{"id":"W4383532937","doi":"10.12968/bjhc.2021.0160","title":"Medical device standardisation for diabetes: a 6–year evaluation of cost savings","year":2023,"lang":"en","type":"article","venue":"British Journal of Healthcare Management","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Project commissioning; Medicine; Audit; Quarter (Canadian coin); Operations management; Emergency medicine; Publishing; Engineering; Business; Accounting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01800984,0.001005143,0.001521216,0.002666085,0.00054758,0.001901629,0.0009215526,0.001297474,0.003618007],"category_scores_gemma":[0.05015178,0.0003717595,0.005571819,0.002240513,0.0009298052,0.00376045,0.002580181,0.001465231,0.0003323935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004873578,"about_ca_system_score_gemma":0.002014146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003472887,"about_ca_topic_score_gemma":0.003045911,"domain_scores_codex":[0.9806035,0.01213369,0.00209094,0.0008140632,0.003414894,0.0009429354],"domain_scores_gemma":[0.9601306,0.0141392,0.01878894,0.001592297,0.003155282,0.002193696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1864699,0.01769048,0.4015059,0.009277669,0.0137155,0.0004360439,0.002418435,0.02210788,0.001126469,0.002706404,0.006874197,0.335671],"study_design_scores_gemma":[0.01052709,0.1700139,0.7794683,0.002996992,0.008702133,0.0006717622,0.002084437,0.01327619,0.001931044,0.001674522,0.008298962,0.0003546874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984665,0.006758108,0.0009929514,0.001137579,0.0001692109,0.001303786,0.002299281,0.00002459515,0.002649575],"genre_scores_gemma":[0.9954587,0.001326945,0.001192111,0.0001533254,0.0001246034,0.0004990763,0.0009483407,0.000005810438,0.0002910848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01800984,"threshold_uncertainty_score":0.09524626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1882693643361443,"score_gpt":0.4770108521660388,"score_spread":0.2887414878298945,"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."}}