{"id":"W4411327062","doi":"10.2196/74985","title":"Epidemiology and Impact of Staff Training in Controlling Complications Related to Central Venous Catheters in 4 Intensive Care Units in a French University Hospital: Protocol of a Prospective, Quasi-Experimental, Before-After Study","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Epidemiology; Protocol (science); Intensive care; Central venous catheter; Catheter; Training (meteorology); Prospective cohort study; Physical therapy; Emergency medicine; Intensive care medicine; Surgery; Alternative medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01078271,0.002325375,0.001776973,0.002301321,0.003329099,0.001467009,0.00173269,0.002983243,0.004499448],"category_scores_gemma":[0.008518807,0.001480266,0.002706434,0.001388909,0.002733681,0.001193297,0.001203355,0.001283035,0.001020297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00774867,"about_ca_system_score_gemma":0.009246798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02348603,"about_ca_topic_score_gemma":0.02041695,"domain_scores_codex":[0.9909434,0.005037241,0.0007514276,0.001213603,0.0005977395,0.001456597],"domain_scores_gemma":[0.9937464,0.001169131,0.001358539,0.0008024308,0.001634374,0.001289104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.06953382,0.2489762,0.6289541,0.001508401,0.000902503,0.0009572005,0.0123363,0.003035928,0.005003357,0.0005395185,0.001741295,0.02651141],"study_design_scores_gemma":[0.01515161,0.2490619,0.7203912,0.0002059084,0.0003014214,0.0001444816,0.007726189,0.001194897,0.001450547,0.0002083497,0.003957537,0.0002058906],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.9163744,0.0001569358,0.001012705,0.0001177198,0.00005406324,0.08039697,0.001070277,0.00003146626,0.0007854166],"genre_scores_gemma":[0.7763966,0.0001977031,0.005624865,0.0004163432,0.0001262651,0.2140063,0.001670839,0.00001023378,0.001550905],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.02348603,"threshold_uncertainty_score":0.05702507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1649453341845665,"score_gpt":0.5514897063356149,"score_spread":0.3865443721510484,"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."}}