{"id":"W4405179978","doi":"10.2196/62915","title":"Women Empowered to Connect With Addiction Resources and Engage in Evidence-Based Treatment (WE-CARE)—an mHealth Application for the Universal Screening of Alcohol, Substance Use, Depression, and Anxiety: Usability and Feasibility Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Alcohol Abuse and Alcoholism","keywords":"Usability; Formative assessment; Addiction; Health care; Anxiety; Test (biology); Psychology; Medicine; Psychiatry; Computer science","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":[0.002325039,0.0003231569,0.0002104951,0.0002746657,0.0004261884,0.0006327812,0.0003928257,0.0004598066,0.004176905],"category_scores_gemma":[0.006430679,0.0001931437,0.0004965757,0.0001239568,0.000334336,0.0006778991,0.001266568,0.0004371644,0.0004240923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000200089,"about_ca_system_score_gemma":0.0005672589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000770769,"about_ca_topic_score_gemma":0.001647433,"domain_scores_codex":[0.9993582,0.0003363164,0.00004695247,0.00005745506,0.0001109389,0.00009010427],"domain_scores_gemma":[0.9987632,0.00075393,0.0001126056,0.00006970109,0.0001408699,0.0001597149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004235748,0.006951733,0.1528216,0.002912437,0.0002008535,0.002662652,0.05741137,0.0004986813,0.03645838,0.001098332,0.02406661,0.7106816],"study_design_scores_gemma":[0.004428232,0.06628898,0.4395747,0.003421301,0.001659434,0.008840787,0.0830242,0.01004143,0.04686082,0.003079014,0.3321258,0.0006552752],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856883,0.0003518639,0.004289974,0.00110692,0.00008649744,0.00206588,0.0004960316,0.0003042454,0.005610201],"genre_scores_gemma":[0.9600359,0.0006317314,0.02954742,0.001356653,0.00004706776,0.003579639,0.0002964963,0.00004996365,0.004455187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004176905,"threshold_uncertainty_score":0.01397318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1788715090330985,"score_gpt":0.4406118295789721,"score_spread":0.2617403205458737,"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."}}