{"id":"W2802314214","doi":"10.2196/humanfactors.9641","title":"A Text Message–Based Intervention Targeting Alcohol Consumption Among University Students: User Satisfaction and Acceptability Study","year":2018,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Folkhälsomyndigheten; Public Health Agency","keywords":"Psychological intervention; Intervention (counseling); Short Message Service; Alcohol consumption; Psychology; Medicine; Applied psychology; Alcohol; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002259681,0.000182377,0.0002503717,0.0001747901,0.0002934851,0.00004721483,0.0000646088,0.00007809899,0.001415686],"category_scores_gemma":[0.00003001871,0.0001566852,0.0001001826,0.0001310089,0.000170125,0.0003607187,0.00004930513,0.0001312034,0.00002491981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002655805,"about_ca_system_score_gemma":0.00001014223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002373276,"about_ca_topic_score_gemma":0.00216477,"domain_scores_codex":[0.9988208,0.0001311976,0.000215543,0.0003418897,0.0003120738,0.0001785427],"domain_scores_gemma":[0.9993892,0.00005637972,0.0001341666,0.000227256,0.00009449247,0.00009847843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001708229,0.0005626368,0.9943231,0.00002475008,0.0001367418,0.000009104944,0.003648186,1.304927e-7,0.0005495079,0.000004607748,0.00009780435,0.0004726535],"study_design_scores_gemma":[0.005863938,0.0005229801,0.9821217,0.00004851579,0.0001944104,3.397351e-7,0.01029558,0.00000698152,0.0007466177,0.000004001733,0.00006293428,0.0001320148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984608,0.00001386673,0.00002554425,0.000009414362,0.0001076757,0.001162934,0.000002545588,0.0001449421,0.00007232232],"genre_scores_gemma":[0.9993984,0.000002596283,0.00003474818,0.00001327484,0.00004580802,0.00001084841,0.00003804759,0.00001551069,0.0004408392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01220136,"threshold_uncertainty_score":0.9994972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03744981945099723,"score_gpt":0.3473256740958837,"score_spread":0.3098758546448864,"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."}}