{"id":"W2989978185","doi":"","title":"Optimum methadone compliance testing: an evidence-based analysis.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Methadone; Medicine; Opioid; Methadone maintenance; Harm reduction; Heroin; Buprenorphine; Psychiatry; Chronic pain; Population; Intensive care medicine; Substance abuse; Opioid use disorder; Opiate Substitution Treatment; Drug; Public health; Nursing; 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":[0.0007769279,0.000143462,0.0003246586,0.0003012457,0.00006693796,0.00004752384,0.0001603262,0.00004737242,0.00004401604],"category_scores_gemma":[0.0004374453,0.000126768,0.0001250438,0.001387377,0.00006123011,0.000168718,0.00002701741,0.0001097051,0.00002465734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006613854,"about_ca_system_score_gemma":0.00002462517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002167828,"about_ca_topic_score_gemma":0.00002739482,"domain_scores_codex":[0.9986051,0.00007471647,0.0002485773,0.0003416832,0.0003240971,0.000405867],"domain_scores_gemma":[0.9988801,0.0002408428,0.00009793467,0.0004973123,0.0001158246,0.000167991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009980947,0.0002691309,0.9668885,0.00008911822,0.0002031898,0.00005429332,0.000007227136,0.001993598,0.0001987576,0.0001431601,0.002449788,0.02760339],"study_design_scores_gemma":[0.0006280124,0.00003669472,0.9701975,0.00003352644,0.0009188154,3.743217e-7,0.000007290985,0.0256843,0.0003000326,0.0001100116,0.001945481,0.0001379805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.948221,0.001683131,0.02025552,0.005197395,0.0001880478,0.002137662,0.000005809811,0.0006117905,0.02169966],"genre_scores_gemma":[0.9823608,0.000007041125,0.01228,0.001244729,0.0002529846,0.0004373843,0.00004741395,0.00001596408,0.003353647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03413985,"threshold_uncertainty_score":0.5169448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1475027237837794,"score_gpt":0.3082241162574383,"score_spread":0.1607213924736589,"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."}}