{"id":"W4412850334","doi":"10.1177/14614448251338289","title":"Making everything ac-count-able: The digital twinning paradigm","year":2025,"lang":"en","type":"article","venue":"New Media & Society","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Deutsche Forschungsgemeinschaft","keywords":"Crystal twinning; Crystallography","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":[0.002559205,0.0004435479,0.0003857772,0.001519593,0.005423568,0.009400908,0.001157861,0.002718679,0.006141403],"category_scores_gemma":[0.007957555,0.000230702,0.0005114945,0.001278176,0.01801373,0.01412374,0.004475493,0.005011012,0.0008442276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002392971,"about_ca_system_score_gemma":0.002137437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001037097,"about_ca_topic_score_gemma":0.001553064,"domain_scores_codex":[0.9974414,0.001275274,0.00009812471,0.0002677069,0.0007346297,0.0001829493],"domain_scores_gemma":[0.99591,0.003068294,0.0001527036,0.0002579668,0.0003668242,0.0002441193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006438732,0.000004060706,0.00004813968,0.00004108195,0.000001616276,0.00005555356,0.003176827,0.0001056576,0.00005718364,0.9811565,0.009829691,0.005517326],"study_design_scores_gemma":[0.000006449057,0.00001303175,0.00007772586,0.0002077254,0.000006831925,0.0002091148,0.004790342,0.0007392108,0.0002697941,0.5004252,0.4932382,0.00001657757],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02129449,0.02572957,0.1255386,0.1611964,0.0376875,0.0000687593,0.0001072915,0.0002362408,0.6281413],"genre_scores_gemma":[0.8038926,0.02839818,0.02207331,0.02256147,0.02215623,0.0001781786,0.0001065905,0.0004468649,0.1001865],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009400908,"threshold_uncertainty_score":0.02054501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02560622843519836,"score_gpt":0.2501890874994314,"score_spread":0.224582859064233,"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."}}