{"id":"W2679749608","doi":"10.2196/mhealth.6497","title":"Beyond Basic Feedback in Mobile Brief Interventions: Designing SMS Message Content for Delivery to Young Adults During Risky Drinking Events","year":2017,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council; Medical Research Council; Australian Government; Burnet Institute","keywords":"Psychological intervention; mHealth; Psychology; Mobile device; Computer science; Mobile apps; Internet privacy; Applied psychology; Multimedia; Medicine; World Wide Web; Psychiatry","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":[0.0071496,0.0007351678,0.000303991,0.0007719476,0.0005844176,0.0007876269,0.0006852974,0.0009079562,0.004483932],"category_scores_gemma":[0.01583952,0.0002413586,0.00051973,0.0003072122,0.0005473921,0.001160992,0.0008708954,0.0006077315,0.0008252564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000738254,"about_ca_system_score_gemma":0.002579251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000882368,"about_ca_topic_score_gemma":0.001857357,"domain_scores_codex":[0.9972332,0.001938161,0.0001874508,0.0001362136,0.0002974849,0.0002074748],"domain_scores_gemma":[0.9947489,0.003716658,0.0004034755,0.0001505725,0.000569549,0.0004108615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001451278,0.003886861,0.01291998,0.01229784,0.0001060137,0.0008022823,0.02630835,0.002329998,0.03073652,0.002250976,0.005996244,0.9009137],"study_design_scores_gemma":[0.01008988,0.1187892,0.1517909,0.03546779,0.002788287,0.002856235,0.04470498,0.03717471,0.1305558,0.02315287,0.4420566,0.0005727004],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7311582,0.002566494,0.1774631,0.005995507,0.0008445586,0.06112681,0.0005222071,0.001660208,0.01866289],"genre_scores_gemma":[0.5531106,0.001938788,0.4154574,0.001143918,0.0001820053,0.02450789,0.0001656559,0.00008396378,0.003409788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0071496,"threshold_uncertainty_score":0.03781116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1015553509370509,"score_gpt":0.4426897798029736,"score_spread":0.3411344288659227,"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."}}