{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"9302f0a6530d","filters":{"venue":"Sustainable Engineering Novit"}},"results":[{"id":"W4415265954","doi":"10.53941/sen.2025.100004","title":"Multimodal Intelligence in Chemical Discovery: Integrating Interpretable ML, Autonomous Robotics, and Edge Computing","year":2025,"lang":"en","type":"article","venue":"Sustainable Engineering Novit","topic":"Semantic Web and Ontologies","field":"Computer 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 Light Source (Canada); University of Saskatchewan","funders":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Sensor fusion; Toolbox; Edge computing; Enhanced Data Rates for GSM Evolution; Process (computing); Convolutional neural network; Generalization; Deep learning","authors":[{"name":"Wenjiang Zou","is_ca":false},{"name":"Huijie Zhou","is_ca":false},{"name":"Shunyu Gu","is_ca":false},{"name":"Jiming Xu","is_ca":false},{"name":"J. Zhang","is_ca":false},{"name":"Mohsen Shakouri","is_ca":true},{"name":"Jiang Xu","is_ca":false},{"name":"Lvzhou Li","is_ca":false},{"name":"Huan Pang","is_ca":false},{"name":"Jianning Ding","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004369686444231054,"gpt":0.2263594833394026,"spread":0.2219897968951716,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020861,0.0007316868,0.0008596166,0.001595206,0.0004278891,0.002948829,0.001254594,0.001110663,0.00236961],"category_scores_gemma":[0.003281779,0.0004083642,0.0009087953,0.001216346,0.003292757,0.006342458,0.002723692,0.002303417,0.0004351077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009579855,"about_ca_system_score_gemma":0.0008058044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005720055,"about_ca_topic_score_gemma":0.0007094121,"domain_scores_codex":[0.9992194,0.0003001816,0.00005023594,0.0001463437,0.0002363291,0.00004746954],"domain_scores_gemma":[0.9986709,0.0007572245,0.0001004477,0.0002709043,0.0001581807,0.00004229876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007945637,0.00005209276,0.001046717,0.001467775,0.0001382044,0.0001819059,0.0004592024,0.04071373,0.01235096,0.71243,0.003392178,0.2276879],"study_design_scores_gemma":[0.00001320713,0.0000495227,0.0004319284,0.000254742,0.00004985022,0.0001384064,0.0001826624,0.1278389,0.006298069,0.8337284,0.0309678,0.00004646534],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01366994,0.02286269,0.9396241,0.004353331,0.0002629645,0.00005114106,0.0002058068,0.0007041664,0.01826594],"genre_scores_gemma":[0.5364305,0.0308522,0.4267134,0.001561037,0.0006283502,0.0001808108,0.0004324634,0.0002590299,0.002942116],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002948829,"threshold_uncertainty_score":0.01103252,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414098836","doi":"10.53941/sen.2025.100001","title":"Organoselenium Catalyzed Reaction: Sustainable Chemistry from Laboratory to Industry","year":2025,"lang":"en","type":"article","venue":"Sustainable Engineering Novit","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Yangzhou University; Chinese University of Hong Kong; Priority Academic Program Development of Jiangsu Higher Education Institutions; People's Government of Jilin Province; University of Toronto; Natural Science Foundation of Jilin Province","keywords":"Catalysis; Green chemistry; Sustainable energy; Chemical industry; Sustainable development; Sustainability; Sustainable production; Heterogeneous catalysis","authors":[{"name":"Kuanhong Cao","is_ca":false},{"name":"Guanghui Yuan","is_ca":false},{"name":"Mingxuan Liu","is_ca":false},{"name":"Shanming Lu","is_ca":false},{"name":"Byoung-Chul Shin","is_ca":false},{"name":"Lei Yu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.001268818156717926,"gpt":0.1735859972654965,"spread":0.1723171791087786,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006758854,0.0005109609,0.0004436048,0.0004050802,0.0002834269,0.001231005,0.0006697368,0.0008257618,0.002172779],"category_scores_gemma":[0.0002692082,0.0002470601,0.0002572764,0.0005780254,0.0007159188,0.001992776,0.001267976,0.00140991,0.001382618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008715786,"about_ca_system_score_gemma":0.000951285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000301305,"about_ca_topic_score_gemma":0.0006467008,"domain_scores_codex":[0.9997683,0.00004593399,0.00001573404,0.0000513503,0.00007127142,0.00004742854],"domain_scores_gemma":[0.9999363,0.00001604645,0.000009635409,0.00000795021,0.00001722121,0.00001278193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001875193,0.0001762633,0.000494337,0.005612955,0.00008126913,0.001126622,0.0004613858,0.00198654,0.3228239,0.1647756,0.02674079,0.4755329],"study_design_scores_gemma":[0.00002497924,0.0002771842,0.0002717333,0.0005276443,0.0000294502,0.0008642256,0.0002107263,0.000981072,0.1795378,0.02813825,0.789094,0.0000428345],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04113137,0.8153982,0.0592055,0.01310897,0.002500655,0.00006245521,0.0002339373,0.0007681851,0.06759065],"genre_scores_gemma":[0.2983912,0.6386526,0.0301093,0.00265315,0.0009830578,0.00008173056,0.0003174776,0.0001717947,0.02863972],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002172779,"threshold_uncertainty_score":0.007268608,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}