{"id":"W2344289177","doi":"10.1080/16258312.2004.11517130","title":"How Logistics Can Service Healthcare","year":2004,"lang":"en","type":"article","venue":"Supply Chain Forum an International Journal","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Supply chain; Business; Business process reengineering; Health care; Supply chain management; Service management; Service (business); Activity-based costing; Process management; Population; Operations management; Risk analysis (engineering); Marketing; Medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004731391,0.0002160124,0.0001783022,0.0004052297,0.0003753775,0.001875074,0.00096617,0.00008055503,0.0002490552],"category_scores_gemma":[0.00009629746,0.0002038074,0.0001140118,0.0002428189,0.00005300876,0.001909651,0.0002553281,0.0003668246,0.0001085243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002525789,"about_ca_system_score_gemma":0.00009223195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002541899,"about_ca_topic_score_gemma":0.006913575,"domain_scores_codex":[0.9980583,0.00002151844,0.0003501054,0.0002690985,0.0008337629,0.0004671755],"domain_scores_gemma":[0.9986803,0.00001544694,0.0002822878,0.0002208558,0.0007368817,0.00006423331],"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":[0.0001411112,0.0003261952,0.02108629,0.0001077568,0.0001800496,0.0004311382,0.0004840076,0.004584996,0.00005977183,0.9515151,0.007373117,0.01371041],"study_design_scores_gemma":[0.003523606,0.0001040959,0.009508761,0.0002145362,0.00005842279,0.0002307309,0.009845157,0.00328469,0.00006077462,0.3214886,0.6508947,0.0007859698],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08305821,0.00008666339,0.03246951,0.8736194,0.005478404,0.0003445463,0.00008778487,0.000199528,0.004655957],"genre_scores_gemma":[0.9516807,0.00004067329,0.0007062759,0.04275644,0.004091592,0.00001008689,0.0002416986,0.00003215454,0.0004404192],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8686224,"threshold_uncertainty_score":0.9991611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03258885434640915,"score_gpt":0.2744810710334701,"score_spread":0.241892216687061,"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."}}