{"id":"W2344055717","doi":"10.1016/j.jval.2015.03.244","title":"Safety pen needle (SPN) devices in the actue care setting: an analysis of health resource utilization (HRU) in the United States","year":2015,"lang":"en","type":"article","venue":"Value in Health","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Becton Dickinson (Canada)","funders":"","keywords":"Vial; Medicine; Insulin; Health care; Acute care; Operations management; Emergency medicine; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001066694,0.0002727492,0.000345123,0.002000349,0.00064375,0.001144358,0.000654169,0.0006213301,0.001419251],"category_scores_gemma":[0.002850247,0.0003700422,0.001224766,0.003541162,0.0003971707,0.0008540603,0.001299827,0.0008865386,0.0002039692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001951093,"about_ca_system_score_gemma":0.001715383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.081636,"about_ca_topic_score_gemma":0.1333045,"domain_scores_codex":[0.9986081,0.0004234762,0.0002189643,0.000195107,0.0002608126,0.0002936816],"domain_scores_gemma":[0.9966705,0.0005834238,0.001661341,0.0001140295,0.0003962661,0.0005744183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000479491,0.00007781496,0.9977016,0.00001210174,0.00007871391,0.00003233463,0.0001104356,0.00008490912,0.00005220415,0.00003543589,0.0002403836,0.001526148],"study_design_scores_gemma":[0.000002882302,0.00006204953,0.9979542,0.00001881881,0.00002898658,0.00007187863,0.001146985,0.0004649711,0.0000379138,0.00001937791,0.0001868243,0.000005053636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997303,0.0004316847,0.0001097719,0.0001617949,0.000007884842,0.00001787254,0.001274017,0.000004062184,0.0006900424],"genre_scores_gemma":[0.9983463,0.0003269567,0.000099756,0.0001514162,0.000008289633,0.00001561472,0.0008952697,0.000003082754,0.0001531664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.081636,"threshold_uncertainty_score":0.1623217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2783219791454842,"score_gpt":0.518206704374128,"score_spread":0.2398847252286437,"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."}}