{"meta":{"query_hash":"237876cea79c","filters":{"venue":"Atlantis Highlights in Intelligent Systems/Atlantis highlights in intelligent systems"},"cohort_total":1,"direct_labels_cover":0,"predictions_cover":1,"exported":1,"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/237876cea79c","api":"https://metacan.xera.ac/api/v1/cohort?venue=Atlantis+Highlights+in+Intelligent+Systems%2FAtlantis+highlights+in+intelligent+systems"},"results":[{"id":"W4313298686","doi":"10.2991/978-94-6463-010-7_87","title":"Research on Stock Selection Method Based on LSTM Neural Network","year":2022,"lang":"en","type":"book-chapter","venue":"Atlantis Highlights in Intelligent Systems/Atlantis highlights in intelligent systems","topic":"Advanced Algorithms and Applications","field":"Engineering","cited_by":0,"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 British Columbia","funders":"","keywords":"Artificial neural network; Computer science; Selection (genetic algorithm); Artificial intelligence; Machine learning","score_opus":0.05094510589916328,"score_gpt":0.3196668223938656,"score_spread":0.26872171649470233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313298686","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":[0.09404666,0.0070427055,0.8856244,0.0008635332,0.0006383148,0.000118060314,0.00024337335,0.002630599,0.00879237],"genre_scores_gemma":[0.8097691,0.0037775985,0.16981554,0.00044283428,0.0004306119,0.00013548732,0.000719728,0.00013753827,0.014771536],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99975795,0.00002809322,0.000020282778,0.00007275682,0.00008743517,0.000033467895],"domain_scores_gemma":[0.99975616,0.00007744045,0.000026183916,0.000014043337,0.00011189295,0.000014207628],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050369074,0.00080638897,0.0006049328,0.00084268575,0.00034790175,0.0008273634,0.00083099824,0.00060820574,0.0023441],"category_scores_gemma":[0.0009678948,0.00025667023,0.0005510061,0.0010727384,0.00018580878,0.0014234539,0.0003645932,0.00065312115,0.0004869853],"study_design_candidate":"simulation_or_modeling","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":[0.00020263167,0.00013572349,0.004893493,0.0002365401,0.00018063627,0.00022554676,0.00011719975,0.12708038,0.019087939,0.004524919,0.005380856,0.83793414],"study_design_scores_gemma":[0.000011303362,0.000040565577,0.0011367841,0.000013731097,0.000041059295,0.00007752024,0.00002053097,0.99066275,0.0050108167,0.001577249,0.0013968935,0.000010761537],"about_ca_topic_score_codex":0.0050369883,"about_ca_topic_score_gemma":0.004467572,"teacher_disagreement_score":0.0050369883,"about_ca_system_score_codex":0.00049270294,"about_ca_system_score_gemma":0.0006520318,"threshold_uncertainty_score":0.010015309},"labels":[],"label_agreement":null}]}