{"id":"W3134345563","doi":"10.1016/j.techfore.2021.120717","title":"Digitalization of the healthcare supply chain: A roadmap to generate benefits and effectively support healthcare delivery","year":2021,"lang":"en","type":"article","venue":"Technological Forecasting and Social Change","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":181,"is_retracted":false,"has_abstract":false,"ca_institutions":"HEC Montréal","funders":"Agence Nationale de la Recherche","keywords":"Supply chain; Software deployment; Business; Health care; Process management; Healthcare delivery; Supply chain management; Order (exchange); Computer science; Operations management; Risk analysis (engineering); Marketing; Engineering; Economics","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":[0.004945784,0.0009238815,0.0005259873,0.00308323,0.00127858,0.01372706,0.002169851,0.003648508,0.02059949],"category_scores_gemma":[0.0137,0.0003372715,0.000759244,0.004196147,0.002845551,0.02226687,0.004178042,0.003247652,0.002982754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003778558,"about_ca_system_score_gemma":0.01125163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006048067,"about_ca_topic_score_gemma":0.006011631,"domain_scores_codex":[0.9982191,0.0007730433,0.0001408429,0.0001682983,0.0004685923,0.0002300821],"domain_scores_gemma":[0.980561,0.008694009,0.001747136,0.002269095,0.004364803,0.002363974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001269433,0.0003450329,0.009535123,0.001570645,0.00009012295,0.0001671814,0.001115938,0.006893932,0.002015911,0.3202331,0.05526263,0.6026435],"study_design_scores_gemma":[0.00003691811,0.0001907757,0.006529974,0.002485329,0.0000885606,0.0003342354,0.005718189,0.0134467,0.002739852,0.4674964,0.5008349,0.00009823615],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.04658739,0.06178864,0.1655336,0.4887057,0.005009906,0.0005389943,0.002295839,0.002575271,0.2269647],"genre_scores_gemma":[0.6659022,0.1121194,0.1592643,0.02391654,0.005157233,0.0004055706,0.003152362,0.0003910077,0.02969134],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02059949,"threshold_uncertainty_score":0.06891215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1076121334448361,"score_gpt":0.2631146604688461,"score_spread":0.15550252702401,"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."}}