{"id":"W4313308879","doi":"10.2196/37207","title":"Predicting Patient Satisfaction With Medications for Treating Opioid Use Disorder: Case Study Applying Natural Language Processing to Reviews of Methadone and Buprenorphine/Naloxone on Health-Related Social Media","year":2022,"lang":"en","type":"article","venue":"JMIR Infodemiology","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Methadone; Buprenorphine; (+)-Naloxone; Opioid use disorder; Medicine; Psychiatry; Patient satisfaction; Opioid; Psychology; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006048196,0.0002298741,0.0007836299,0.0002323074,0.0005382414,0.000008426012,0.00004846829,0.0000627878,0.00001470094],"category_scores_gemma":[0.0004388363,0.000180939,0.00006418214,0.0003650802,0.00006009246,0.00007722613,0.0001046568,0.0003885762,4.521681e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000227105,"about_ca_system_score_gemma":0.0001436542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003146167,"about_ca_topic_score_gemma":0.001805877,"domain_scores_codex":[0.9978058,0.0003642534,0.0008795651,0.0004139121,0.000237485,0.0002989449],"domain_scores_gemma":[0.99824,0.0006691023,0.0006680897,0.0002154675,0.00008507212,0.0001222892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006171578,0.0007405888,0.5065457,0.0004029495,0.0002008715,0.00006029821,0.1691725,0.0002216631,0.000160201,0.00002255832,0.00005514239,0.3218004],"study_design_scores_gemma":[0.01239936,0.01336697,0.7085022,0.0005561391,0.001014143,0.001681614,0.2528741,0.008441157,0.00003209083,0.00006288997,0.0004537538,0.0006155945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893511,0.002855596,0.0002242147,0.001056323,0.00008165799,0.006274454,0.00006969586,0.00007793706,0.000009044333],"genre_scores_gemma":[0.9889277,0.00004381516,0.004221631,0.0003261775,0.00003998054,0.006235624,0.0001655721,0.00003217849,0.000007283865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3211848,"threshold_uncertainty_score":0.7378476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02928950837306493,"score_gpt":0.3465070603917266,"score_spread":0.3172175520186617,"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."}}