{"id":"W2896330301","doi":"10.2196/11692","title":"Developing Typologies of User Engagement With the BRANCH Alcohol-Harm Reduction Smartphone App: Qualitative Study","year":2018,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Collaboration for Leadership in Applied Health Research and Care - Greater Manchester; National Institute for Health and Care Research; King's College London; King's College Hospital NHS Foundation Trust; South London and Maudsley NHS Foundation Trust","keywords":"mHealth; User engagement; Psychological intervention; Applied psychology; Psychology; eHealth; Health promotion; Brief intervention; Harm reduction; Internet privacy; Medical education; Medicine; Computer science; Public health; Nursing; World Wide Web; Health care","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":[0.02338263,0.0007619569,0.0008129082,0.003908061,0.007019801,0.0048268,0.001872054,0.001561971,0.002281509],"category_scores_gemma":[0.03211406,0.0008512075,0.0007523298,0.002922792,0.009194593,0.00686187,0.008474414,0.002343833,0.0003632531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005046317,"about_ca_system_score_gemma":0.004914074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006389007,"about_ca_topic_score_gemma":0.006786347,"domain_scores_codex":[0.9830609,0.01190341,0.0008565781,0.001162362,0.0015318,0.001485034],"domain_scores_gemma":[0.9640059,0.0297826,0.001670397,0.001088689,0.002517764,0.000934731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001383859,0.00002329055,0.003284975,0.0001096793,0.000004290647,0.0002151272,0.9898283,0.00003037333,0.0004613877,0.001146351,0.0001652621,0.004717086],"study_design_scores_gemma":[0.000002726707,0.00002260417,0.001580197,0.0001520962,0.000003140193,0.0001235978,0.9939154,0.0001652386,0.0002461477,0.0006303985,0.003147761,0.00001066158],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756308,0.0004485648,0.01500547,0.001308035,0.00003898726,0.001108391,0.0003616256,0.00003443775,0.006063764],"genre_scores_gemma":[0.9869978,0.0006876814,0.007286085,0.000563473,0.00001398961,0.002047078,0.0002099127,0.00005232275,0.002141654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02338263,"threshold_uncertainty_score":0.1236607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1667585382874807,"score_gpt":0.4626801357317401,"score_spread":0.2959215974442594,"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."}}