{"id":"W4283155746","doi":"10.2196/37008","title":"Exploring Whether Addictions Counselors Recommend That Their Patients Use Websites, Smartphone Apps, or Other Digital Health Tools to Help Them in Their Recovery: Web-Based Survey","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Alcohol Abuse and Alcoholism","keywords":"Addiction; Psychology; Internet privacy; Addiction medicine; Smartphone app; Medical education; Medicine; Psychiatry; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002542857,0.0001388535,0.0003398254,0.001174118,0.0008934273,0.0009610979,0.0003776591,0.0007153473,0.002507551],"category_scores_gemma":[0.008113342,0.0003813612,0.000615376,0.001047733,0.0003149777,0.001065769,0.0009160126,0.001150647,0.000532398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007250459,"about_ca_system_score_gemma":0.001354131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00818626,"about_ca_topic_score_gemma":0.01842049,"domain_scores_codex":[0.9986001,0.0003495132,0.0003420666,0.0001352505,0.0003964903,0.0001766827],"domain_scores_gemma":[0.9940843,0.001161634,0.002910184,0.0001337647,0.0008347968,0.0008753068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003227347,0.00026354,0.9870149,0.0001377922,0.00004599435,0.00005553044,0.001679174,0.00002299455,0.0001613428,0.00001689814,0.001204738,0.009364919],"study_design_scores_gemma":[0.00002139609,0.0003345029,0.9889935,0.0001921627,0.00005010946,0.0003860191,0.0073582,0.0002581589,0.0001058232,0.00002841778,0.002255343,0.00001634598],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967979,0.0003117146,0.0001263243,0.0005385606,0.0000119055,0.0001886283,0.0008171955,0.00001531502,0.001192571],"genre_scores_gemma":[0.995505,0.0009124074,0.0009970379,0.001005177,0.00002120947,0.0002775635,0.0006376322,0.000006983451,0.0006369378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00818626,"threshold_uncertainty_score":0.01627719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4465390202773512,"score_gpt":0.4472564965755657,"score_spread":0.0007174762982145588,"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."}}