{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"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":"237876cea79c","filters":{"venue":"Atlantis Highlights in Intelligent Systems/Atlantis 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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Artificial neural network; Computer science; Selection (genetic algorithm); Artificial intelligence; Machine learning","authors":[{"name":"Yifan Gao","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05094510589916328,"gpt":0.3196668223938656,"spread":0.2687217164947023,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.003924939,0.002876552,0.003744329,0.005167649,0.001094777,0.000658048,0.002622478,0.002057851,0.0008626325],"category_scores_gemma":[0.00006591395,0.002670557,0.0008414078,0.002329282,0.0002895787,0.0003962198,0.000392974,0.005228295,0.001682862],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005149316,"about_ca_system_score_gemma":0.0002638139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003197376,"about_ca_topic_score_gemma":0.001221146,"domain_scores_codex":[0.9822977,0.001584605,0.005260548,0.003615321,0.004063815,0.003178008],"domain_scores_gemma":[0.9909798,0.003625221,0.001163201,0.002949129,0.0005765585,0.0007060922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000139049,0.0002146277,0.00006131857,0.0006910333,0.0002247415,0.0004594598,0.0001562509,0.5711665,0.00002325688,0.4050048,0.02127465,0.0005843294],"study_design_scores_gemma":[0.0004991056,0.0006198284,0.0000435773,0.004353175,0.00007959049,0.0001667998,0.0001320252,0.316982,0.0004476666,0.000623545,0.6740415,0.002011178],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001528947,0.0197258,0.119985,0.001803819,0.09820768,0.03398774,0.001800168,0.005497792,0.7174631],"genre_scores_gemma":[0.5075588,0.03780064,0.002192603,0.0002766172,0.01316451,0.01186194,0.004080967,0.003508125,0.4195558],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6527669,"threshold_uncertainty_score":0.9992377,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}