{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"aa453bcb0cef","filters":{"venue":"International Review of Mechanical Engineering (IREME)"}},"results":[{"id":"W819105919","doi":"10.15866/ireme.v8i1.1260","title":"On Real Time Prediction of Cutting Forces Using ANN","year":2014,"lang":"en","type":"article","venue":"International Review of Mechanical Engineering (IREME)","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Machining; Artificial neural network; Profitability index; Focus (optics); Computer science; Process (computing); Agile software development; Mechanical engineering; Industrial engineering; Manufacturing engineering; Engineering; Machine learning","authors":[{"name":"H. El Kadi","is_ca":false},{"name":"Ibrahim Deiab","is_ca":true},{"name":"Amal Khattab","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008843206970762026,"gpt":0.2490612105805405,"spread":0.2402180036097785,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005174769,0.0006908624,0.0004076918,0.0003400544,0.0002108762,0.0006260593,0.0004169674,0.0007235932,0.001101048],"category_scores_gemma":[0.001730884,0.0002914634,0.0002829616,0.0004324488,0.0002268116,0.0005956909,0.0002805791,0.0006514924,0.0002626507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003117075,"about_ca_system_score_gemma":0.0002957433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006334154,"about_ca_topic_score_gemma":0.004850294,"domain_scores_codex":[0.9998153,0.0000550754,0.00001303372,0.00004195982,0.00005531654,0.00001946339],"domain_scores_gemma":[0.9991841,0.0006066322,0.00005423234,0.00003280961,0.0001122417,0.00001009703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005307628,0.00002838033,0.0006723999,0.00003602208,0.00001640142,0.00003711957,0.00001176015,0.9612526,0.002074869,0.0003715511,0.0002279403,0.03521788],"study_design_scores_gemma":[8.493107e-7,0.000008446335,0.0001280928,0.000002190517,0.000001320451,0.000002737718,0.000001394785,0.999328,0.0003729326,0.00009192614,0.00006069466,0.000001353782],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2849021,0.001433518,0.7000695,0.0003660287,0.0001734914,0.00007605488,0.0002102387,0.001595986,0.01117315],"genre_scores_gemma":[0.9462321,0.0006197559,0.04977515,0.00004908252,0.0000346727,0.00007236742,0.0001775515,0.00003454819,0.003004838],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006334154,"threshold_uncertainty_score":0.01259458,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1564319353","doi":"10.15866/ireme.v8i1.1262","title":"Fuzzy-Based Controller Design for Intelligent Robot Arm","year":2014,"lang":"en","type":"article","venue":"International Review of Mechanical Engineering (IREME)","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Fuzzy logic; Trajectory; Control theory (sociology); Controller (irrigation); Robotic arm; Computer science; Control engineering; Robot; Arm solution; PID controller; Fuzzy control system; Robot control; Motion control; Control (management); Engineering; Mobile robot; Artificial intelligence","authors":[{"name":"Ali Jebelli","is_ca":true},{"name":"M.C.E. Yagoub","is_ca":true},{"name":"Nima Lotfi","is_ca":false},{"name":"Seyyed Hossein Kazemi Riabi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02602025969671996,"gpt":0.2578152062531217,"spread":0.2317949465564017,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000388861,0.0005827361,0.0005095082,0.0003957353,0.0005240291,0.0009049308,0.0009326445,0.0008770892,0.001895639],"category_scores_gemma":[0.0005172814,0.0002365268,0.0003631837,0.0002645572,0.0003645786,0.0003841359,0.0003144161,0.0006240871,0.0005422072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004878518,"about_ca_system_score_gemma":0.0007067908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00424117,"about_ca_topic_score_gemma":0.003327948,"domain_scores_codex":[0.9997267,0.00002969311,0.00002147269,0.00006828916,0.0001276202,0.00002618394],"domain_scores_gemma":[0.999828,0.00003232259,0.00002402174,0.000009510867,0.00009850387,0.000007624419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000251309,0.0001307335,0.0004137841,0.0006477765,0.0001073139,0.0004546927,0.0002787354,0.6014462,0.08627965,0.0297008,0.003850317,0.2764387],"study_design_scores_gemma":[0.00003754307,0.0001873459,0.0002373954,0.00003613551,0.00003174373,0.0000897066,0.00001985205,0.9845741,0.00695243,0.00229195,0.005523139,0.00001865664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007135566,0.0006667813,0.9832992,0.00009764995,0.0001570088,0.00009251133,0.00002159177,0.0004387479,0.008090959],"genre_scores_gemma":[0.8007942,0.0007866241,0.1890162,0.000227373,0.0001023553,0.0003851172,0.00008413212,0.00004497658,0.008559123],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00424117,"threshold_uncertainty_score":0.008432984,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4365792377","doi":"10.15866/ireme.v16i12.23201","title":"Comparative Analysis of Air Conditioning Performance with 0.5 PK Capacity Using Environmentally Friendly Refrigerants","year":2022,"lang":"en","type":"article","venue":"International Review of Mechanical Engineering (IREME)","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Refrigerant; Air conditioning; Environmental science; Environmentally friendly; Process engineering; Waste management; Coefficient of performance; Engineering; Heat exchanger; Mechanical engineering","authors":[{"name":"Urip Prayogi","is_ca":false},{"name":"Gatot Ciptadi","is_ca":false},{"name":"Widodo Widodo","is_ca":false},{"name":"Abdurrouf Abdurrouf","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01850885191167604,"gpt":0.2480020110289987,"spread":0.2294931591173227,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006502855,0.0004834922,0.0004445836,0.000663927,0.0003610358,0.0004656923,0.0003771864,0.0003643856,0.003710278],"category_scores_gemma":[0.0009389566,0.000145738,0.0006802554,0.0005671962,0.000230619,0.0005450719,0.0002776662,0.0003492591,0.0007902959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000274935,"about_ca_system_score_gemma":0.0002207337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002103749,"about_ca_topic_score_gemma":0.00318981,"domain_scores_codex":[0.9991468,0.0001243577,0.00008098037,0.0001557526,0.0003399226,0.0001521043],"domain_scores_gemma":[0.9992477,0.0002096046,0.00007133064,0.00006331935,0.0003523811,0.00005575638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003166175,0.0003852601,0.01795055,0.0009749545,0.0001722954,0.0002312641,0.0005080777,0.004138659,0.9237638,0.0003056048,0.001282841,0.04712049],"study_design_scores_gemma":[0.00002679176,0.005954236,0.1100296,0.00004528997,0.0002438861,0.0002385379,0.0005474823,0.004738268,0.8711948,0.00009592404,0.006812339,0.00007273726],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946678,0.001044808,0.001314665,0.00003356941,0.00003718141,0.00004351659,0.0006741853,0.00007672207,0.002107555],"genre_scores_gemma":[0.9939647,0.0006170939,0.001666398,0.00002495584,0.00001442629,0.00004067056,0.0008424307,0.00003858331,0.002790835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003710278,"threshold_uncertainty_score":0.01241207,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2807237239","doi":"10.15866/ireme.v12i2.13995","title":"Particle-Based Modelling of In-Plane Shear in Textiles","year":2018,"lang":"en","type":"article","venue":"International Review of Mechanical Engineering (IREME)","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Shear (geology); Materials science; Mechanics; Displacement (psychology); Displacement field; Structural engineering; Composite material; Engineering; Physics; Finite element method","authors":[{"name":"Reza Samadi","is_ca":true},{"name":"F. Robitaille","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04310653581745264,"gpt":0.2969367892051785,"spread":0.2538302533877259,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003313759,0.0004076576,0.0005219576,0.0003551235,0.0003249773,0.0008328513,0.0005998665,0.001259481,0.0008110864],"category_scores_gemma":[0.0006317858,0.0003885116,0.0005372095,0.000333011,0.0007547282,0.0004774311,0.0004002853,0.0003973949,0.0001812521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003667517,"about_ca_system_score_gemma":0.0004626221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003440966,"about_ca_topic_score_gemma":0.001848014,"domain_scores_codex":[0.9998701,0.00003411965,0.000009760779,0.0000218317,0.00004675564,0.00001744582],"domain_scores_gemma":[0.9997703,0.0001193685,0.00003112606,0.00003614703,0.00002783172,0.00001514237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001254699,0.00001338351,0.0004199666,0.00001460101,0.000006768902,0.00004872549,0.00003501168,0.9910357,0.005078802,0.001663681,0.00002318177,0.001647671],"study_design_scores_gemma":[0.000002779296,0.000006916674,0.0001462735,0.000001466249,0.000001438004,0.000009210503,0.000004637616,0.9986593,0.0006924803,0.0003603626,0.0001133004,0.000001895818],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.291248,0.0002678147,0.7019228,0.00011675,0.0000568062,0.00006954646,0.0001196875,0.0001969744,0.006001654],"genre_scores_gemma":[0.9433615,0.0003780556,0.052526,0.0000203594,0.00001324234,0.00007561911,0.00007390834,0.00004762102,0.003503637],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003440966,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}