{"id":"W6927283132","doi":"10.25904/1912/4469","title":"The use of a securement bundle to prevent peripheral intravenous catheter failure","year":2022,"lang":"en","type":"other","venue":"Griffith Research Online (Griffith University, Queensland, Australia)","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Catheter; Bundle; Peripherally inserted central catheter; Medical device; Clinical trial","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002819304,0.0003297598,0.0004648133,0.0005725705,0.000312404,0.0005333615,0.0004234133,0.000410821,0.001730835],"category_scores_gemma":[0.008640922,0.0001311702,0.0004299441,0.0003621943,0.0002971704,0.0008373652,0.000463813,0.0005898608,0.0002502397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004463803,"about_ca_system_score_gemma":0.001201967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000333549,"about_ca_topic_score_gemma":0.0004267937,"domain_scores_codex":[0.998242,0.0008141334,0.0001971769,0.0001258755,0.0004867282,0.0001340302],"domain_scores_gemma":[0.9947173,0.001356506,0.002659926,0.0002122794,0.0006669794,0.0003869157],"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":[0.00574223,0.005977604,0.2831534,0.003258335,0.0004476133,0.0003981132,0.001040526,0.0009916935,0.01144497,0.0008787619,0.002991806,0.6836751],"study_design_scores_gemma":[0.001293371,0.1166843,0.8271177,0.003980991,0.001004336,0.004456105,0.001349814,0.00464663,0.01940552,0.00184765,0.01813976,0.00007376846],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779705,0.01312316,0.003918825,0.001245269,0.00009728838,0.0004281146,0.00008137528,0.00007444165,0.003060973],"genre_scores_gemma":[0.987725,0.003394553,0.008056602,0.0002318055,0.00006382761,0.0001670021,0.00006419003,0.000007136695,0.0002898741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002819304,"threshold_uncertainty_score":0.01491004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08801597566075244,"score_gpt":0.3106816073631575,"score_spread":0.2226656317024051,"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."}}