{"id":"W2084917915","doi":"10.1097/00129804-200603000-00005","title":"Leading Change","year":2006,"lang":"en","type":"article","venue":"Journal of Infusion Nursing","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Silastic; Venous access; Complication; Surgery; Catheter; Population; Retrospective cohort study; Central venous catheter; Hematopoietic stem cell transplantation; Transplantation","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":[],"consensus_categories":[],"category_scores_codex":[0.0005114499,0.00007945193,0.0002564217,0.0002063421,0.0004546938,0.000009821799,0.00009610219,0.00009813376,0.00034808],"category_scores_gemma":[0.00003607355,0.00006129384,0.000149934,0.0001643413,0.00002674615,0.0001848697,0.00001492955,0.0004124243,0.00005972886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002779287,"about_ca_system_score_gemma":0.00007292108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007012119,"about_ca_topic_score_gemma":0.00001724729,"domain_scores_codex":[0.9986914,0.0001103823,0.0005834296,0.00006744188,0.0002412979,0.0003060968],"domain_scores_gemma":[0.9989834,0.0001026755,0.000552941,0.00008841856,0.0001877831,0.00008480658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005608216,0.001209868,0.15888,0.0002217067,0.00007206341,0.0001736979,0.04216542,0.000107366,0.1150689,0.006091353,0.1949369,0.4805119],"study_design_scores_gemma":[0.008435433,0.001444343,0.5343005,0.01592432,0.0006857283,0.0003086904,0.01605191,0.001540015,0.003863656,0.02204098,0.3942415,0.001162947],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768909,0.000686519,0.0008682685,0.0026929,0.001749621,0.0001423217,0.000001541512,0.00001706239,0.01695082],"genre_scores_gemma":[0.9949555,0.00009515928,0.00104021,0.0005121066,0.002652324,0.000001661156,0.000001708961,0.00001453438,0.0007267795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.479349,"threshold_uncertainty_score":0.3811232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06457148227277265,"score_gpt":0.3917860435823715,"score_spread":0.3272145613095988,"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."}}