{"id":"W2980361566","doi":"","title":"GLOBAL OPIOID EPIDEMIC: DOOMED TO FAIL WITHOUT GENETICALLY BASED PRECISION ADDICTION MEDICINE (PAM<sup>™</sup>): LESSONS LEARNED FROM AMERICA.","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Richmond Hospital","funders":"","keywords":"Addiction; Heroin; Psychiatry; Medicine; Methadone; Addiction medicine; Opioid; Psychology; Drug; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001551494,0.000356404,0.000410681,0.0004692439,0.0004428987,0.001451699,0.0004236196,0.001193083,0.003826661],"category_scores_gemma":[0.002279693,0.000119272,0.000383416,0.0005479478,0.001540214,0.001591322,0.001115274,0.002495771,0.0005360574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001001621,"about_ca_system_score_gemma":0.001870858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008217353,"about_ca_topic_score_gemma":0.01682032,"domain_scores_codex":[0.9996932,0.0001116191,0.00001992011,0.00006000272,0.00006071157,0.00005474173],"domain_scores_gemma":[0.9986003,0.0005238556,0.0002479614,0.000142761,0.0002147041,0.0002703713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006324904,0.0002132772,0.1004824,0.0007395782,0.0004048394,0.0008087289,0.0008952363,0.0005936699,0.005276942,0.03414552,0.04648818,0.8093192],"study_design_scores_gemma":[0.0001479521,0.001184718,0.4683459,0.004592145,0.0008595291,0.002270035,0.00601703,0.00228855,0.003811748,0.09870443,0.4116074,0.0001704808],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.174469,0.2842687,0.00793899,0.496458,0.004117426,0.00005169548,0.002456291,0.0003949254,0.02984497],"genre_scores_gemma":[0.7014292,0.1978175,0.008247036,0.08066954,0.003163314,0.00006841155,0.001159095,0.0001218097,0.007324092],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.008217353,"threshold_uncertainty_score":0.01633906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05800116466769693,"score_gpt":0.3291543442658045,"score_spread":0.2711531795981076,"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."}}