{"id":"W4377291997","doi":"10.1186/s13011-023-00537-y","title":"Building an inpatient addiction medicine consult service in Sudbury, Canada: preliminary data and lessons learned in the era of COVID-19","year":2023,"lang":"en","type":"article","venue":"Substance Abuse Treatment Prevention and Policy","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Health Sciences North; Science North","funders":"Northern Ontario Academic Medicine Association","keywords":"Medicine; Referral; Addiction; Family medicine; Public health; Observational study; Service (business); Intervention (counseling); Medical emergency; Addiction medicine; Health care; Population; Emergency department; Community health; Emergency medicine; Psychiatry; Nursing; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003426475,0.0001924274,0.0003204915,0.000260886,0.000084518,0.000009403686,0.0001171724,0.00006137498,0.0000159219],"category_scores_gemma":[0.00007789607,0.0001371167,0.00001731147,0.0009459567,0.00007619186,0.0001588299,0.00002433728,0.0001178574,9.062568e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004286282,"about_ca_system_score_gemma":0.0007614222,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3514474,"about_ca_topic_score_gemma":0.7034426,"domain_scores_codex":[0.9985332,0.0002095787,0.0003723716,0.000398486,0.0002438634,0.000242518],"domain_scores_gemma":[0.9989428,0.0001916185,0.0001292844,0.0005571706,0.00003809704,0.0001410291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004246315,0.005034423,0.3857194,0.001354618,0.0007142109,0.000707856,0.3016046,0.0004832109,0.001467506,0.007843935,0.003038379,0.2877856],"study_design_scores_gemma":[0.01902539,0.00250321,0.9440674,0.001115661,0.0004185504,0.00006361794,0.0196163,0.002771259,0.000200999,0.001542427,0.00839334,0.0002818451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970613,0.002270411,0.00001544819,0.02589247,0.0000375159,0.0009415504,0.0001407801,0.00003299696,0.00005582855],"genre_scores_gemma":[0.9829656,0.01487008,0.0001244993,0.0007261814,0.00003740779,0.0001236315,0.001032631,0.00001602119,0.0001039356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.558348,"threshold_uncertainty_score":0.6528713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08276075240349692,"score_gpt":0.3923402638943744,"score_spread":0.3095795114908775,"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."}}