{"id":"W4407248326","doi":"10.1109/aibthings63359.2024.10863735","title":"Hybrid Modeling for Condition Monitoring in Digital Twin Systems","year":2024,"lang":"en","type":"article","venue":"","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006348266,0.0007090248,0.0006986853,0.0008236156,0.0005855467,0.001789865,0.001027144,0.001017814,0.003819687],"category_scores_gemma":[0.001739252,0.0003818155,0.0008851367,0.0007430996,0.0008215365,0.001890532,0.001291178,0.0009752361,0.0004674597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00098439,"about_ca_system_score_gemma":0.0007306245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009506713,"about_ca_topic_score_gemma":0.005907822,"domain_scores_codex":[0.9996106,0.0000949551,0.00002146005,0.00009827895,0.0001385589,0.00003610853],"domain_scores_gemma":[0.9995667,0.0002066644,0.00007197109,0.00004646776,0.00008845506,0.00001979679],"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":[0.00005019646,0.00002270495,0.0008675049,0.00004382111,0.00002195788,0.00005542059,0.00009476369,0.9613502,0.001443908,0.0195157,0.000417689,0.01611622],"study_design_scores_gemma":[0.000001917981,0.0000088739,0.00006750652,0.000004084118,0.000004378353,0.000009567114,0.000008290227,0.9965618,0.0002202876,0.002514677,0.000594421,0.000004161589],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01793679,0.0002795476,0.9718459,0.0002079911,0.00005403485,0.00003764392,0.0001187932,0.0004296683,0.009089765],"genre_scores_gemma":[0.9230408,0.0005751645,0.06618933,0.0001188682,0.00004828706,0.0001275993,0.0001831386,0.00008854685,0.009628197],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009506713,"threshold_uncertainty_score":0.01890272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02646847295317335,"score_gpt":0.2498948579376192,"score_spread":0.2234263849844459,"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."}}