{"id":"W4297098371","doi":"10.2316/j.2022.201-0331","title":"LSTM-ATTENTION TEXT CLASSIFICATION METHOD COMBINED WITH KEY INFORMATION, 1-7.","year":2022,"lang":"en","type":"article","venue":"Mechatronic systems and control","topic":"Advanced Computational Techniques and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Anhui Province; National Natural Science Foundation of China","keywords":"Key (lock); Computer science; Artificial neural network; Information extraction; Artificial intelligence; Machine learning; Data mining; Information retrieval; Natural language processing; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004179057,0.0001117222,0.0001573293,0.0001015832,0.000456554,0.0001587327,0.0003185799,0.00002542287,0.000005482189],"category_scores_gemma":[0.000004909914,0.00009733828,0.0000329176,0.0002925278,0.00001368659,0.0005608143,0.00008720526,0.0001227737,0.00000675929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001035796,"about_ca_system_score_gemma":0.00006934676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003460381,"about_ca_topic_score_gemma":0.000001348952,"domain_scores_codex":[0.9988922,0.0001199088,0.000280857,0.0002308994,0.000306235,0.0001698958],"domain_scores_gemma":[0.9991933,0.00007107912,0.0002380578,0.0003195667,0.0001242571,0.00005380624],"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":[0.00001969427,0.00002575525,0.00006740142,0.00001141279,0.00002057945,4.340419e-7,0.00009479909,0.005894477,0.0002626957,0.9734992,0.0001702799,0.01993325],"study_design_scores_gemma":[0.001459924,0.0003854714,0.00137255,0.00001024426,0.00001770764,0.00007997099,0.0003778746,0.9206812,0.0000199443,0.01290502,0.06249122,0.0001988689],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0006173215,0.000196536,0.9956357,0.002054407,0.00009604998,0.0006991779,0.00001344197,0.0002222765,0.0004651222],"genre_scores_gemma":[0.969198,0.000007187732,0.02896057,0.000327277,0.0000255969,0.001307601,0.00002707654,0.000006707485,0.0001399709],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9685807,"threshold_uncertainty_score":0.396934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007907682393337624,"score_gpt":0.2386564867967101,"score_spread":0.2307488044033724,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}