{"id":"W3156171798","doi":"10.2196/20199","title":"Efficacy of Short Message Service Text Messaging Interventions for Postoperative Pain Management: Systematic Review","year":2021,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Psychological intervention; Systematic review; Medicine; Pain management; Interventional pain management; Health care; Intervention (counseling); mHealth; Telemedicine; MEDLINE; Nursing; Physical therapy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01102284,0.001490124,0.008910815,0.006070326,0.0007513508,0.002165437,0.001851546,0.002225666,0.005767193],"category_scores_gemma":[0.05079215,0.0009316342,0.00922299,0.005418403,0.000889966,0.00244709,0.0013807,0.001280038,0.000324819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003959198,"about_ca_system_score_gemma":0.01237926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004884956,"about_ca_topic_score_gemma":0.01030532,"domain_scores_codex":[0.9901724,0.004348908,0.00306041,0.0005555764,0.001595173,0.0002675199],"domain_scores_gemma":[0.9538293,0.03530051,0.007489597,0.0004451391,0.002448382,0.0004871159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007764368,0.00007008127,0.0004804008,0.9574345,0.007617036,0.0000422119,0.0001948647,0.00007042597,0.0001000229,0.00008896142,0.0004294613,0.03269572],"study_design_scores_gemma":[0.001790253,0.001775095,0.00592602,0.8774276,0.1046469,0.0001686946,0.000465035,0.0002148385,0.000363788,0.0001938865,0.00697342,0.00005448518],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007145509,0.9892179,0.0003080565,0.0004090045,0.000187679,0.001808572,0.0004429225,0.00002684597,0.0004535195],"genre_scores_gemma":[0.08011086,0.9114344,0.002137144,0.0008182461,0.0002292865,0.004637595,0.0003628167,0.00001341407,0.0002563125],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01102284,"threshold_uncertainty_score":0.05829501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.113667552992557,"score_gpt":0.4541779426062671,"score_spread":0.3405103896137101,"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."}}