{"id":"W3157879874","doi":"","title":"Thierry Warin, PhD: Digital transformation of society","year":2021,"lang":"en","type":"article","venue":"","topic":"Economic Development and Digital Transformation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Center for Interuniversity Research and Analysis on Organizations; HEC Montréal","funders":"","keywords":"Transformation (genetics); Digital transformation; Computer science; World Wide Web","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":[0.0001290189,0.00007835099,0.0001913609,0.00004636994,0.00003358002,0.00008768853,0.00007049525,0.00006122757,0.0007016528],"category_scores_gemma":[0.00001074113,0.00009103384,0.0001574295,0.0001301074,0.0000243801,0.001432682,0.00001317393,0.00004845691,0.000414601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003879439,"about_ca_system_score_gemma":0.0000262055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006152604,"about_ca_topic_score_gemma":0.000003739581,"domain_scores_codex":[0.9991382,0.000001321521,0.0005739936,0.0001382253,0.00002144738,0.0001268487],"domain_scores_gemma":[0.9996973,0.00001597514,0.0001108655,0.0001083703,0.00003227724,0.00003516824],"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":[0.00001093686,0.0001636057,0.02600221,0.0001807991,0.000125505,7.084711e-7,0.005489877,0.00004496562,0.00006878282,0.9500512,0.002518085,0.0153433],"study_design_scores_gemma":[0.004930046,0.0001360373,0.07659374,0.00008607238,0.00001648131,0.00003406144,0.005277733,0.01819334,0.03443859,0.3654893,0.4931846,0.001619909],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1995704,0.0001679942,0.01552675,0.0003575021,0.0001428784,0.00006664252,0.00008737655,0.00003280271,0.7840477],"genre_scores_gemma":[0.9928764,0.0001377034,0.001098954,0.000173859,0.00001686421,0.000004308888,0.0001485512,0.000007429573,0.005535965],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.793306,"threshold_uncertainty_score":0.7682605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03797632773398682,"score_gpt":0.1896570737255151,"score_spread":0.1516807459915283,"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."}}