{"id":"W4384560029","doi":"10.56367/oag-039-10665","title":"Opioid use for chronic pain: Part 2","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; Opioid; Medicine; Pain relief; Opioid-Related Disorders; Opioid epidemic; Anesthesia; Physical therapy; 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":[0.0004112484,0.0001998098,0.000312586,0.00002895704,0.0001288126,0.0005597674,0.000620108,0.00005668514,0.0008118104],"category_scores_gemma":[0.0001860334,0.0001678406,0.0001106401,0.0002580163,0.00002378436,0.0006498143,0.0008769941,0.00007257002,0.0003200414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001020609,"about_ca_system_score_gemma":0.0002258192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002005299,"about_ca_topic_score_gemma":0.00007513968,"domain_scores_codex":[0.9982519,0.00003757052,0.0002660266,0.0004434389,0.0005904089,0.0004106826],"domain_scores_gemma":[0.9989149,0.0001862915,0.0001035824,0.0005953597,0.00003989456,0.0001600034],"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":[0.0007240585,0.00121215,0.125392,0.0006946182,0.0006296606,0.0001224868,0.0004736064,0.00008197283,0.0007336068,0.001514189,0.7703659,0.09805571],"study_design_scores_gemma":[0.00403981,0.0006883689,0.1126825,0.0002203683,0.0001440299,0.00000231443,0.0002682632,0.0009735331,0.003244608,0.0001855187,0.8773171,0.0002335068],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9133396,0.0009486878,0.001388897,0.02456076,0.002227474,0.02053216,0.001236265,0.0006225525,0.03514368],"genre_scores_gemma":[0.8840951,0.002556592,0.001782624,0.00572005,0.0007825089,0.007547257,0.001032883,0.0002161141,0.09626685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1069512,"threshold_uncertainty_score":0.8888754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08854805523288632,"score_gpt":0.3901363267369838,"score_spread":0.3015882715040974,"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."}}