{"id":"W4405864050","doi":"10.1007/978-3-031-48576-3_32","title":"Right Complication Prevention and Management","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; Providence Health Care","funders":"","keywords":"Complication; Medicine; Surgery","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":[0.0008254018,0.000563185,0.0005679536,0.001086694,0.0006389713,0.001748295,0.000843805,0.001921852,0.0302918],"category_scores_gemma":[0.002385325,0.0002334624,0.0004812062,0.0003828027,0.0005773297,0.001395211,0.001252509,0.002894321,0.01401988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005268579,"about_ca_system_score_gemma":0.001460675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00124587,"about_ca_topic_score_gemma":0.002758674,"domain_scores_codex":[0.9994435,0.0001014782,0.00003514947,0.00004715047,0.0003082638,0.00006452238],"domain_scores_gemma":[0.999465,0.0001354412,0.0000448963,0.00006071375,0.0001439444,0.0001499059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002217683,0.0001487174,0.0006548842,0.0002156644,0.00001005384,0.000590465,0.0001270974,0.0003016108,0.0004126306,0.03114269,0.355453,0.610921],"study_design_scores_gemma":[0.00001358525,0.00007546019,0.002719549,0.001259086,0.00001430381,0.005058469,0.000126756,0.0003910821,0.0003631015,0.03752417,0.9524328,0.00002159438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002371359,0.09862711,0.03757536,0.06110324,0.01621316,0.0001769554,0.0003788726,0.0008929122,0.782661],"genre_scores_gemma":[0.0263126,0.09424022,0.0277853,0.02998361,0.01806644,0.0002178963,0.0005879739,0.0003084289,0.8024976],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0302918,"threshold_uncertainty_score":0.1013362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04650437965986618,"score_gpt":0.3581069097167436,"score_spread":0.3116025300568774,"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."}}