{"id":"W4392182188","doi":"","title":"Examining model qualities and their impact on digital twins","year":2023,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Poul Due Jensens Fond","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002336838,0.0003608163,0.000275743,0.0004640319,0.0001052025,0.0004512726,0.0002312019,0.0002248769,0.00001112767],"category_scores_gemma":[0.00005568222,0.0003061885,0.0001013225,0.0004622564,0.00006510913,0.0009965618,0.00006496775,0.0003701974,0.00005023212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002385378,"about_ca_system_score_gemma":0.00005153645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001075143,"about_ca_topic_score_gemma":0.00002522557,"domain_scores_codex":[0.998619,0.00001643124,0.0003476586,0.0002187454,0.0002080984,0.0005901343],"domain_scores_gemma":[0.9991169,0.0001820936,0.00004029798,0.0003953436,0.00002973847,0.0002356148],"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":[0.00003444079,0.00004980294,0.007132926,0.0001077441,0.000118899,0.00001829365,0.00259451,0.9246733,0.001416905,0.01152056,0.007800179,0.04453242],"study_design_scores_gemma":[0.0002661989,0.000100815,0.007805309,0.00008721847,0.000005909467,0.00003668604,0.001434383,0.9817271,0.003602521,0.003876545,0.0006049115,0.000452379],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8566145,0.0001282923,0.1155679,0.0002377691,0.0000871022,0.0003212314,0.0005064993,0.003751766,0.02278486],"genre_scores_gemma":[0.9978172,0.00008813524,0.0007081556,0.0001806272,0.00006216718,0.0001744328,0.00007450787,0.00009902385,0.0007958076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1412026,"threshold_uncertainty_score":0.999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02861801641139963,"score_gpt":0.2409429428951112,"score_spread":0.2123249264837116,"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."}}