{"id":"W4309482419","doi":"10.1016/j.genhosppsych.2022.11.002","title":"A call for the increased education and use of behaviour change techniques in mental health services","year":2022,"lang":"en","type":"letter","venue":"General Hospital Psychiatry","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychological intervention; Behavior change; Medicine; Pharmacy; Intervention (counseling); Mental health; Smoking cessation; Nursing; Pharmacy practice; Psychology; Medical education; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023975,0.0002745547,0.0003586028,0.0002461995,0.0002062662,0.0000313852,0.0003055273,0.0003645073,0.0002715011],"category_scores_gemma":[0.000001537376,0.0002372773,0.000207825,0.0001709286,0.00006556743,0.0001303837,0.00009261456,0.0008576854,0.000002601267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001308294,"about_ca_system_score_gemma":0.0002251579,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05799811,"about_ca_topic_score_gemma":0.003003374,"domain_scores_codex":[0.9980887,0.0001962583,0.0006190329,0.0004675085,0.0001858553,0.000442685],"domain_scores_gemma":[0.9989204,0.00003248198,0.0004656353,0.0004513644,0.00004912031,0.00008099619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006842091,0.0007664067,0.05863328,0.0003538409,0.00002427487,0.000001087687,0.001448648,1.286974e-8,7.316306e-7,0.0002046086,0.9205267,0.01797197],"study_design_scores_gemma":[0.0005801358,0.002469722,0.2497976,0.0003809969,0.00007466957,0.00001757467,0.001078618,0.000005937158,0.000001453491,0.0001548648,0.7450866,0.0003517739],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.4148109,0.0134996,0.000005326171,0.5531589,0.01060465,0.004973018,0.002811089,0.00007090633,0.00006559706],"genre_scores_gemma":[0.03647861,0.0007493551,0.005544693,0.9264461,0.006897844,0.0114849,0.007778895,0.0001955349,0.004424099],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3783323,"threshold_uncertainty_score":0.9675888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03849884475546844,"score_gpt":0.3700447230779201,"score_spread":0.3315458783224517,"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."}}