{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"ebf0faa3793f","filters":{"venue":"International Journal of Materials Technology and Innovation"}},"results":[{"id":"W4390171756","doi":"10.21608/ijmti.2023.244260.1097","title":"Removal of Crystal Violet and Acid Red 1 Dyes from Wastewater by Mechanically Activated Talc","year":2023,"lang":"en","type":"article","venue":"International Journal of Materials Technology and Innovation","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian MPS Society for Mucopolysaccharide and Related Diseases","funders":"","keywords":"Talc; Crystal violet; Wastewater; Chemistry; Pulp and paper industry; Activated sludge; Nuclear chemistry; Materials science; Waste management; Microbiology; Composite material; Biology; Engineering","authors":[{"name":"Sofia Afifi","is_ca":false},{"name":"Abdel-Khalek Mm","is_ca":true},{"name":"Farida El-Dars","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01152261664582623,"gpt":0.2548390412621667,"spread":0.2433164246163404,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004286132,0.00007161903,0.0001654916,0.0004073431,0.00003034753,0.0000272699,0.0001659849,0.0001147365,0.0001231786],"category_scores_gemma":[0.0001133281,0.00005848,0.00001522496,0.0004368573,0.0001112448,0.0001996106,0.0001465312,0.00007620463,0.000004665253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002518252,"about_ca_system_score_gemma":0.000004315677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003514084,"about_ca_topic_score_gemma":3.206572e-7,"domain_scores_codex":[0.9990824,0.00003469826,0.0004742198,0.0001136569,0.0002172923,0.00007776848],"domain_scores_gemma":[0.9994479,0.00001859901,0.000374048,0.00006320929,0.00008229374,0.00001391276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008610303,0.00002095302,0.001170456,0.000002507394,0.00007714544,0.00002079848,0.00004771283,0.000002988463,0.995903,0.0003972853,0.0003970468,0.001874052],"study_design_scores_gemma":[0.0003096872,0.00006672656,0.002503099,0.0000419763,0.00001282919,0.00006972692,0.00009034381,0.000008716082,0.9846284,0.01142221,0.0007898604,0.00005644841],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966907,0.00001247321,0.0001563829,0.002765646,0.0002663639,0.00002474006,0.00004087784,0.00002318011,0.00001965428],"genre_scores_gemma":[0.9989199,0.00005277674,0.0008239631,0.0000231815,0.00006079085,0.000001220619,0.00004335496,0.000005327373,0.0000694986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01127458,"threshold_uncertainty_score":0.2384745,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313502406","doi":"10.21608/ijmti.2022.165776.1061","title":"Wire Electrical Discharge Machining Process: Challenges and Future Prospects","year":2022,"lang":"en","type":"article","venue":"International Journal of Materials Technology and Innovation","topic":"Advanced Machining and Optimization Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Academy of Scientific Research and Technology","keywords":"Electrical discharge machining; Process (computing); Machining; Manufacturing engineering; Engineering; Mechanical engineering; Computer science","authors":[{"name":"Mostafa M. Shehata","is_ca":false},{"name":"Shimaa El‐Hadad","is_ca":false},{"name":"Helmi Attia","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006886473024274633,"gpt":0.2526757588130492,"spread":0.2457892857887746,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002362384,0.00007523192,0.0001226313,0.0008670673,0.00006786146,0.00002022166,0.0001232064,0.00006283826,0.00002565226],"category_scores_gemma":[0.00003922074,0.00007070242,0.00000677199,0.0002798842,0.00002810505,0.0001977323,0.00004514481,0.0002215804,1.465025e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003248426,"about_ca_system_score_gemma":0.0000112053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.705221e-8,"about_ca_topic_score_gemma":5.56828e-8,"domain_scores_codex":[0.9994045,0.00001349849,0.0002943476,0.00007625654,0.0001399234,0.0000714899],"domain_scores_gemma":[0.9996089,0.00000912448,0.0001736538,0.00003714766,0.0001613858,0.000009760628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001815333,0.0000793454,0.000785976,0.00006806821,0.000166792,0.00003714377,0.0009723652,0.001009942,0.1276661,0.5601267,0.0002516241,0.3086545],"study_design_scores_gemma":[0.002770354,0.001359955,0.004079407,0.0001953987,0.0000508133,0.004604025,0.002404666,0.003659107,0.6358917,0.3011275,0.04303678,0.000820379],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894748,0.002793175,0.003203957,0.003115555,0.0007246496,0.00007718283,0.00001093221,0.00021049,0.0003892058],"genre_scores_gemma":[0.9957269,0.00187885,0.002097432,0.0000558289,0.0001942329,0.00001591466,0.000009831278,0.00001217754,0.000008852954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5082256,"threshold_uncertainty_score":0.2883161,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399018260","doi":"10.21608/ijmti.2024.287146.1102","title":"Effect of Copper Addition on Microstructure and Mechanical Properties of Ductile Cast Iron","year":2024,"lang":"en","type":"article","venue":"International Journal of Materials Technology and Innovation","topic":"Metallurgy and Material Forming","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":"Canadian MPS Society for Mucopolysaccharide and Related Diseases","funders":"","keywords":"Microstructure; Copper; Metallurgy; Materials science; Cast iron; Ductile iron","authors":[{"name":"Mohamed Mourad","is_ca":true},{"name":"Mervat Ibrahim","is_ca":false},{"name":"Shimaa El‐Hadad","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006404682687980914,"gpt":0.2317938910815832,"spread":0.2253892083936023,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002769486,0.00006690801,0.0001562043,0.0006100535,0.00001049594,0.00001787858,0.00005938805,0.0001153991,0.00004466991],"category_scores_gemma":[0.00006871961,0.00004866632,0.00001166437,0.0001349603,0.00005848227,0.0001486239,0.00002011143,0.00007967228,7.586958e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001382047,"about_ca_system_score_gemma":0.000007194206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.797675e-7,"about_ca_topic_score_gemma":1.262688e-7,"domain_scores_codex":[0.9994528,0.00001494236,0.0003514477,0.00005085938,0.00008763669,0.00004234795],"domain_scores_gemma":[0.9997187,0.00001540907,0.0001064712,0.00003273577,0.0001211421,0.000005587498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001795311,0.000004450305,0.000005401442,0.00023478,0.00005720919,0.000005233921,0.00003043512,0.00001942905,0.9684781,0.02424692,0.00006530218,0.006673167],"study_design_scores_gemma":[0.0001962811,0.0002922392,0.00006202095,0.0004155277,0.0000153584,0.0002565889,0.00001311039,0.00004040043,0.996765,0.001381167,0.0005243567,0.00003800388],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979114,0.0002044036,0.00007971611,0.0001429744,0.001537787,0.000049379,0.00002435163,0.00002260801,0.00002736303],"genre_scores_gemma":[0.999648,0.0001054006,0.0001206085,0.000006319356,0.00009530343,0.000002027134,0.000008286192,0.000007142951,0.000006945154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02828681,"threshold_uncertainty_score":0.1984555,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4383094584","doi":"10.21608/ijmti.2023.196160.1078","title":"Effect of Heat Input on Weldability of Low Nickel High Manganese Stainless Steel.","year":2023,"lang":"en","type":"article","venue":"International Journal of Materials Technology and Innovation","topic":"Welding Techniques and Residual Stresses","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":"Canadian MPS Society for Mucopolysaccharide and Related Diseases","funders":"","keywords":"Weldability; Manganese; Metallurgy; Materials science; Nickel; Welding","authors":[{"name":"Ahmed Salem Eid","is_ca":false},{"name":"mohamed Abd allatif","is_ca":false},{"name":"Salwa H. El‐Sabbagh","is_ca":false},{"name":"Hossam Halfa","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006221217912698551,"gpt":0.2645937691818656,"spread":0.258372551269167,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005981218,0.00008307101,0.0002309812,0.001150668,0.00001309685,0.000009665214,0.0001875777,0.0001489332,0.00001921214],"category_scores_gemma":[0.0001832218,0.00006425281,0.00002039281,0.0005188894,0.00008148811,0.00008273332,0.00004740836,0.0001060492,0.000001130463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002772716,"about_ca_system_score_gemma":0.000009053125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005736722,"about_ca_topic_score_gemma":3.621256e-7,"domain_scores_codex":[0.9991527,0.00002831879,0.0005105399,0.00006227247,0.0001743154,0.00007191933],"domain_scores_gemma":[0.9993312,0.00008220594,0.000185124,0.00008429404,0.0003094019,0.000007730626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000343343,0.00004229796,0.002152727,0.0003895765,0.0001342379,0.00002096757,0.00002928163,0.001791082,0.9716207,0.01482237,0.0005528824,0.008100504],"study_design_scores_gemma":[0.0003355908,0.0004471373,0.004229203,0.0002517972,0.000006854295,0.00001992895,0.00001366203,0.00003107137,0.9903122,0.004192143,0.0001123127,0.00004811276],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984829,0.00003056409,0.0001915006,0.000454252,0.0006049188,0.00008023332,0.00003113456,0.0000830552,0.00004143181],"genre_scores_gemma":[0.9995838,0.0001653989,0.0001458115,0.000007750617,0.00006242276,0.000004083468,0.00001276483,0.000008824611,0.000009165692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01869146,"threshold_uncertainty_score":0.2620153,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313470237","doi":"10.21608/ijmti.2022.171774.1068","title":"Hybrid Composite Foams Based on Pb Alloys for Lightweight Batteries","year":2022,"lang":"en","type":"article","venue":"International Journal of Materials Technology and Innovation","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian MPS Society for Mucopolysaccharide and Related Diseases","funders":"Science and Technology Development Fund; United States Agency for International Development","keywords":"Composite number; Materials science; Composite material","authors":[{"name":"A. Daoud","is_ca":false},{"name":"Atef Y. Shenouda","is_ca":false},{"name":"Malak Taher","is_ca":false},{"name":"fatma fairouz","is_ca":true},{"name":"ESSAM SHALABY","is_ca":false},{"name":"Marwa Elnady","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005550163421382912,"gpt":0.2175914788194313,"spread":0.2120413153980484,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001728892,0.00008136228,0.0001284748,0.0009863039,0.00007596106,0.00003869716,0.0002017981,0.00003732049,0.000109379],"category_scores_gemma":[0.00001507973,0.00007740905,0.00002251353,0.0001640248,0.00003013965,0.00007815766,0.00003798898,0.0001140429,6.117556e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004763708,"about_ca_system_score_gemma":0.00001129084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.597163e-7,"about_ca_topic_score_gemma":6.793514e-8,"domain_scores_codex":[0.9993542,0.00001283148,0.0003363069,0.00006704689,0.0001565989,0.00007298031],"domain_scores_gemma":[0.9995862,0.00002287668,0.0001455558,0.00005889783,0.0001783675,0.000008065613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002500203,0.00002379677,0.0001313696,0.00001357607,0.00007828068,0.00001781654,0.00001813855,0.002617717,0.9666336,0.02511809,0.001228451,0.00386914],"study_design_scores_gemma":[0.0006358764,0.0002338024,0.0003349709,0.00001948367,0.00001013779,0.0002016933,0.00001488427,0.001044908,0.9581825,0.01144647,0.02778506,0.00009026258],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806441,0.00005665999,0.01529995,0.001739684,0.001928368,0.00007333228,0.00007260906,0.0000521546,0.0001331328],"genre_scores_gemma":[0.9978496,0.000008892298,0.00158988,0.0002828672,0.0001517087,0.00001490355,0.0000735673,0.00001193216,0.00001669432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02655661,"threshold_uncertainty_score":0.3156649,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404777187","doi":"10.21608/ijmti.2024.330413.1109","title":"Effects of Zr Addition on Magnetic Susceptibility of Novel Biocompatible Ti-10Mo-(x)Zr Alloys for Biomedical Implants.","year":2024,"lang":"en","type":"article","venue":"International Journal of Materials Technology and Innovation","topic":"Titanium Alloys Microstructure and Properties","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":"Canadian MPS Society for Mucopolysaccharide and Related Diseases","funders":"","keywords":"Biocompatible material; Materials science; Metallurgy; Nuclear chemistry; Biomedical engineering; Chemistry; Medicine","authors":[{"name":"Alaa Mahmoud Hussein","is_ca":false},{"name":"Ahmed H. Awad","is_ca":false},{"name":"Gamal Abd Elnaser","is_ca":false},{"name":"Tharwat Elsarag","is_ca":false},{"name":"Shimaa Abdo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01219837053976843,"gpt":0.2754275102608472,"spread":0.2632291397210788,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005712583,0.0001037211,0.0002550087,0.00104381,0.00002569214,0.00003872954,0.0002293812,0.0001708489,0.0001630787],"category_scores_gemma":[0.0002503834,0.00007741626,0.00003270622,0.0003247533,0.0002423751,0.0001901533,0.00004797752,0.00008432413,0.000002843942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003231222,"about_ca_system_score_gemma":0.00006730833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007812178,"about_ca_topic_score_gemma":0.000001300024,"domain_scores_codex":[0.9987627,0.00002495529,0.0007444497,0.0001432795,0.0002247298,0.00009985336],"domain_scores_gemma":[0.9988044,0.0001227931,0.0004150374,0.00007596084,0.000568509,0.00001331183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004130032,0.0001062856,0.00004442892,0.0002621579,0.00004032481,0.000004514727,0.00006187025,0.00000156041,0.9618284,0.03209252,0.0007395431,0.004405401],"study_design_scores_gemma":[0.0006914239,0.001072334,0.001088242,0.0004529985,0.00002493341,0.0001124856,0.00002541481,0.00001384422,0.9869388,0.007500884,0.002010183,0.00006842922],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936319,0.000288785,0.002279115,0.0008258933,0.00247384,0.0001765718,0.0002817638,0.00002551588,0.00001663705],"genre_scores_gemma":[0.9967412,0.00005472475,0.002884597,0.00006108934,0.0001783439,0.000008326123,0.00004333715,0.000008856776,0.00001954254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02511043,"threshold_uncertainty_score":0.3156944,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}