{"id":"W2809483526","doi":"10.1016/j.mcna.2018.03.001","title":"Inpatient Addiction Consult Service","year":2018,"lang":"en","type":"review","venue":"Medical Clinics of North America","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":124,"is_retracted":false,"has_abstract":false,"ca_institutions":"British Columbia Centre on Substance Use; University of British Columbia; St. Paul's Hospital","funders":"National Institute on Drug Abuse","keywords":"Medicine; Addiction; Motivational interviewing; Intervention (counseling); Addiction medicine; Psychiatry; Substance use; Inpatient care; Substance abuse; Addiction treatment; Medical emergency; Health care","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002694727,0.0005222979,0.003055774,0.0002154999,0.00005291641,0.00000605784,0.0003798149,0.0005179138,0.001307139],"category_scores_gemma":[0.001965362,0.0003808295,0.0007245916,0.0009779002,0.0004414492,0.00002903387,0.0002036641,0.0008410017,0.001164326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001301948,"about_ca_system_score_gemma":0.002599849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001147538,"about_ca_topic_score_gemma":0.00005385761,"domain_scores_codex":[0.9954502,0.0002012329,0.001926048,0.000657365,0.001369509,0.0003956198],"domain_scores_gemma":[0.995911,0.0007577838,0.001178447,0.0009617003,0.0004976324,0.0006934251],"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":[0.00004482266,0.001007478,0.0005946014,0.01010479,0.0006814222,0.00004817206,0.00009916679,7.065447e-8,5.030051e-10,0.000001208655,0.006338802,0.9810795],"study_design_scores_gemma":[0.0009327136,0.001417466,0.0003512961,0.01319364,0.003292822,0.00003405366,0.00002058372,0.00004016562,3.489301e-8,0.000002436167,0.98046,0.0002547426],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002825975,0.9959162,0.0000555687,0.0003520456,0.0008084317,0.001273425,0.0003081703,0.00009743028,0.0009061305],"genre_scores_gemma":[0.00001730544,0.9939621,0.0007309975,0.001495172,0.0004522506,0.0001624829,0.002966319,0.0000835238,0.0001298214],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9808247,"threshold_uncertainty_score":0.9998643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0438416476057058,"score_gpt":0.377411332551071,"score_spread":0.3335696849453652,"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."}}