{"id":"W4401844954","doi":"10.1007/978-3-031-66719-0_12","title":"Case Studies in Digital Twins","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","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":[0.001291357,0.0003503169,0.0002980354,0.001589595,0.007365732,0.004544737,0.001204967,0.002814408,0.01831024],"category_scores_gemma":[0.004886593,0.0002255968,0.0003856875,0.003139924,0.002847679,0.003312108,0.004235457,0.001944738,0.00189868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001832219,"about_ca_system_score_gemma":0.001195888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00370888,"about_ca_topic_score_gemma":0.01215627,"domain_scores_codex":[0.998425,0.0009942295,0.00004708827,0.00009448804,0.0002307215,0.0002085362],"domain_scores_gemma":[0.9987516,0.000797233,0.00005188856,0.0001108775,0.00009678458,0.000191579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002091828,0.000966936,0.005562845,0.0003704667,0.00001814555,0.03007566,0.07471529,0.001571815,0.001451032,0.7169455,0.02315611,0.1449571],"study_design_scores_gemma":[0.00004494898,0.0002968517,0.004207442,0.0006398608,0.00003674171,0.02277869,0.2337496,0.002674439,0.004084617,0.1019773,0.6294661,0.0000433861],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3325656,0.002110807,0.008419162,0.002204563,0.0002507497,0.0002431132,0.0001318775,0.000041609,0.6540325],"genre_scores_gemma":[0.7647118,0.002588868,0.01006977,0.0005153911,0.00004584279,0.000188557,0.0001501471,0.00006748737,0.2216621],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01831024,"threshold_uncertainty_score":0.06125391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05682069824881992,"score_gpt":0.2624267856958497,"score_spread":0.2056060874470297,"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."}}