{"id":"W3043748219","doi":"10.2196/21278","title":"Personalized Approach Bias Modification Smartphone App (“SWIPE”) to Reduce Alcohol Use Among People Drinking at Hazardous or Harmful Levels: Protocol for an Open-Label Feasibility Study","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; SwIPe; Alcohol Use Disorders Identification Test; Intervention (counseling); Brief intervention; Abstinence; Alcohol use disorder; Applied psychology; Protocol (science); Internet privacy; Psychology; Medicine; Poison control; Injury prevention; Computer security; Psychological intervention; Environmental health; Alcohol; Computer science; Psychiatry; Alternative medicine","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":[0.003104694,0.0005550234,0.001070216,0.0002926005,0.0008322946,0.0007532939,0.001149634,0.0002142691,0.0003214027],"category_scores_gemma":[0.001961144,0.0004054588,0.0001355357,0.00169385,0.0002139523,0.001143798,0.0007516405,0.000635165,0.0001109242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001067223,"about_ca_system_score_gemma":0.0008098341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001502885,"about_ca_topic_score_gemma":0.0008133579,"domain_scores_codex":[0.9930394,0.001096388,0.0008966852,0.001888622,0.001869104,0.001209742],"domain_scores_gemma":[0.9952056,0.0005548944,0.0002561061,0.001621961,0.001244906,0.001116476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1134528,0.02657013,0.7781873,0.001585918,0.0003236051,0.00008735836,0.03867458,0.00001176778,0.01677458,0.00006018384,0.0184409,0.00583091],"study_design_scores_gemma":[0.2059204,0.04372249,0.6849772,0.002082634,0.00009862301,0.00003275634,0.01297205,0.004540572,0.01826999,0.0001051966,0.02578218,0.001495876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.3279482,4.621713e-7,0.0001828506,0.0006635229,0.000004449117,0.6707944,0.00001783778,0.0002269198,0.0001613596],"genre_scores_gemma":[0.1288397,9.374965e-8,0.005650519,0.0002173651,0.0002098515,0.8604159,0.00008257102,0.0001382366,0.004445725],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1991085,"threshold_uncertainty_score":0.9998397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8383965990498863,"score_gpt":0.6144151218832195,"score_spread":0.2239814771666668,"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."}}