{"id":"W4401918936","doi":"10.1007/978-3-031-68628-3_3","title":"Hospital Logistics Digitalization and Automation: Usage and Outcomes - A Review Study","year":2024,"lang":"en","type":"review","venue":"Lecture notes in networks and systems","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"HEC Montréal","funders":"","keywords":"Automation; Business; Operations management; Computer science; Engineering; Mechanical engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002543828,0.0004213848,0.001219132,0.0001233255,0.00003543562,0.00052737,0.00008294117,0.0003437904,0.000001587682],"category_scores_gemma":[0.00006971233,0.0003034472,0.00006307472,0.0003512012,0.00004110871,0.0001934197,0.0000425963,0.0004225301,0.000002270379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005402226,"about_ca_system_score_gemma":0.00001263923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005182656,"about_ca_topic_score_gemma":0.000007831703,"domain_scores_codex":[0.9985485,0.00006362281,0.0007696674,0.0002751701,0.0001511578,0.0001918775],"domain_scores_gemma":[0.9993647,0.0002734412,0.00009126982,0.0001845034,0.00002052267,0.00006557604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[2.968181e-7,0.00002280481,0.0005293675,0.1579414,0.0002479836,0.00003183987,0.0002317687,0.01596605,8.069286e-10,0.0002198407,0.0005178583,0.8242908],"study_design_scores_gemma":[0.0003862695,0.0001814542,0.0001307147,0.2114942,0.001861963,0.0002602703,0.0000703104,0.1404068,5.987131e-9,0.0001882813,0.6434934,0.001526284],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008676987,0.9711164,0.0255375,0.00001305966,0.0009287873,0.001691487,0.00004065192,0.0001795203,0.0004839112],"genre_scores_gemma":[0.02453956,0.974937,0.00001428586,0.00001421748,0.0001579824,0.000167924,0.00009697195,0.00005646993,0.00001565511],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8227645,"threshold_uncertainty_score":0.9999418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02829476889331495,"score_gpt":0.2920178001820419,"score_spread":0.263723031288727,"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."}}