{"id":"W4200465426","doi":"10.1016/j.jclinane.2021.110630","title":"Sensitivity and specificity of waveform analysis for assessing postoperative epidural function","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Anesthesia","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; Kingston General Hospital; Queen's University","funders":"","keywords":"Medicine; Anesthesia; Perioperative; Surgery; Prospective cohort study; Local anesthetic; Confidence interval; Anesthesiology; Internal medicine","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":[0.003202114,0.0001050966,0.0009611963,0.0001147657,0.00005414749,0.00002476135,0.00002950784,0.0001031224,0.00003815872],"category_scores_gemma":[0.0005721807,0.0000738587,0.0006285285,0.0002697186,0.0001023819,0.0001446531,0.000009516727,0.0002187897,8.736297e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001854902,"about_ca_system_score_gemma":0.0001387192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004361883,"about_ca_topic_score_gemma":0.000006979292,"domain_scores_codex":[0.9980761,0.0003439999,0.001035862,0.0001571377,0.0002673214,0.0001195692],"domain_scores_gemma":[0.9972613,0.001105073,0.0006588507,0.0001417918,0.0006939403,0.000139048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00127793,0.0004880885,0.9712065,0.0001003084,0.001257523,0.001076526,0.000111167,0.0001122905,0.0009470991,0.0006430031,0.0002777893,0.02250177],"study_design_scores_gemma":[0.001095067,0.0007623593,0.9846053,0.00008418759,0.002178834,0.0006453266,0.0006303523,0.001902557,0.000564972,0.0001325923,0.007322969,0.00007545045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784085,0.0001829834,0.01341201,0.007706157,0.00003622671,0.0001116186,3.474523e-7,0.00000440347,0.000137746],"genre_scores_gemma":[0.9901196,0.0001212729,0.007043713,0.00215087,0.0002820525,6.30433e-7,0.000006000598,0.000007849897,0.0002680128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02242632,"threshold_uncertainty_score":0.301187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07546490038248474,"score_gpt":0.3780801765281368,"score_spread":0.3026152761456521,"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."}}