{"id":"W4407864764","doi":"10.35493/medu.45.12","title":"Hamilton's Opioid Epidemic","year":2024,"lang":"en","type":"article","venue":"The Meducator","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Opioid epidemic; Opioid; Medicine; Environmental health; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001893384,0.0001311825,0.0001697514,0.00006669715,0.00005748624,0.00002571099,0.0001128624,0.00004101246,0.0005975126],"category_scores_gemma":[0.00006210263,0.00007213681,0.0001144243,0.0002057888,0.00006762903,0.00003377088,0.00002308813,0.0001892684,0.002536562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000119387,"about_ca_system_score_gemma":0.0003558828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007161709,"about_ca_topic_score_gemma":0.000002606668,"domain_scores_codex":[0.9992014,0.00003425842,0.0001446765,0.0002164876,0.0001728085,0.0002303777],"domain_scores_gemma":[0.9992341,0.000152458,0.00001493363,0.000463484,0.00001926737,0.0001157166],"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":[0.0002311496,0.001528897,0.02095447,0.001903928,0.001802591,0.0004477728,0.08980577,0.000005610071,0.01584648,0.0287271,0.7194241,0.1193221],"study_design_scores_gemma":[0.000584255,0.0002193931,0.03337471,0.0004432804,0.0005997153,0.0002480303,0.002999008,0.0002753417,0.005767806,0.003228898,0.9520258,0.0002337034],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9467512,0.02026003,0.00002239983,0.02246782,0.001749812,0.0004597886,0.000008069812,0.0002492276,0.00803165],"genre_scores_gemma":[0.9832024,0.00055764,0.0003094847,0.00169277,0.0005711151,0.0001224769,0.00002163537,0.00004221148,0.01348029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2326017,"threshold_uncertainty_score":0.9982401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01662922503900557,"score_gpt":0.3146780576758121,"score_spread":0.2980488326368065,"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."}}