{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"bff4afd32244","filters":{"venue":"Mechanics Exploration and Material Innovation"}},"results":[{"id":"W4411123221","doi":"10.21776/ub.memi.2025.002.01.4","title":"Emerging Trends in 2D Materials: Beyond Graphene for Next-Generation Applications","year":2025,"lang":"en","type":"article","venue":"Mechanics Exploration and Material Innovation","topic":"2D Materials and Applications","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; University of New Brunswick","funders":"","keywords":"Graphene; Nanotechnology; Materials science; Computer science","authors":[{"name":"Md. Sahab Uddin","is_ca":false},{"name":"Sumaiya Sumaiya","is_ca":false},{"name":"Syed Muhammad Osama","is_ca":true},{"name":"Syed Hassan Abbas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06452779664718124,"gpt":0.314259074059875,"spread":0.2497312774126938,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007875213,0.0002001076,0.0002547719,0.000702623,0.0003135774,0.0004972219,0.0001375499,0.0001427403,0.0002610509],"category_scores_gemma":[0.00003072079,0.0002096476,0.00002191365,0.001162407,0.00002503006,0.0008515948,0.00005163701,0.000040009,0.00001175713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005882046,"about_ca_system_score_gemma":0.00004023275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004004258,"about_ca_topic_score_gemma":0.0000626719,"domain_scores_codex":[0.998337,0.0000649995,0.000772259,0.0004568726,0.0001263848,0.000242481],"domain_scores_gemma":[0.9991951,0.00002093173,0.0002453077,0.0002544708,0.0002574521,0.00002672093],"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":[0.00003313376,0.00003491903,5.932197e-7,0.00003135758,0.000002319281,5.7107e-8,0.00006017038,0.0000260206,0.5847068,0.4080031,0.0004277645,0.006673761],"study_design_scores_gemma":[0.0005286816,0.00003799824,0.00001751037,0.0000193123,0.00001782529,7.08375e-7,0.0001611362,0.001464677,0.8682844,0.1202523,0.00902608,0.0001894123],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6014703,0.00003437254,0.3917949,0.00263849,0.001942601,0.001317553,0.0003117803,0.0001905084,0.0002995255],"genre_scores_gemma":[0.9878184,0.00007220067,0.005570216,0.0004720811,0.0003733595,0.003153212,0.00229775,0.00002624661,0.0002165666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3863481,"threshold_uncertainty_score":0.854918,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411123184","doi":"10.21776/ub.memi.2025.002.01.5","title":"Mechanochemical Approaches for Advancing Lithium-Ion Battery Materials: Synthesis, Processing, and Performance Enhancement","year":2025,"lang":"en","type":"article","venue":"Mechanics Exploration and Material Innovation","topic":"Polyoxometalates: Synthesis and Applications","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary; University of New Brunswick","funders":"","keywords":"Lithium (medication); Lithium-ion battery; Battery (electricity); Materials science; Ion; Nanotechnology; Computer science; Psychology; Chemistry; Physics; Power (physics); Psychiatry","authors":[{"name":"Muaz","is_ca":false},{"name":"Saira Riaz","is_ca":true},{"name":"Mubashir Hassan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04359431240636717,"gpt":0.2668539227878057,"spread":0.2232596103814385,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009019818,0.0001911168,0.0002467399,0.0002026453,0.0003265357,0.0003249303,0.00009739476,0.0001191158,0.00007125439],"category_scores_gemma":[0.000114255,0.0001786813,0.00001357683,0.0002961237,0.00003214051,0.0007081106,0.0000686023,0.00003862906,0.000005488511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004654624,"about_ca_system_score_gemma":0.00004869398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003541128,"about_ca_topic_score_gemma":0.000001171098,"domain_scores_codex":[0.9986579,0.00004396877,0.000519971,0.0004146923,0.0001284775,0.0002350042],"domain_scores_gemma":[0.99937,0.00004662872,0.000236506,0.0001633029,0.0001527193,0.00003082642],"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":[0.00009580003,0.00004085176,0.000001150004,0.0002960051,0.000004928803,3.504868e-8,0.00008294683,0.000003159904,0.9133506,0.0596665,0.0001053871,0.02635265],"study_design_scores_gemma":[0.00019248,0.00005101159,0.00001060658,0.0001576945,0.00003088651,0.000001429177,0.0001234373,0.006465608,0.9754016,0.01608174,0.001305648,0.000177884],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7252595,0.00005403466,0.2723829,0.001053063,0.000458737,0.0005888452,0.00004110524,0.00008454916,0.00007724782],"genre_scores_gemma":[0.9902212,0.0001491385,0.007650788,0.0002216422,0.0001228705,0.001352657,0.0001465128,0.00001892156,0.0001162876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2649617,"threshold_uncertainty_score":0.7286411,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411123240","doi":"10.21776/ub.memi.2025.002.01.1","title":"Biodegradable Polymers for Process Intensification in Chemical Engineering: Challenges and Innovations","year":2025,"lang":"en","type":"article","venue":"Mechanics Exploration and Material Innovation","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; University of New Brunswick","funders":"","keywords":"Process (computing); Business; Computer science","authors":[{"name":"Erum Farooq","is_ca":false},{"name":"Syed Muhammad Osama","is_ca":true},{"name":"Mifra Aqeel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05332365907464293,"gpt":0.2613928735034137,"spread":0.2080692144287708,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004110393,0.0001243771,0.0001591624,0.0003353713,0.0000826396,0.0001115333,0.00006097057,0.0001068185,0.00001392969],"category_scores_gemma":[0.0001458258,0.0001153519,0.00000761877,0.0004130483,0.00002135252,0.0004601077,0.0000231393,0.00004323393,8.930071e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002421276,"about_ca_system_score_gemma":0.00003728899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001838279,"about_ca_topic_score_gemma":0.000006632739,"domain_scores_codex":[0.9991301,0.00001897778,0.00036597,0.0002644835,0.00007547366,0.0001450429],"domain_scores_gemma":[0.9995462,0.00002807273,0.00009253751,0.0001023636,0.0002160092,0.00001483019],"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":[0.00006616826,0.00001997071,0.000001149746,0.0001210337,0.000002808795,4.5362e-8,0.0003275591,0.000001370046,0.6895394,0.2765185,0.00002133679,0.03338064],"study_design_scores_gemma":[0.0002786758,0.00003279082,0.00001437578,0.00006923146,0.000007450285,9.100954e-7,0.0006482311,0.007349907,0.9719517,0.01852643,0.0009917294,0.0001286067],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9365901,0.002674664,0.0460421,0.01230981,0.001188397,0.000805238,0.00005306858,0.000181545,0.0001550301],"genre_scores_gemma":[0.9972332,0.0002602703,0.001810871,0.000193823,0.00004077811,0.0003073454,0.0001044259,0.00001147198,0.00003785973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2824122,"threshold_uncertainty_score":0.4703915,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}