{"id":"W4322719444","doi":"10.2196/40440","title":"Effects of Text4Hope-Addiction Support Program on Cravings and Mental Health Symptoms: Results of a Longitudinal Cross-sectional Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary; University of Alberta; Dalhousie University","funders":"","keywords":"Addiction; Anxiety; Craving; Likert scale; Mental health; Clinical psychology; Psychiatry; Medicine; Patient Health Questionnaire; Psychology; Depressive symptoms","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003485482,0.0003614012,0.0004632646,0.0005512205,0.0007574513,0.0006167029,0.0003071378,0.000782351,0.001266328],"category_scores_gemma":[0.003974359,0.0004010194,0.0009470423,0.0004410637,0.000273982,0.000620187,0.0005235725,0.0009946754,0.0003851222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000409295,"about_ca_system_score_gemma":0.0006276061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003407057,"about_ca_topic_score_gemma":0.004218762,"domain_scores_codex":[0.9988378,0.0004860011,0.0001007836,0.0001508975,0.0002435092,0.0001811739],"domain_scores_gemma":[0.9960362,0.0007670979,0.001203887,0.0002940911,0.0006465634,0.00105223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002239363,0.008527705,0.9795591,0.00003856468,0.0002963602,0.00008210671,0.0005729983,0.00005051641,0.0004513994,0.00001083007,0.0002346438,0.007936396],"study_design_scores_gemma":[0.0001185123,0.006108781,0.992931,0.00001074972,0.0001019431,0.00005610685,0.0002393779,0.0001264141,0.0001225124,0.000007453418,0.0001696306,0.000007491687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994306,0.00005890788,0.00005100328,0.00001961372,0.000005045912,0.00008962305,0.0001637028,0.000005752559,0.0001757821],"genre_scores_gemma":[0.9985185,0.00008474154,0.0002046403,0.00008387848,0.00001294534,0.0001682306,0.0004313054,0.000003365445,0.0004922687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003485482,"threshold_uncertainty_score":0.01843321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0825013907893331,"score_gpt":0.5381309558034221,"score_spread":0.455629565014089,"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."}}