{"id":"W7043656776","doi":"","title":"A US hospital budget impact analysis of a skin closure system compared with standard of care in hip and knee arthroplasty","year":2018,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Orthopedic surgery; Closure (psychology); Health care; Wound care; Arthroplasty; Knee replacement; Wound closure","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005166645,0.0002903678,0.001995146,0.001013479,0.00007821048,0.0001414883,0.0003665393,0.0001118733,0.00152505],"category_scores_gemma":[0.0001232381,0.0001913912,0.0003691446,0.001846317,0.0003631107,0.000409857,0.0002170366,0.0002449458,6.235552e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001552585,"about_ca_system_score_gemma":0.0001979672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001772774,"about_ca_topic_score_gemma":0.0006819632,"domain_scores_codex":[0.9975607,0.000188375,0.0008571015,0.0003536062,0.0007408554,0.0002993986],"domain_scores_gemma":[0.9974813,0.0002277028,0.000876216,0.0003857292,0.0007415019,0.0002875637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004821325,0.000206049,0.98585,0.0004180997,0.00216675,0.0001010697,0.001563828,0.0001402241,0.002521151,0.00001374758,0.0004678281,0.001729937],"study_design_scores_gemma":[0.002506392,0.0006004943,0.9851523,0.001533862,0.001131269,0.00001935184,0.002280564,0.0001172347,0.006057673,0.0000168983,0.0003652811,0.0002186614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842778,0.01406012,0.00002269579,0.00003426423,0.00009513804,0.0005241748,0.0002590273,0.0000118374,0.0007149508],"genre_scores_gemma":[0.9989517,0.0007535684,0.000112899,0.00002052886,0.0000868675,0.00001036015,0.00002197904,0.00002677574,0.00001533193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01467389,"threshold_uncertainty_score":0.9993877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05554303232594873,"score_gpt":0.4692203358018829,"score_spread":0.4136773034759342,"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."}}