{"id":"W3004215915","doi":"10.2196/15610","title":"Reducing Drinking Among People Experiencing Homelessness: Protocol for the Development and Testing of a Just-in-Time Adaptive Intervention","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Minority Health and Health Disparities; National Cancer Institute; Tobacco Settlement Endowment Trust; National Institute on Alcohol Abuse and Alcoholism; Stephenson Cancer Center; University of Oklahoma Health Sciences Center; University of Oklahoma","keywords":"Psychological intervention; mHealth; Intervention (counseling); Medicine; Population; Brief intervention; Psychology; Gerontology; Psychiatry; Environmental health","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":[0.02508489,0.003452163,0.004241529,0.002203654,0.005772253,0.002574524,0.004241372,0.005286983,0.08530453],"category_scores_gemma":[0.02230983,0.002846543,0.005113426,0.001953134,0.002528896,0.002332329,0.003307469,0.008851591,0.01573385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00525964,"about_ca_system_score_gemma":0.02745856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00565737,"about_ca_topic_score_gemma":0.01126061,"domain_scores_codex":[0.9892102,0.005613593,0.001604698,0.0008898217,0.001288499,0.001393222],"domain_scores_gemma":[0.986305,0.002938651,0.001415045,0.002081633,0.005292825,0.001966873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1563477,0.2020666,0.006622059,0.04541207,0.001457644,0.001838329,0.007120949,0.009455619,0.01359404,0.01234153,0.1289921,0.4147514],"study_design_scores_gemma":[0.3970451,0.1247615,0.03417833,0.02295796,0.001512354,0.0005149172,0.004340994,0.006892304,0.01046138,0.01133933,0.385193,0.0008028164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001427657,0.0000494268,0.001677597,0.0001044768,0.00008873734,0.9950925,0.0006797725,0.00006008261,0.0008197221],"genre_scores_gemma":[0.0005135308,0.0000507329,0.003192903,0.00005653891,0.000008483785,0.9958118,0.0001103526,0.000003678964,0.0002520657],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08530453,"threshold_uncertainty_score":0.2853721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4245796255485292,"score_gpt":0.5833236932006544,"score_spread":0.1587440676521251,"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."}}