{"id":"W4410325157","doi":"10.3233/shti250258","title":"Usability Testing a Context-Sensitive Strategy for Screening, Brief Intervention, and Referral to Treatment","year":2025,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Brief intervention; Usability; Referral; Triage; Medicine; Context (archaeology); Intervention (counseling); Health care; Family medicine; Medical emergency; Nursing; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.03929259,0.001695295,0.001047179,0.002561655,0.001541409,0.00151299,0.001209098,0.001035874,0.003474887],"category_scores_gemma":[0.0993652,0.0009418171,0.001419773,0.001057303,0.0009704586,0.001310086,0.001915231,0.0009307027,0.0009251988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001171149,"about_ca_system_score_gemma":0.002996798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001603508,"about_ca_topic_score_gemma":0.004340463,"domain_scores_codex":[0.9648165,0.02234306,0.00576985,0.002021331,0.003917011,0.001132378],"domain_scores_gemma":[0.9149415,0.06021268,0.002959725,0.007348081,0.0134167,0.001121289],"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":[0.006262897,0.02292741,0.0818034,0.009081061,0.0005631127,0.001110471,0.07691412,0.002835401,0.06391329,0.002348033,0.01281969,0.7194211],"study_design_scores_gemma":[0.007848009,0.1698113,0.443126,0.007166871,0.002042034,0.001898671,0.05457111,0.03380946,0.1419397,0.006883129,0.1293091,0.001594549],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7649407,0.0004954251,0.07602837,0.0006409535,0.0004033605,0.1439576,0.0007886671,0.001644342,0.01110061],"genre_scores_gemma":[0.5915475,0.0005164858,0.286016,0.0008490565,0.00009755013,0.1175216,0.0004846619,0.0001832606,0.002783873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03929259,"threshold_uncertainty_score":0.2078016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6448558029514934,"score_gpt":0.6703200304321663,"score_spread":0.0254642274806729,"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."}}