{"id":"W4365450330","doi":"10.56367/oag-038-10640","title":"Using of opioids for chronic pain: Controversies, guidelines, research needs","year":2023,"lang":"en","type":"article","venue":"Open Access Government","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chronic pain; Medicine; Medical prescription; Alternative medicine; Health care; Clinical trial; Psychiatry; Nursing; Political science; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002240486,0.0001807173,0.000464408,0.0001382557,0.0002069456,0.0002746529,0.0008893913,0.00007858138,0.000309793],"category_scores_gemma":[0.001039201,0.0001561279,0.0001189068,0.0008895307,0.00009481907,0.0003587749,0.001391887,0.0001222742,0.00002833612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001847429,"about_ca_system_score_gemma":0.0009405203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00162726,"about_ca_topic_score_gemma":0.0000801815,"domain_scores_codex":[0.9972155,0.0001060823,0.000501068,0.0003485242,0.001307586,0.0005212158],"domain_scores_gemma":[0.9981567,0.0005432736,0.0001604366,0.0006217064,0.0003794527,0.0001384885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003209492,0.001920656,0.09616478,0.003073043,0.001740451,0.0001002146,0.001791938,0.001298085,0.02741714,0.008293335,0.7621112,0.09287968],"study_design_scores_gemma":[0.01966564,0.00321896,0.02454572,0.001589315,0.0004743517,0.000007487085,0.009990391,0.03659665,0.02909465,0.0009974865,0.8732395,0.0005798626],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8786549,0.005640997,0.006175212,0.04300802,0.001461037,0.02443532,0.001329997,0.0002421307,0.0390524],"genre_scores_gemma":[0.974256,0.001126408,0.005167847,0.00135419,0.0004754141,0.0009965429,0.0002416358,0.0001249771,0.01625697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1111283,"threshold_uncertainty_score":0.6366712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4379426022138188,"score_gpt":0.5534676035873652,"score_spread":0.1155250013735464,"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."}}