{"meta":{"query_hash":"55946179e924","filters":{"venue":"Manufacturing Engineer"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/55946179e924","api":"https://metacan.xera.ac/api/v1/cohort?venue=Manufacturing+Engineer"},"results":[{"id":"W2096426898","doi":"10.1109/itw.2004.1405331","title":"Full diversity unitary space-time Bruhat constellations","year":2005,"lang":"en","type":"article","venue":"Manufacturing Engineer","topic":"Advanced Wireless Communication Techniques","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":"University of Ottawa","funders":"","keywords":"Unitary state; Coset; Constellation; Disjoint sets; Mathematics; Algorithm; Computer science; Topology (electrical circuits); Diagonal; Algebra over a field; Pure mathematics; Discrete mathematics; Combinatorics; Physics; Geometry","score_opus":0.008006566853205598,"score_gpt":0.19255109304367088,"score_spread":0.18454452619046527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096426898","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":[0.07570864,0.00031210034,0.9173337,0.0001487167,0.000060376315,0.00004893719,0.00005359308,0.00018469003,0.006149267],"genre_scores_gemma":[0.66363937,0.00042413833,0.33125675,0.00016890506,0.00010443258,0.00011266782,0.0002143443,0.000055758013,0.0040236423],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.999329,0.00025064612,0.00003764745,0.0000763425,0.00021316898,0.000093309856],"domain_scores_gemma":[0.99906284,0.00025888468,0.00013788024,0.0002405782,0.00021979139,0.000080045225],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042207754,0.00043882715,0.00044802637,0.0005627946,0.00042161267,0.0005590786,0.00045644707,0.00038885485,0.0015480178],"category_scores_gemma":[0.0014729062,0.0002290732,0.000333631,0.00055858743,0.0007576957,0.0011280645,0.0009535708,0.0006600375,0.0006590026],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009491555,0.00014750149,0.0014527724,0.00024563735,0.00010476003,0.00041724188,0.0005481176,0.13391678,0.17678939,0.38998193,0.0025296987,0.29291704],"study_design_scores_gemma":[0.00017919017,0.0012758556,0.0010423507,0.000099438796,0.00006764653,0.0016389152,0.00020840993,0.62326646,0.15812537,0.17566729,0.038269743,0.00015944634],"about_ca_topic_score_codex":0.00012212078,"about_ca_topic_score_gemma":0.00021144217,"teacher_disagreement_score":0.0015480178,"about_ca_system_score_codex":0.00024720575,"about_ca_system_score_gemma":0.00022731586,"threshold_uncertainty_score":0.0051786304},"labels":[],"label_agreement":null},{"id":"W2133231658","doi":"10.1049/me:20050201","title":"Searching for global competitiveness","year":2005,"lang":"en","type":"article","venue":"Manufacturing Engineer","topic":"Global Trade and Competitiveness","field":"Business, Management and Accounting","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":"Offshoring; Globalization; Business; Manufacturing sector; Manufacturing; Quarter (Canadian coin); Finished good; Industrial organization; Production (economics); Process (computing); Commerce; Economics; Outsourcing; Market economy; Marketing; Labour economics; Computer science","score_opus":0.015756145241075152,"score_gpt":0.22758233711821357,"score_spread":0.21182619187713841,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2133231658","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":[0.049103905,0.024582222,0.0039341175,0.14857446,0.0019911039,0.00004334427,0.00011021895,0.00020375906,0.77145684],"genre_scores_gemma":[0.8056081,0.03170117,0.006896503,0.039179992,0.0018887265,0.00011023312,0.00022950026,0.00022588835,0.11415993],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998601,0.00037085346,0.000038956132,0.00023643475,0.0002741752,0.00047860737],"domain_scores_gemma":[0.99895966,0.00023017047,0.000117123585,0.00016073484,0.00019330405,0.00033899705],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001661265,0.00043090383,0.00048290702,0.0013053617,0.002855407,0.010690509,0.0005925981,0.003923496,0.029240748],"category_scores_gemma":[0.0033917155,0.00016665676,0.0004989566,0.00186187,0.005500683,0.010308801,0.0077884584,0.0025184578,0.0044727796],"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":[0.000029679719,0.000032748507,0.0030463706,0.00035066856,0.000032359876,0.0006474235,0.008294995,0.0004585293,0.0012374,0.7394194,0.091794305,0.15465602],"study_design_scores_gemma":[0.000011007115,0.000039411265,0.004215232,0.00035031803,0.000014613186,0.00037024042,0.014145965,0.00016605205,0.00026357087,0.12168638,0.85871744,0.000019690313],"about_ca_topic_score_codex":0.0034138802,"about_ca_topic_score_gemma":0.005599669,"teacher_disagreement_score":0.029240748,"about_ca_system_score_codex":0.0030494742,"about_ca_system_score_gemma":0.0035462037,"threshold_uncertainty_score":0.0978201},"labels":[],"label_agreement":null},{"id":"W2537487225","doi":"10.1109/itw.2004.1405326","title":"Broadcasting with fidelity criteria","year":2005,"lang":"en","type":"article","venue":"Manufacturing Engineer","topic":"Mathematical Analysis and Transform Methods","field":"Mathematics","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":"McMaster University","funders":"","keywords":"Physics; Combinatorics; Distortion (music); Sigma; Mathematics; Quantum mechanics","score_opus":0.04453159299530839,"score_gpt":0.324120569895827,"score_spread":0.2795889769005186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2537487225","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":[0.083991714,0.00306616,0.8474414,0.0040279534,0.00016417552,0.00041942383,0.0016877475,0.00056952785,0.058631845],"genre_scores_gemma":[0.8563176,0.0022313339,0.12268559,0.000686192,0.000346881,0.00043983638,0.0011417413,0.00021384828,0.015936976],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9961541,0.0013098224,0.00019419151,0.000674009,0.0012126962,0.0004551698],"domain_scores_gemma":[0.9847526,0.011580926,0.00113236,0.0010102259,0.00093222264,0.0005917193],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032259738,0.0011144314,0.0016263144,0.001225362,0.0011968594,0.0029241783,0.0019604128,0.003064665,0.008533181],"category_scores_gemma":[0.027470736,0.00057064876,0.00092576456,0.001646545,0.0023700295,0.0046303994,0.0032395213,0.0029426755,0.0009438993],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005361537,0.000107420296,0.0015254777,0.00060801214,0.000092320886,0.0005311811,0.00058765867,0.23621596,0.0075297174,0.6887566,0.0068739615,0.056635633],"study_design_scores_gemma":[0.00018502724,0.0003520889,0.00092193513,0.00012631174,0.000058269008,0.0007646534,0.00018710832,0.5712543,0.0064775893,0.40333754,0.016269023,0.00006612076],"about_ca_topic_score_codex":0.0026457806,"about_ca_topic_score_gemma":0.001189229,"teacher_disagreement_score":0.008533181,"about_ca_system_score_codex":0.0033800742,"about_ca_system_score_gemma":0.0011401962,"threshold_uncertainty_score":0.028546333},"labels":[],"label_agreement":null},{"id":"W4206751491","doi":"10.1049/me:20010511","title":"The essentials of project management","year":2001,"lang":"en","type":"article","venue":"Manufacturing Engineer","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":5,"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":"Government of Ontario","keywords":"Project management; Engineering; Systems engineering; Process management; Computer science; Engineering management; Construction engineering","score_opus":0.05446471035254342,"score_gpt":0.3379093327873864,"score_spread":0.283444622434843,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206751491","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0030632622,0.022957401,0.07035593,0.067222185,0.003729615,0.00026642845,0.00022977007,0.00050142437,0.83167404],"genre_scores_gemma":[0.12459747,0.050603345,0.09767307,0.014664129,0.0042824363,0.0007674497,0.00044124824,0.0005681501,0.7064027],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99567956,0.0013300537,0.00026975284,0.00030488512,0.0020863907,0.00032935425],"domain_scores_gemma":[0.9956761,0.001962941,0.00028060193,0.0005478511,0.00089878467,0.000633803],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002798178,0.000552688,0.00038537357,0.0007256393,0.0029040084,0.009607759,0.0008857002,0.0017584555,0.013020295],"category_scores_gemma":[0.007828212,0.0006043988,0.00032993185,0.0011320555,0.005032951,0.0055469126,0.0029190497,0.0049153264,0.009497199],"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":[0.000008452584,0.000039725517,0.0003511197,0.00027197556,0.0000061760625,0.0001573667,0.0048338696,0.000746341,0.00033995227,0.5517658,0.23838575,0.20309356],"study_design_scores_gemma":[0.000002422972,0.000014840154,0.0003588584,0.0003003845,0.0000013277362,0.00014754714,0.00059939123,0.00020500194,0.00007401617,0.09850741,0.8997805,0.000008223948],"about_ca_topic_score_codex":0.002534511,"about_ca_topic_score_gemma":0.0029284398,"teacher_disagreement_score":0.013020295,"about_ca_system_score_codex":0.00230237,"about_ca_system_score_gemma":0.00548852,"threshold_uncertainty_score":0.043557286},"labels":[],"label_agreement":null}]}