{"id":"W4381599181","doi":"10.1097/01.nurse.0000936764.62473.09","title":"Care delivery options for infusion therapy services","year":2023,"lang":"en","type":"article","venue":"Nursing","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"CARE Canada","funders":"","keywords":"Specialty; Infusion therapy; Intensive care medicine; Medicine; Medical emergency; Family medicine; Surgery","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002783617,0.00007839327,0.0001052388,0.0001320907,0.001945383,0.0000187435,0.00007104274,0.0001520351,0.00007071477],"category_scores_gemma":[0.00002704297,0.00007191086,0.00003879228,0.0003408124,0.00001470223,0.0001317179,0.00001131632,0.0001604133,0.0001444813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000139937,"about_ca_system_score_gemma":0.0002097974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001424651,"about_ca_topic_score_gemma":0.0001197403,"domain_scores_codex":[0.9990306,0.0001436261,0.0002470207,0.0001687272,0.0001043455,0.0003056399],"domain_scores_gemma":[0.9991653,0.0001614066,0.00004938048,0.0001618872,0.000391734,0.0000702837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003353399,0.0001774971,0.02244996,0.001512154,0.00004164163,0.000003291744,0.2268443,0.0520542,0.00876094,0.01728005,0.01806382,0.6524768],"study_design_scores_gemma":[0.005304174,0.0006111149,0.06709465,0.004813855,0.00005446464,0.0000020297,0.2560516,0.4963777,0.0005024693,0.002019347,0.1662856,0.0008829725],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828575,0.0008307961,0.00519226,0.005135624,0.001629204,0.001430632,0.00005300605,0.0004599679,0.002410958],"genre_scores_gemma":[0.978899,0.001283147,0.01577125,0.001224883,0.0006440041,0.0003666904,0.000888789,0.00004508601,0.0008771349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6515939,"threshold_uncertainty_score":0.9993539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1139022274845291,"score_gpt":0.4819994049424244,"score_spread":0.3680971774578953,"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."}}