{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000496438,0.00007798729,0.00007143195,0.0001129603,0.00001088257,0.0004020603,0.00004622505,0.00003868208,0.000005367433],"category_scores_gemma":[0.000005864551,0.00008060017,0.00003099442,0.00007595537,0.000003900479,0.001203151,0.000003646048,0.00009039517,0.00005173137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008984836,"about_ca_system_score_gemma":0.000007749262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002874213,"about_ca_topic_score_gemma":1.290224e-7,"domain_scores_codex":[0.9994928,8.682053e-7,0.0002078818,0.00008005864,0.00007752445,0.0001408468],"domain_scores_gemma":[0.9998595,0.00003897594,0.000002973334,0.00005446767,0.00001524717,0.0000288931],"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":[9.933241e-7,0.000003340569,0.00004569755,0.0003786275,0.00001264614,0.000003601414,0.00006936285,0.9909334,0.00008734572,0.004927528,0.0004288173,0.003108686],"study_design_scores_gemma":[0.0000916447,0.00000545243,0.000002349152,0.000251296,0.000002088645,0.000008410036,0.000283485,0.9954123,0.001282817,0.001111271,0.001446564,0.0001023397],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.412971,0.0003172672,0.5065832,0.00001785557,0.002152942,0.0003145479,0.0001188906,0.001109989,0.07641423],"genre_scores_gemma":[0.999314,0.000005445941,0.00009685745,0.00000113886,0.0001630935,0.00008781195,0.00003632069,0.00002611326,0.0002692496],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5863429,"threshold_uncertainty_score":0.3877077,"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."}}