{"id":"W4394591529","doi":"10.1001/jamainternmed.2024.0343","title":"A Brief Intervention With Instant Messaging or Regular Text Messaging Support in Reducing Alcohol Use","year":2024,"lang":"en","type":"article","venue":"JAMA Internal Medicine","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"","keywords":"Medicine; Alcohol Use Disorders Identification Test; Psychological intervention; Intervention (counseling); Alcohol use disorder; Randomized controlled trial; Brief intervention; Audit; Short Message Service; Alcohol; Social support; Poison control; Psychiatry; Injury prevention; Medical emergency; Psychology; Social psychology; Surgery","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":[0.0007895153,0.0007162371,0.0007976241,0.000625764,0.0004043331,0.0003273386,0.0005414227,0.001085098,0.009407731],"category_scores_gemma":[0.002108279,0.0003149594,0.0008214497,0.000294825,0.0002867015,0.0005346493,0.000629325,0.0007835664,0.0005481105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003692121,"about_ca_system_score_gemma":0.0008557107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001296761,"about_ca_topic_score_gemma":0.002639012,"domain_scores_codex":[0.9994677,0.0001964323,0.00008813139,0.00008636779,0.00008951619,0.00007184512],"domain_scores_gemma":[0.9993563,0.0002381893,0.0001452757,0.00002730048,0.00002920834,0.0002037266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.1352501,0.1335062,0.006114763,0.01355823,0.001201699,0.0003041081,0.0007984257,0.0008941934,0.0118162,0.0002995654,0.003114015,0.6931424],"study_design_scores_gemma":[0.2442683,0.6064222,0.120005,0.003043449,0.003490046,0.0004220617,0.0005378333,0.003062811,0.007790881,0.0004707394,0.01038909,0.00009772844],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834105,0.004424389,0.001252637,0.000769321,0.0005105426,0.00609175,0.0002909769,0.0002341249,0.00301579],"genre_scores_gemma":[0.9753777,0.002892478,0.009318788,0.0007562265,0.0003770945,0.008083381,0.0001661234,0.000007983862,0.003020165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009407731,"threshold_uncertainty_score":0.03147197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03823762154362405,"score_gpt":0.326892547305935,"score_spread":0.2886549257623109,"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."}}