{"id":"W4400234080","doi":"10.2196/preprints.54926","title":"Postsurgical Pain Risk Stratification to Enhance Pain Management Workflow in Adult Patients: Design, Implementation, and Pilot Evaluation (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Perioperative; Opioid; Quality management; Health care; Workflow; Emergency medicine; Clinical pathway; Preprint; Physical therapy; Medical emergency; Anesthesia; Database; Internal medicine; Nursing; Operations management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02385089,0.0009676504,0.0005954604,0.0008215801,0.0010338,0.001602746,0.001514744,0.0009221656,0.005057822],"category_scores_gemma":[0.02651531,0.0006647963,0.001572713,0.0006809183,0.001207697,0.001404448,0.001675797,0.001200145,0.0009232669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004201354,"about_ca_system_score_gemma":0.01888783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009031368,"about_ca_topic_score_gemma":0.01037218,"domain_scores_codex":[0.9892073,0.006863813,0.0008996828,0.0005732125,0.001059514,0.001396573],"domain_scores_gemma":[0.9821742,0.006299635,0.002057308,0.001666207,0.004622062,0.003180661],"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":[0.03242013,0.3052291,0.1168998,0.004043177,0.0006830611,0.0005384972,0.009846249,0.006260934,0.005102151,0.001181063,0.01385447,0.5039412],"study_design_scores_gemma":[0.05012594,0.7093131,0.194788,0.001022387,0.0009454571,0.0001649657,0.01026265,0.01137305,0.00762648,0.0009084108,0.01318855,0.0002810118],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8750966,0.0001482882,0.007827027,0.0007788857,0.0001629976,0.1127691,0.0009182077,0.0003719527,0.001927038],"genre_scores_gemma":[0.7552954,0.0004629271,0.09648941,0.001351507,0.0001620669,0.1431712,0.001063423,0.00007427634,0.001929759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02385089,"threshold_uncertainty_score":0.1261371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03847494505821343,"score_gpt":0.3439485395795373,"score_spread":0.3054735945213239,"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."}}