{"id":"W4280545349","doi":"10.18280/isi.270220","title":"Computer Big Data Analysis and Predictive Maintenance Based on Deep Learning","year":2022,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Industrial Vision Systems and Defect Detection","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Big data; Artificial intelligence; Deep learning; Preprocessor; Machine learning; Data pre-processing; Convolutional neural network; Small data; Data mining","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":[0.0005844226,0.0001233487,0.0001894152,0.0005022695,0.0003847085,0.0001377275,0.0001396685,0.00005737735,0.00003234098],"category_scores_gemma":[0.00006641344,0.0001231445,0.00004543897,0.0008204974,0.00002508551,0.0006612333,0.0001045323,0.0002692382,0.00001222937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002353394,"about_ca_system_score_gemma":0.000013949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005141315,"about_ca_topic_score_gemma":0.000006104022,"domain_scores_codex":[0.9989929,0.00009317099,0.0003466032,0.000131079,0.0002658063,0.000170467],"domain_scores_gemma":[0.9994153,0.00007509879,0.000116741,0.0002890634,0.00005687597,0.00004693172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004086293,0.000004234023,0.001147142,0.00004555352,0.00009287355,0.000001247364,0.0007620956,0.827715,0.00001086039,0.00001907718,0.0003133331,0.1698477],"study_design_scores_gemma":[0.0003345529,0.0001737938,0.007081857,0.00002422715,0.00005556406,0.000008290093,0.0005365667,0.981299,0.00004332931,0.0000209901,0.01028856,0.0001332399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08915012,0.00003600631,0.9063557,0.0000067555,0.0008796487,0.0002469368,0.00011664,0.0002964785,0.002911714],"genre_scores_gemma":[0.998879,0.000005429115,0.0004115409,0.00005434108,0.000132851,0.00004460547,0.0004471357,0.00001083462,0.00001422685],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9097289,"threshold_uncertainty_score":0.5021689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01907488297841832,"score_gpt":0.210546998341722,"score_spread":0.1914721153633037,"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."}}