{"id":"W4376491077","doi":"10.2196/43304","title":"Digitally Assisted Peer Recovery Coach to Facilitate Linkage to Outpatient Treatment Following Inpatient Alcohol Withdrawal Treatment: Proof-of-Concept Pilot Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Alcoholism and Thiamine Deficiency","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; National Institute on Alcohol Abuse and Alcoholism","keywords":"Alcohol use disorder; Medicine; Addiction; Psychiatry; Family medicine; Alcohol","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001247613,0.0004465592,0.000852935,0.001236132,0.0003926683,0.0001047798,0.0002743019,0.00007989973,0.00004095261],"category_scores_gemma":[0.0004221348,0.0003083466,0.0002548536,0.002470038,0.000116984,0.0003966203,0.0003696838,0.0003071099,0.0005326832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001305285,"about_ca_system_score_gemma":0.0003792702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004187759,"about_ca_topic_score_gemma":0.00008942289,"domain_scores_codex":[0.994541,0.0004053005,0.0008370794,0.0006909319,0.002337097,0.001188623],"domain_scores_gemma":[0.9973159,0.0003986151,0.0001190884,0.0007853896,0.0007829145,0.0005980962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.01048608,0.04389302,0.04080483,0.0004929637,0.002426866,0.001028562,0.6354033,0.0009587657,0.002262242,0.000112963,0.01085998,0.2512705],"study_design_scores_gemma":[0.02327818,0.658412,0.2144302,0.0007428901,0.0002637941,0.000025792,0.07048449,0.0007292627,0.02000177,0.00007810883,0.0105617,0.0009917433],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803979,0.00004322911,0.0001361243,0.0007213269,0.0002585621,0.008821086,0.0003718335,0.0001353056,0.009114614],"genre_scores_gemma":[0.9842802,0.000005065483,0.0000744483,0.00004057546,0.00005830343,0.002849052,0.0003970167,0.00005280623,0.01224255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.614519,"threshold_uncertainty_score":0.9999369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1962828013106455,"score_gpt":0.4186710796295824,"score_spread":0.2223882783189369,"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."}}