{"id":"W4281555608","doi":"10.1007/s10877-022-00867-5","title":"A simple technique to assess postoperative epidural functionality","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Monitoring and Computing","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Epidural space; Arterial line; Catheter; Pulsatile flow; Medicine; Waveform; Anesthesiology; Biomedical engineering; Anesthesia; Arterial catheter; Computer science; Surgery; Cardiology","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":[0.001004381,0.000808069,0.0005577384,0.002323753,0.0004704323,0.0007531716,0.0005362833,0.0008630131,0.006763697],"category_scores_gemma":[0.004461241,0.0002871687,0.0005158246,0.0008516431,0.0003767061,0.001369539,0.00101121,0.000847592,0.001593957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001508603,"about_ca_system_score_gemma":0.0004987728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000832263,"about_ca_topic_score_gemma":0.002475576,"domain_scores_codex":[0.9990403,0.0001911773,0.0001328379,0.000117949,0.0004362284,0.00008152816],"domain_scores_gemma":[0.9963984,0.001294981,0.000473198,0.0003063231,0.001239057,0.0002878572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003752826,0.0006806187,0.132283,0.0009993823,0.0002184777,0.001786148,0.0007633138,0.0005733954,0.1918617,0.001461004,0.01590369,0.6497165],"study_design_scores_gemma":[0.0009786916,0.01133702,0.7348012,0.000730599,0.0007528353,0.02898182,0.001452464,0.01704275,0.1611061,0.003463921,0.03874691,0.0006056807],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5732086,0.005681043,0.363473,0.002853089,0.0023516,0.005079039,0.006895599,0.003627472,0.03683051],"genre_scores_gemma":[0.6766638,0.002521996,0.2897331,0.001697255,0.0006832116,0.002815594,0.002127335,0.0004551396,0.02330256],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.006763697,"threshold_uncertainty_score":0.02262682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1318794711148585,"score_gpt":0.4373463636487588,"score_spread":0.3054668925339003,"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."}}