774,0.00025544295],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00072224793,0.00077771867,0.00044277104,0.0011509423,0.001464172,0.0038295356,0.00071114936,0.0026417447,0.41400504],"category_scores_gemma":[0.0015814397,0.0003549806,0.00056207017,0.0010018441,0.0003773202,0.0011108615,0.00095500285,0.0022250335,0.4023865],"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":[0.000017041608,0.000012564255,0.000030014959,0.000027995622,8.490086e-7,0.000023212951,0.00000413136,0.000013246462,0.00025238004,0.00025908233,0.98096323,0.018396245],"study_design_scores_gemma":[0.0000027183535,0.000010864624,0.00016828014,0.000021028005,8.4462334e-7,0.000019408855,0.000013623965,0.000018694333,0.00011156495,0.00006384921,0.9995671,0.000002138884],"about_ca_topic_score_codex":0.004148497,"about_ca_topic_score_gemma":0.012338731,"teacher_disagreement_score":0.41400504,"about_ca_system_score_codex":0.0007830555,"about_ca_system_score_gemma":0.001376545,"threshold_uncertainty_score":0.8358507},"labels":[],"label_agreement":null},{"id":"W4386103922","doi":"10.31399/asm.amp.2023-05.p013","title":"Identification of Sustainable Tonewoods for Acoustic Guitars Using Materials Selection Software","year":2023,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Diverse Musicological Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Guitar; Sustainability; Identification (biology); Sustainable development; Selection (genetic algorithm); Computer science; Material selection; Engineering; Environmental economics; Business; Construction engineering; Manufacturing engineering; Ecology; Economics; Materials science; Management; Artificial intelligence","score_opus":0.09980743616215672,"score_gpt":0.2857927551331363,"score_spread":0.18598531897097959,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386103922","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":[0.42848128,0.00017780642,0.5319254,0.0001112611,0.000052155832,0.00070444663,0.001928434,0.016353723,0.020265583],"genre_scores_gemma":[0.47982424,0.00013718844,0.5089988,0.000038555067,0.000010329601,0.00044631326,0.0017135439,0.0014499215,0.007381114],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996358,0.000055295433,0.000030368132,0.000067336354,0.0001829024,0.000028288589],"domain_scores_gemma":[0.9991234,0.00043029187,0.00011344288,0.00006002946,0.00023502123,0.000037897058],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001245415,0.0009295673,0.00038238798,0.0023583767,0.0004705693,0.0013246457,0.00064578897,0.0003483901,0.011421123],"category_scores_gemma":[0.0024181204,0.00035048721,0.00071789534,0.0006171936,0.00019968685,0.0007102066,0.00064737105,0.00029360928,0.0020324248],"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":[0.0012168091,0.00053134584,0.045032475,0.00075811247,0.0000989623,0.00040934893,0.0007109986,0.053479478,0.21360499,0.007352326,0.0057325233,0.6710727],"study_design_scores_gemma":[0.00016766666,0.0010472593,0.038864363,0.00014599886,0.00016220463,0.0004529194,0.000848247,0.7366069,0.1828454,0.0039482657,0.034777384,0.00013343988],"about_ca_topic_score_codex":0.0015586955,"about_ca_topic_score_gemma":0.004167451,"teacher_disagreement_score":0.011421123,"about_ca_system_score_codex":0.0004369219,"about_ca_system_score_gemma":0.0006997409,"threshold_uncertainty_score":0.03820741},"labels":[],"label_agreement":null},{"id":"W4386103959","doi":"10.31399/asm.amp.2023-05.p053","title":"Thermal Spray Publishing: A Scientometric Portrait of 40 Years of Contributions","year":2023,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"High-Temperature Coating Behaviors","field":"Engineering","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":"Concordia University","funders":"","keywords":"Portrait; Publishing; Thermal spraying; Field (mathematics); Engineering; Library science; Art history; Art; Materials science; Computer science; Nanotechnology; Mathematics; Literature","score_opus":0.019184066060173463,"score_gpt":0.26807520377049804,"score_spread":0.24889113771032456,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386103959","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":[0.5875593,0.12818646,0.0052930554,0.02602214,0.0022096136,0.00037525545,0.064606674,0.0012698082,0.18447773],"genre_scores_gemma":[0.90923405,0.04537219,0.004616927,0.0011035977,0.0030771354,0.00025094554,0.025055075,0.00039946186,0.010890628],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.98422974,0.002137482,0.0023309225,0.001096248,0.009419058,0.00078654947],"domain_scores_gemma":[0.87406045,0.046702743,0.03069951,0.0069941697,0.03657839,0.0049647954],"candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.013877533,0.00055942615,0.0009305488,0.14421937,0.0018769455,0.008463043,0.00068763294,0.0008315171,0.007197314],"category_scores_gemma":[0.074565046,0.0002868672,0.0008700096,0.21064046,0.0017978933,0.010165579,0.003708005,0.0009100387,0.0022726008],"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":[0.0004857098,0.0001305119,0.22625604,0.006465267,0.00095794606,0.0008131999,0.032374505,0.002173589,0.0037521757,0.05435467,0.13281403,0.53942245],"study_design_scores_gemma":[0.000028565839,0.00032370002,0.60330576,0.0025743225,0.00019399074,0.0011527909,0.016234841,0.0016208393,0.0012571781,0.014857554,0.35830668,0.00014370665],"about_ca_topic_score_codex":0.0030376893,"about_ca_topic_score_gemma":0.0051805805,"teacher_disagreement_score":0.8557806,"about_ca_system_score_codex":0.0021808334,"about_ca_system_score_gemma":0.0025110824,"threshold_uncertainty_score":0.07339227},"labels":[],"label_agreement":null},{"id":"W4386105604","doi":"10.31399/asm.amp.2023-04.p023","title":"Aluminum Applications in Marine Transportation","year":2023,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Engineering Applied Research","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":"Novelis (Canada)","funders":"","keywords":"Weldability; Corrosion; Formability; Aluminium; Environmental science; Metallurgy; Engineering; Materials science; Welding","score_opus":0.012307391173101012,"score_gpt":0.25087623363561556,"score_spread":0.23856884246251456,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386105604","genre_codex":"other","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":[0.13831921,0.16705255,0.07307883,0.010185643,0.0053343503,0.00026054645,0.00077348814,0.0022083905,0.6027869],"genre_scores_gemma":[0.6904703,0.063777596,0.026512915,0.0019588878,0.0016808824,0.00009006631,0.00058712077,0.00016140754,0.21476083],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9998417,0.000022724775,0.000010895784,0.000028309043,0.00007033757,0.000026120806],"domain_scores_gemma":[0.9998386,0.000013920481,0.000023188184,0.000009551791,0.00009237359,0.00002231056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020857144,0.0005239694,0.00012699034,0.0011002854,0.0006916509,0.00081961375,0.00072154525,0.0006608668,0.013379353],"category_scores_gemma":[0.00021703208,0.00013803266,0.0003522438,0.0009307146,0.00026346432,0.00066133024,0.0007322594,0.00035914057,0.005637034],"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":[0.00022438088,0.00015192467,0.003303547,0.0023967584,0.000042547235,0.0053075915,0.00063936145,0.008222802,0.2627291,0.034614265,0.065923706,0.6164442],"study_design_scores_gemma":[0.000012585862,0.0003833028,0.0014545121,0.00030506862,0.000032271717,0.0023945144,0.0004548544,0.0027006066,0.067243196,0.004765545,0.92022437,0.000029293022],"about_ca_topic_score_codex":0.0022165785,"about_ca_topic_score_gemma":0.0042404113,"teacher_disagreement_score":0.013379353,"about_ca_system_score_codex":0.00075877487,"about_ca_system_score_gemma":0.00037655802,"threshold_uncertainty_score":0.04475844},"labels":[],"label_agreement":null},{"id":"W4386105840","doi":"10.31399/asm.amp.2023-03.p038","title":"Cold Spray Aids Development of Decentralized Energy Harvesters","year":2023,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","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 Ottawa","funders":"","keywords":"Peek; Process engineering; Electric potential energy; Wind power; Mechanical engineering; Electric power; Work (physics); Thermal energy; Environmental science; Manufacturing engineering; Automotive engineering; Power (physics); Engineering; Materials science; Electrical engineering; Composite material","score_opus":0.014676725966274453,"score_gpt":0.22860296969153837,"score_spread":0.21392624372526392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386105840","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":[0.82223225,0.004244485,0.13159823,0.0005841037,0.0005772816,0.00046864923,0.00061850995,0.0012368931,0.03843949],"genre_scores_gemma":[0.9468522,0.0008841136,0.038292125,0.00009243944,0.00005597322,0.0000733967,0.00021426403,0.00008553638,0.013449956],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99984217,0.0000082622455,0.0000066582716,0.00004225538,0.00007990066,0.000020702482],"domain_scores_gemma":[0.99987984,0.000019758507,0.000019272495,0.000018427601,0.000045672947,0.000017048531],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023444388,0.00022329392,0.0002744591,0.0002325123,0.00017699305,0.00047888941,0.000534778,0.00033660364,0.004776424],"category_scores_gemma":[0.00022606162,0.00020462763,0.00025116093,0.00014185297,0.00020646559,0.0005775157,0.00032744597,0.0005530672,0.001265727],"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":[0.000030757787,0.000062940955,0.00016149344,0.00007924473,0.000005726854,0.000036419096,0.000022239587,0.0007690368,0.98617643,0.0011350338,0.00047403498,0.011046588],"study_design_scores_gemma":[0.000026315847,0.00028812245,0.0009563441,0.0000088231145,0.000009590736,0.000091025875,0.000021276739,0.0065142508,0.9786145,0.00022207778,0.0132383285,0.000009366263],"about_ca_topic_score_codex":0.00036797347,"about_ca_topic_score_gemma":0.0008012067,"teacher_disagreement_score":0.004776424,"about_ca_system_score_codex":0.00032470198,"about_ca_system_score_gemma":0.00018347046,"threshold_uncertainty_score":0.015978694},"labels":[],"label_agreement":null},{"id":"W4386140431","doi":"10.31399/asm.amp.2015-03.p018","title":"Mixed Materials Drive Lightweight Vehicle Design","year":2015,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Mechanical Engineering and Vibrations Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Magna International (Canada)","funders":"","keywords":"Automotive industry; Automotive engineering; Manufacturing engineering; Engineering; Computer science; Aerospace engineering","score_opus":0.061895927170926825,"score_gpt":0.25675566676309625,"score_spread":0.19485973959216943,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386140431","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":[0.14844242,0.0010917594,0.7008761,0.00035013954,0.00037022328,0.0003092134,0.00033877106,0.0012535958,0.14696771],"genre_scores_gemma":[0.82025856,0.0006249458,0.09118395,0.000074938725,0.000044445183,0.00028710515,0.00023123976,0.00017238907,0.0871224],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99987304,0.00001679911,0.0000030368776,0.000013318282,0.00008068126,0.000013149769],"domain_scores_gemma":[0.9999523,0.0000053403073,0.000006502107,0.000004654395,0.000024909867,0.000006246882],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011688289,0.00046481768,0.00016869763,0.00051889766,0.00029981608,0.00051366433,0.0005879348,0.0002791721,0.00879761],"category_scores_gemma":[0.00011146278,0.00021701014,0.0002495585,0.00015171226,0.00021297403,0.0003426459,0.00047615537,0.00023730991,0.002309037],"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":[0.0004737354,0.00013611336,0.002524562,0.00067871565,0.00007039797,0.0005979212,0.00019156774,0.18096384,0.37085173,0.12346727,0.008312256,0.31173196],"study_design_scores_gemma":[0.00008964682,0.0019482236,0.0030957547,0.00017336362,0.00008029217,0.00080925034,0.0003159974,0.5979791,0.14097881,0.02206066,0.23239656,0.00007236243],"about_ca_topic_score_codex":0.0006289758,"about_ca_topic_score_gemma":0.0012593763,"teacher_disagreement_score":0.00879761,"about_ca_system_score_codex":0.00035272771,"about_ca_system_score_gemma":0.00031342576,"threshold_uncertainty_score":0.029430985},"labels":[],"label_agreement":null},{"id":"W4386228926","doi":"10.31399/asm.amp.2016-05.p024","title":"New Trends in Aerospace: Saving the Bottom Line With Cold Spray Repairs","year":2016,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"High-Temperature Coating Behaviors","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CenterLine (Canada)","funders":"","keywords":"Aerospace; Gas dynamic cold spray; Component (thermodynamics); Engineering; Manufacturing engineering; Mechanical engineering; Line (geometry); Materials science; Aerospace engineering; Composite material; Physics; Coating","score_opus":0.009895805482024803,"score_gpt":0.2297493330962373,"score_spread":0.2198535276142125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386228926","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.044150617,0.47164673,0.043833256,0.18296398,0.008676035,0.00009611988,0.0004958366,0.0012302824,0.2469071],"genre_scores_gemma":[0.2849098,0.45763397,0.071748935,0.025365958,0.006368659,0.000095691226,0.00065755076,0.00048205245,0.15273741],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99934906,0.00008133797,0.000024423063,0.00007118924,0.00038054577,0.00009351912],"domain_scores_gemma":[0.9988925,0.00016884746,0.000075359654,0.00008627759,0.0005736919,0.00020335449],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012626059,0.00042467,0.0003123638,0.0008389186,0.0006878518,0.0020721485,0.0009717771,0.0014861779,0.028057424],"category_scores_gemma":[0.00090954854,0.00014285909,0.00032622827,0.0008706457,0.0010603499,0.004497449,0.00087245024,0.0015338683,0.0070065786],"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":[0.0001248475,0.0002981738,0.0024090176,0.0016118693,0.000033903638,0.0003512857,0.00048807435,0.0014848756,0.022297064,0.119220205,0.17153892,0.6801418],"study_design_scores_gemma":[0.000011557123,0.0002308149,0.002283766,0.0005253338,0.000016813367,0.000654563,0.0009866825,0.0012758693,0.0059394916,0.019980883,0.9680595,0.00003464663],"about_ca_topic_score_codex":0.001516641,"about_ca_topic_score_gemma":0.0056622787,"teacher_disagreement_score":0.028057424,"about_ca_system_score_codex":0.000916078,"about_ca_system_score_gemma":0.0013225356,"threshold_uncertainty_score":0.09386146},"labels":[],"label_agreement":null},{"id":"W4386229137","doi":"10.31399/asm.amp.2016-09.p018","title":"Engineering Liquid Metals to Manufacture Quality Components","year":2016,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Microstructure; Materials science; Alloy; Component (thermodynamics); Metallurgy; Process engineering; Simplicity; Process (computing); Liquid state; Quality (philosophy); Manufacturing engineering; Mechanical engineering; Computer science; Engineering; Chemistry","score_opus":0.01922237681389298,"score_gpt":0.23155121181104507,"score_spread":0.2123288349971521,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386229137","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40023267,0.004448393,0.5134418,0.00070852955,0.00032478038,0.00017989025,0.00017799705,0.0016145703,0.078871354],"genre_scores_gemma":[0.88015,0.001265327,0.1005337,0.000135436,0.00004495751,0.00006332231,0.0001200826,0.00020517524,0.017481945],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997789,0.000017432983,0.000010156445,0.000022191902,0.00014873776,0.000022533315],"domain_scores_gemma":[0.9998627,0.000018346553,0.00004390143,0.000022965341,0.00004278678,0.000009330214],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021509377,0.00026347008,0.00021683742,0.00047610817,0.00024969087,0.00068381283,0.0004143649,0.00032157174,0.0041336818],"category_scores_gemma":[0.0003296888,0.0002155072,0.00022398158,0.00037847567,0.00050208037,0.00077277713,0.0006008361,0.0003895084,0.0016603076],"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":[0.00009860825,0.00005358687,0.0004734632,0.000307161,0.000015126162,0.00015742429,0.0000702948,0.0071386504,0.92459327,0.018670358,0.00093264575,0.047489457],"study_design_scores_gemma":[0.00005282394,0.0005450343,0.00074466324,0.000053609358,0.00002484766,0.00024444767,0.00006436111,0.035901345,0.9102795,0.0055000074,0.04656869,0.000020543364],"about_ca_topic_score_codex":0.0005517795,"about_ca_topic_score_gemma":0.0013352145,"teacher_disagreement_score":0.0041336818,"about_ca_system_score_codex":0.000550344,"about_ca_system_score_gemma":0.00037126316,"threshold_uncertainty_score":0.013828516},"labels":[],"label_agreement":null},{"id":"W4386229344","doi":"10.31399/asm.amp.2016-09.p026","title":"Collaborative Approach Tackles Aluminum Lightweighting Challenges","year":2016,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Durability; Aluminium; Manufacturing engineering; Materials science; Construction engineering; Engineering; Mechanical engineering; Computer science; Metallurgy; Composite material","score_opus":0.025551502203566324,"score_gpt":0.24582676570377773,"score_spread":0.2202752635002114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386229344","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06843404,0.0008571559,0.84212697,0.0035605598,0.00037481455,0.00044925747,0.00014088748,0.0027955484,0.08126077],"genre_scores_gemma":[0.50975436,0.00072294875,0.43201682,0.0006648852,0.0002950521,0.0004200503,0.00064872723,0.00080210326,0.054675177],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9932968,0.0022219738,0.00020800752,0.0011109706,0.0024059934,0.00075623515],"domain_scores_gemma":[0.991931,0.0024429183,0.00043996668,0.002560923,0.0017027974,0.0009223808],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006221516,0.0008622244,0.00095605105,0.0014367172,0.0034114136,0.004409142,0.003806347,0.0030676296,0.012524866],"category_scores_gemma":[0.008157633,0.00044881715,0.0011454604,0.0011322955,0.0014750741,0.0042986735,0.01065804,0.0017271973,0.00426957],"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":[0.0004782072,0.0014736183,0.0050425245,0.0009839396,0.00020244588,0.0023891646,0.008660386,0.07104822,0.04012681,0.16697155,0.04829558,0.6543276],"study_design_scores_gemma":[0.00018715268,0.00069188303,0.0022732774,0.00024915914,0.00018159267,0.0013798535,0.008091506,0.44286537,0.0195709,0.16086498,0.3635067,0.000137667],"about_ca_topic_score_codex":0.0047314065,"about_ca_topic_score_gemma":0.008040266,"teacher_disagreement_score":0.012524866,"about_ca_system_score_codex":0.0013973914,"about_ca_system_score_gemma":0.003832924,"threshold_uncertainty_score":0.04189986},"labels":[],"label_agreement":null},{"id":"W4386229352","doi":"10.31399/asm.amp.2016-10.p044","title":"Online Diagnostic Tools Improve Thermal Spray Process","year":2016,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Plant Surface Properties and Treatments","field":"Agricultural and Biological Sciences","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":"Marinvent (Canada)","funders":"","keywords":"Process (computing); Materials science; Process engineering; Thermal spraying; Manufacturing engineering; Computer science; Metallurgy; Engineering; Nanotechnology; Coating","score_opus":0.02550206641333704,"score_gpt":0.22656067243941186,"score_spread":0.2010586060260748,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386229352","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5706297,0.0023848098,0.37713072,0.001237783,0.00042761565,0.0011218411,0.0002765541,0.011865929,0.034925073],"genre_scores_gemma":[0.8900889,0.00034987845,0.10354964,0.00024800704,0.000039697137,0.00009217977,0.00009917298,0.00041216874,0.0051204343],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99765354,0.0005098784,0.00016112176,0.00024139817,0.0012377048,0.00019636746],"domain_scores_gemma":[0.994885,0.0024705455,0.00061022455,0.000868466,0.0010455049,0.00012028571],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024681157,0.0010357443,0.0004576098,0.0011363806,0.00052232563,0.001811591,0.0015308311,0.0013881108,0.007926744],"category_scores_gemma":[0.0079472065,0.00031599493,0.00041416052,0.00047420562,0.00053779717,0.0022087777,0.0013689799,0.0007447107,0.0017838452],"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":[0.0011542476,0.0012434316,0.0098726805,0.0012650525,0.00005397085,0.0028342085,0.0011566504,0.01803175,0.38402617,0.0039332504,0.005194159,0.57123446],"study_design_scores_gemma":[0.00015568997,0.002930358,0.015307353,0.00048779324,0.00021513036,0.0033266845,0.00087427866,0.15685871,0.76663965,0.003929973,0.049063362,0.0002109404],"about_ca_topic_score_codex":0.00076215185,"about_ca_topic_score_gemma":0.00085603405,"teacher_disagreement_score":0.007926744,"about_ca_system_score_codex":0.00064308743,"about_ca_system_score_gemma":0.00048727638,"threshold_uncertainty_score":0.02651757},"labels":[],"label_agreement":null},{"id":"W4386229497","doi":"10.31399/asm.amp.2016-03.p016","title":"High-Temperature Aluminum Alloys for Automotive Powertrains","year":2016,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Material Properties and Applications","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Nuclear Laboratories; Natural Resources Canada","funders":"","keywords":"Materials science; Alloy; Automotive industry; Aluminium; Metallurgy; Powertrain; Ultimate tensile strength; Engineering","score_opus":0.014847053264166361,"score_gpt":0.24519481423720477,"score_spread":0.2303477609730384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386229497","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67757857,0.09407684,0.11020714,0.0011587861,0.0016726846,0.00035612064,0.0004362483,0.0013543034,0.11315934],"genre_scores_gemma":[0.922268,0.009191797,0.026837299,0.00009580049,0.00012336987,0.00005234491,0.00020632429,0.000090586414,0.041134514],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99987614,0.000014737077,0.000004736483,0.00001345346,0.000077684825,0.000013207145],"domain_scores_gemma":[0.9999294,0.0000069197276,0.000011148757,0.0000073522842,0.000037089554,0.000008071317],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013467122,0.00033950192,0.00017537212,0.00043210312,0.00023594857,0.0003998434,0.0003878612,0.000353347,0.0026052117],"category_scores_gemma":[0.00012721494,0.00014540445,0.00024362626,0.00025436803,0.00014838247,0.00028514524,0.00021043194,0.0003753758,0.001159444],"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":[0.000073290736,0.00006593786,0.00042419063,0.00029544,0.000017468012,0.00014497194,0.000042959316,0.0017370251,0.9572253,0.005341772,0.00066398224,0.033967588],"study_design_scores_gemma":[0.000033383287,0.0006384578,0.0023999617,0.000039730534,0.000040043135,0.00036724439,0.00006453375,0.0053928657,0.92105865,0.0015554652,0.068393156,0.000016477485],"about_ca_topic_score_codex":0.0006939989,"about_ca_topic_score_gemma":0.002699408,"teacher_disagreement_score":0.0026052117,"about_ca_system_score_codex":0.00042529084,"about_ca_system_score_gemma":0.00030661208,"threshold_uncertainty_score":0.008715272},"labels":[],"label_agreement":null},{"id":"W4386229720","doi":"10.31399/asm.amp.2016-09.p047","title":"ASM News for October 2016","year":2016,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Library science; Management; Foundation (evidence); Engineering; Sociology; Political science; Media studies; Law; Computer science","score_opus":0.015409527553074818,"score_gpt":0.2533306386058559,"score_spread":0.2379211110527811,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386229720","genre_codex":"other","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000951531,0.012097186,0.0009301459,0.030342657,0.08720891,0.00021343608,0.0052920613,0.0017235925,0.86124057],"genre_scores_gemma":[0.0014852125,0.0035154861,0.00031281085,0.0031052723,0.0033525317,0.000029394196,0.002178534,0.00017122092,0.9858495],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99824286,0.00006913399,0.00007377938,0.00009354738,0.001349246,0.00017143395],"domain_scores_gemma":[0.99779713,0.00010981158,0.000103146725,0.00013898281,0.0014191214,0.00043176618],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010043374,0.00097622897,0.0005299895,0.0014874154,0.0017169227,0.0048985183,0.00090821146,0.0028155954,0.4248935],"category_scores_gemma":[0.0032437488,0.00042195668,0.0006467369,0.0013068663,0.00042561753,0.0016956216,0.0016223914,0.0027558107,0.4162216],"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":[0.000018160048,0.000019081672,0.00004932206,0.0000641245,0.0000010978033,0.000027227296,0.000009992815,0.000016141334,0.00023912074,0.0004065219,0.969826,0.029323185],"study_design_scores_gemma":[0.000001879739,0.000007764895,0.00012991387,0.00003592167,6.8559433e-7,0.000017901435,0.000018496516,0.000011578964,0.000079425445,0.000071715906,0.9996226,0.0000021472576],"about_ca_topic_score_codex":0.004855394,"about_ca_topic_score_gemma":0.013037519,"teacher_disagreement_score":0.4248935,"about_ca_system_score_codex":0.0010962198,"about_ca_system_score_gemma":0.0024635517,"threshold_uncertainty_score":0.82031965},"labels":[],"label_agreement":null},{"id":"W4386349397","doi":"10.31399/asm.amp.2017-08.p035","title":"SST Cold Spray Technology Restores High-Value Precision Gauging Fixtures","year":2017,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Materials Engineering and Processing","field":"Engineering","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":"CenterLine (Canada)","funders":"","keywords":"Gas dynamic cold spray; Materials science; Aluminium; High heat; Thermal spraying; Mechanical engineering; Technology development; Supersonic speed; Metallurgy; Consolidation (business); Spray forming; Alloy; Engineering; Manufacturing engineering; Aerospace engineering; Composite material","score_opus":0.00849611334350216,"score_gpt":0.23456537935256605,"score_spread":0.22606926600906388,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386349397","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":[0.93916017,0.00054950116,0.039859552,0.00048147325,0.00021456213,0.0001422395,0.000109236076,0.0012586318,0.018224701],"genre_scores_gemma":[0.98632985,0.00009410825,0.009804439,0.00007539832,0.000014463823,0.000009956458,0.00003669994,0.00007823193,0.0035568113],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99922264,0.00005475757,0.000052943342,0.000071044466,0.00046100363,0.00013764712],"domain_scores_gemma":[0.9993813,0.00011108497,0.00013597052,0.00019379145,0.00013214446,0.000045734407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007085959,0.00048626307,0.00023742329,0.00073521334,0.0007495975,0.0006282371,0.00089930464,0.0009858105,0.0032963476],"category_scores_gemma":[0.0014844708,0.00022481642,0.0004310577,0.00027950763,0.001311987,0.0006274909,0.0008041997,0.0006577185,0.0010536416],"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":[0.00061142776,0.00020306067,0.040731408,0.00048035174,0.0000706801,0.03653964,0.004222786,0.014033887,0.57402766,0.017056935,0.008908503,0.30311367],"study_design_scores_gemma":[0.00008875527,0.002972613,0.03947849,0.00017057084,0.00013932158,0.06752685,0.0025277995,0.021502512,0.7534381,0.0038653687,0.108150445,0.00013916753],"about_ca_topic_score_codex":0.0021726782,"about_ca_topic_score_gemma":0.004679279,"teacher_disagreement_score":0.0032963476,"about_ca_system_score_codex":0.00066736474,"about_ca_system_score_gemma":0.00055245287,"threshold_uncertainty_score":0.011027396},"labels":[],"label_agreement":null},{"id":"W4386375411","doi":"10.31399/asm.amp.2017-08.p016","title":"Using Induction Melting to Make Lithium-Ion Battery Material","year":2017,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; Western University; Polytechnique Montréal; Natural Resources Canada","funders":"","keywords":"Battery (electricity); Materials science; Homogeneous; Casting; Lithium (medication); Process (computing); Lithium-ion battery; Cathode; Process engineering; Ion; Computer science; Metallurgy; Electrical engineering; Chemistry; Engineering; Thermodynamics","score_opus":0.050082218254749386,"score_gpt":0.30613273157642507,"score_spread":0.25605051332167567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386375411","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":[0.9362788,0.0020751925,0.05060753,0.000118267344,0.000106422085,0.00016065211,0.0003643134,0.00078334607,0.009505532],"genre_scores_gemma":[0.97297996,0.00083563715,0.022716166,0.0000315349,0.000016987227,0.000050754115,0.00022583656,0.00015732979,0.0029859112],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99988306,0.000010428809,0.000011825134,0.000025499843,0.00004831845,0.000020917189],"domain_scores_gemma":[0.99989736,0.000017019103,0.000035192636,0.000020236064,0.000019663808,0.000010600144],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001850921,0.00027450334,0.00026410838,0.00040286622,0.0002804328,0.00043664855,0.00026373094,0.00025527304,0.0012873393],"category_scores_gemma":[0.00022235147,0.00015457533,0.00036863532,0.00032808376,0.00018035944,0.00041841037,0.00031490086,0.0004542943,0.0006610028],"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":[0.000033908953,0.000019924088,0.00010579146,0.00007484295,0.000004027262,0.000072651535,0.00003055593,0.0002289159,0.994735,0.00027383646,0.0000506936,0.0043699583],"study_design_scores_gemma":[0.0000042426987,0.000059269325,0.00021150782,0.0000039617416,0.0000067054416,0.000042054868,0.000006380913,0.00047875821,0.9974559,0.00003272804,0.0016961704,0.0000023812256],"about_ca_topic_score_codex":0.00024034915,"about_ca_topic_score_gemma":0.00046237715,"teacher_disagreement_score":0.0012873393,"about_ca_system_score_codex":0.0002642988,"about_ca_system_score_gemma":0.00021882528,"threshold_uncertainty_score":0.0043066144},"labels":[],"label_agreement":null},{"id":"W4386375456","doi":"10.31399/asm.amp.2017-01.p018","title":"Developing Strong Core Technology for High Pressure Die Casting","year":2017,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"General Motors (Canada); Natural Resources Canada","funders":"","keywords":"Die (integrated circuit); Die casting; Core (optical fiber); Automotive industry; Mechanical engineering; Casting; Manufacturing engineering; Work (physics); Engineering drawing; Volume (thermodynamics); High pressure; Engineering; Materials science; Computer science; Metallurgy; Composite material; Engineering physics","score_opus":0.05339017354652489,"score_gpt":0.2831860389407353,"score_spread":0.2297958653942104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386375456","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":[0.5026846,0.0030859762,0.43002048,0.0005325383,0.00072994287,0.0003914696,0.00016550388,0.0014674128,0.060922056],"genre_scores_gemma":[0.8207409,0.0012722268,0.16228707,0.00014367241,0.00008753444,0.00011821596,0.0001902011,0.00027207867,0.01488808],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994184,0.000027675136,0.000019686244,0.000050880815,0.00040864688,0.00007476671],"domain_scores_gemma":[0.99943537,0.00006113463,0.00007726771,0.0000782402,0.00029615164,0.00005171963],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006173266,0.00038600143,0.00040286238,0.00038260088,0.00032079854,0.0008787187,0.00068088004,0.00061209674,0.002259944],"category_scores_gemma":[0.0006405303,0.00032567637,0.0003405204,0.00023753969,0.00041921448,0.0013428995,0.00095312524,0.0010494541,0.0015364995],"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":[0.000034574503,0.0000581543,0.0003349416,0.00036385888,0.000013497091,0.00014936492,0.00013780732,0.0022393342,0.9574045,0.011548815,0.001027967,0.026687242],"study_design_scores_gemma":[0.000019850397,0.0003103881,0.0010084397,0.000039977785,0.000018988949,0.00027892218,0.000046068464,0.016207024,0.96501386,0.0008711249,0.0161651,0.000020297757],"about_ca_topic_score_codex":0.00045180242,"about_ca_topic_score_gemma":0.0011069662,"teacher_disagreement_score":0.002259944,"about_ca_system_score_codex":0.000543101,"about_ca_system_score_gemma":0.0011504847,"threshold_uncertainty_score":0.007560253},"labels":[],"label_agreement":null},{"id":"W4389094098","doi":"10.31399/asm.amp.2023-07.p045","title":"ASM News for October 2023","year":2023,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Foundation (evidence); Competition (biology); Management; Political science; Executive director; Library science; Law; Computer science; Economics","score_opus":0.01943160858732259,"score_gpt":0.24559980255637043,"score_spread":0.22616819396904783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389094098","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":[0.0012808719,0.0038878764,0.0017851837,0.022809908,0.046619393,0.00015444703,0.0035792242,0.0034695994,0.9164135],"genre_scores_gemma":[0.002109581,0.00076655066,0.0003896719,0.0027656697,0.0017549925,0.000029809886,0.001235381,0.00025350414,0.99069476],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991283,0.000044155524,0.00002309564,0.00006245292,0.0006185694,0.00012353784],"domain_scores_gemma":[0.9986431,0.00007983011,0.000035607572,0.000096048076,0.00084354007,0.00030187165],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00077023957,0.000720947,0.00040472698,0.001038632,0.0017015112,0.0039853277,0.000716571,0.0026848349,0.47579217],"category_scores_gemma":[0.001826162,0.0003499398,0.0005094784,0.0007740451,0.00042400905,0.0012566276,0.001114999,0.0026198481,0.39747748],"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":[0.000018207307,0.000009910552,0.000033053642,0.00001988399,8.5124384e-7,0.000018716226,0.0000053253057,0.000024011788,0.00019880928,0.0005613859,0.985796,0.013313988],"study_design_scores_gemma":[0.0000034383274,0.000009474921,0.00012513691,0.000015317895,9.108836e-7,0.000013718557,0.000013540614,0.000039572133,0.000095961084,0.000114611634,0.99956626,0.0000020266912],"about_ca_topic_score_codex":0.0045766025,"about_ca_topic_score_gemma":0.015859623,"teacher_disagreement_score":0.47579217,"about_ca_system_score_codex":0.0010649383,"about_ca_system_score_gemma":0.0013318298,"threshold_uncertainty_score":0.7477188},"labels":[],"label_agreement":null},{"id":"W4389094402","doi":"10.31399/asm.amp.2023-07.p012","title":"Bridging Mechanical Engineering and Materials Science","year":2023,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Nanotechnology research and applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bridging (networking); Science and engineering; Connection (principal bundle); Engineering; Mechanical engineering; Engineering ethics; Engineering physics; Computer science","score_opus":0.012627372143004594,"score_gpt":0.25060782176970453,"score_spread":0.23798044962669992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389094402","genre_codex":"commentary","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017007984,0.13441297,0.046419084,0.4344459,0.02662028,0.00007038368,0.00012448321,0.00026650075,0.3406324],"genre_scores_gemma":[0.5415443,0.103577755,0.035330836,0.099242136,0.024827728,0.00022685778,0.00016156535,0.0003414306,0.19474737],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99546814,0.0021244702,0.00016356178,0.0004998775,0.0012541219,0.00048986636],"domain_scores_gemma":[0.9944963,0.0036664617,0.00019290175,0.00035352222,0.000746431,0.0005443813],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00718431,0.0007403035,0.0006136014,0.0017406679,0.0031615337,0.007083039,0.0008736856,0.0040916046,0.028505256],"category_scores_gemma":[0.005885319,0.0003916165,0.00041631886,0.00091150135,0.0066985246,0.008513541,0.0077130324,0.0069120983,0.0030811075],"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":[0.00006289429,0.00010364295,0.0006777649,0.0006511608,0.000018905948,0.00033334404,0.0024263256,0.0010458656,0.004189715,0.7534055,0.10263723,0.13444763],"study_design_scores_gemma":[0.0000058982564,0.000058870985,0.00072762195,0.00078171736,0.0000044420503,0.00015859673,0.0027579414,0.0010279955,0.0012323583,0.27691382,0.7163093,0.000021462383],"about_ca_topic_score_codex":0.0016734002,"about_ca_topic_score_gemma":0.0022886437,"teacher_disagreement_score":0.028505256,"about_ca_system_score_codex":0.0033616484,"about_ca_system_score_gemma":0.003169064,"threshold_uncertainty_score":0.09535962},"labels":[],"label_agreement":null},{"id":"W4392970509","doi":"10.31399/asm.amp.2024-02.p024","title":"Aluminum Continues to Shine in Commercial Aircraft Applications","year":2024,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Material Properties and Applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Novelis (Canada)","funders":"","keywords":"Aisle; Forging; Manufacturing engineering; Aircraft industry; Engineering; Product (mathematics); Mechanical engineering; Aluminium; Aeronautics; Metallurgy; Materials science","score_opus":0.01960961057478127,"score_gpt":0.28160314381609375,"score_spread":0.26199353324131247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392970509","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.063225225,0.57389957,0.013961577,0.03449648,0.007798935,0.00005793474,0.0002854529,0.00049534056,0.3057795],"genre_scores_gemma":[0.38898838,0.38159814,0.023992963,0.013163936,0.007622067,0.000057668083,0.00037165039,0.00034757316,0.18385771],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99959654,0.000048206028,0.000025960646,0.00007148856,0.00021095,0.000046854784],"domain_scores_gemma":[0.9991271,0.00020570944,0.000064977365,0.000047857324,0.00049018476,0.00006405996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00091580354,0.0002839632,0.00016073821,0.00075152935,0.0008773713,0.0019817632,0.0004371479,0.0011685659,0.008658663],"category_scores_gemma":[0.00087145495,0.00017649219,0.0002085229,0.000991856,0.000794822,0.0024324767,0.00083147397,0.00092185644,0.0034510249],"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":[0.0001770532,0.00008230959,0.0034682248,0.0026704334,0.00002476256,0.00083160424,0.0009849829,0.0009786921,0.05028527,0.098142415,0.07416777,0.76818657],"study_design_scores_gemma":[0.0000029373527,0.00013014018,0.00066668156,0.00026868458,0.000008004436,0.00044291542,0.00032310485,0.00024515085,0.008141401,0.0047810078,0.9849783,0.000011574283],"about_ca_topic_score_codex":0.0009875651,"about_ca_topic_score_gemma":0.0021094389,"teacher_disagreement_score":0.008658663,"about_ca_system_score_codex":0.00086696347,"about_ca_system_score_gemma":0.0007984879,"threshold_uncertainty_score":0.028966188},"labels":[],"label_agreement":null},{"id":"W4399214670","doi":"10.31399/asm.amp.2024-03.p037","title":"Painting with Metal: When History and Art Meet Thermal Spray","year":2024,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Cultural Heritage Materials Analysis","field":"Arts and Humanities","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 Ottawa","funders":"","keywords":"Multidisciplinary approach; Thermal spraying; Painting; Intersection (aeronautics); Gas dynamic cold spray; Visual arts; Manufacturing engineering; Mechanical engineering; Art; Materials science; Art history; Metallurgy; Engineering; Computer science; Engineering drawing; Computer graphics (images); Nanotechnology; Aerospace engineering; Sociology","score_opus":0.03118972107524935,"score_gpt":0.20198216747932018,"score_spread":0.17079244640407085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399214670","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73035204,0.007611171,0.0046890844,0.018729333,0.0023122572,0.00010750732,0.00068138895,0.00031282436,0.23520441],"genre_scores_gemma":[0.97802496,0.001991323,0.002098555,0.0016489868,0.0003387201,0.0000438627,0.0002455258,0.00016348557,0.015444641],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99854505,0.00028345804,0.00005081202,0.00016532859,0.0006467076,0.0003086195],"domain_scores_gemma":[0.9981306,0.0006846897,0.0002927017,0.00012136506,0.0004070782,0.0003636404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015507163,0.00021319407,0.00031515403,0.0014909344,0.0032567405,0.005424597,0.0006163043,0.0016162014,0.022421025],"category_scores_gemma":[0.00846803,0.00025726116,0.0003436646,0.001125662,0.0021723176,0.0046073366,0.0036891864,0.0016146493,0.0016597685],"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":[0.0011901609,0.00017849306,0.1924759,0.0009264864,0.00019323091,0.0070995274,0.27122375,0.00054317695,0.0146954255,0.041794907,0.12948242,0.34019643],"study_design_scores_gemma":[0.000014301074,0.00012213025,0.19107403,0.00095194683,0.000066387074,0.0029384422,0.3654994,0.000880011,0.0023344182,0.013794914,0.42222393,0.0001001425],"about_ca_topic_score_codex":0.0070405724,"about_ca_topic_score_gemma":0.028665664,"teacher_disagreement_score":0.022421025,"about_ca_system_score_codex":0.0020201094,"about_ca_system_score_gemma":0.00072029454,"threshold_uncertainty_score":0.07500583},"labels":[],"label_agreement":null},{"id":"W4409271510","doi":"10.31399/asm.amp.2025-02.p036","title":"Do Shape Memory Alloys Have Standards?","year":2025,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Advanced Memory and Neural Computing","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ATS Automation Tooling Systems (Canada)","funders":"","keywords":"Shape-memory alloy; Psychology; Materials science; Metallurgy","score_opus":0.01388807131630622,"score_gpt":0.27452942439974715,"score_spread":0.26064135308344094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409271510","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09267568,0.039207097,0.1698416,0.119615525,0.021904018,0.0006655459,0.0021713413,0.0030334264,0.5508858],"genre_scores_gemma":[0.6616424,0.025416186,0.17181437,0.04074114,0.0041368734,0.0015312324,0.00556816,0.0020721832,0.08707752],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.98062104,0.0030856663,0.0019763038,0.0012506051,0.012259457,0.0008069853],"domain_scores_gemma":[0.9291599,0.009911051,0.00529841,0.010009925,0.044547435,0.0010732504],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.030461147,0.0006915422,0.00073204,0.0020443907,0.0022160439,0.0068117594,0.0036826269,0.0037541883,0.007855554],"category_scores_gemma":[0.052941967,0.00047751283,0.0005191908,0.0022125419,0.004554181,0.0072977776,0.0016454943,0.0033249047,0.0067827133],"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":[0.00029119293,0.00048530306,0.009037288,0.001424973,0.00005145614,0.00022567935,0.0013554463,0.0012388766,0.018691659,0.55535793,0.09453681,0.31730348],"study_design_scores_gemma":[0.000063425075,0.0005839418,0.00864159,0.001643293,0.000054570195,0.00050948636,0.0024810797,0.0016525929,0.04244101,0.14490947,0.79689413,0.00012541063],"about_ca_topic_score_codex":0.004665324,"about_ca_topic_score_gemma":0.0054016127,"teacher_disagreement_score":0.030461147,"about_ca_system_score_codex":0.0027970048,"about_ca_system_score_gemma":0.007019676,"threshold_uncertainty_score":0.16109586},"labels":[],"label_agreement":null},{"id":"W4413777604","doi":"10.31399/asm.amp.2025-05.p021","title":"Lower-Carbon Aluminum Alloys for Transportation Infrastructure","year":2025,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Aluminum Alloys Composites Properties","field":"Engineering","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":"Novelis (Canada)","funders":"","keywords":"Aluminium; Carbon fibers; Business; Metallurgy; Transportation infrastructure; Materials science; Environmental science; Transport engineering; Engineering; Composite material","score_opus":0.0060853226137530135,"score_gpt":0.20896571762605234,"score_spread":0.20288039501229932,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413777604","genre_codex":"other","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":[0.2638005,0.04130173,0.046386436,0.005069617,0.002253909,0.0003135623,0.0006543576,0.0014161756,0.6388037],"genre_scores_gemma":[0.8024023,0.009554199,0.024696138,0.00083120173,0.0001831983,0.00006300313,0.00037679938,0.00012592644,0.16176727],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99968123,0.0000450803,0.0000129912005,0.000021876007,0.0002027748,0.000035963814],"domain_scores_gemma":[0.999838,0.000017663493,0.000027343429,0.000014061467,0.00008952177,0.0000134033235],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028083278,0.00046795994,0.00013270011,0.0010509543,0.00069596426,0.0011050465,0.00050504337,0.00069783686,0.014795393],"category_scores_gemma":[0.00030222128,0.00011067997,0.00028900296,0.00047712924,0.00024025427,0.00072352553,0.000423199,0.0003227816,0.0036551028],"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":[0.00041398915,0.00042508374,0.005110611,0.0025092035,0.000056674093,0.0011446622,0.00034115775,0.013447847,0.34778625,0.07657824,0.04162614,0.5105602],"study_design_scores_gemma":[0.00003778997,0.0007105057,0.0074563576,0.0007785071,0.00007175633,0.00090096955,0.00079419115,0.0056571304,0.1732744,0.011710746,0.79855716,0.000050504612],"about_ca_topic_score_codex":0.004092217,"about_ca_topic_score_gemma":0.01914116,"teacher_disagreement_score":0.014795393,"about_ca_system_score_codex":0.0010867909,"about_ca_system_score_gemma":0.00088561035,"threshold_uncertainty_score":0.04949552},"labels":[],"label_agreement":null}]}