{"id":"W4224280202","doi":"10.2196/33886","title":"Message Frame–Tailoring in Digital Health Communication: Intervention Redesign and Usability Testing","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"KWF Kankerbestrijding","keywords":"Usability; Framing (construction); Psychological intervention; Health communication; Computer science; Autonomy; Frame analysis; Smoking cessation; Human–computer interaction; Psychology; Cognitive reframing; Medicine; Social psychology; Nursing; Engineering","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":[0.03269062,0.00111443,0.000825796,0.001599296,0.0006498047,0.0009421086,0.001416772,0.001144673,0.003841287],"category_scores_gemma":[0.06759416,0.0006495329,0.001438592,0.0007434067,0.0008327989,0.001772517,0.00127023,0.0008409563,0.0005097293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001292753,"about_ca_system_score_gemma":0.001967849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001103061,"about_ca_topic_score_gemma":0.001153682,"domain_scores_codex":[0.9871901,0.009210872,0.001259231,0.0008301291,0.001012036,0.0004976921],"domain_scores_gemma":[0.9520523,0.03800886,0.001611455,0.003382478,0.004305546,0.0006392577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.004743415,0.04290166,0.02226182,0.0054169,0.0003196064,0.0002412078,0.02614159,0.004708596,0.01009716,0.001584192,0.003024836,0.8785591],"study_design_scores_gemma":[0.0363597,0.3460074,0.263505,0.007088253,0.004407634,0.001305793,0.03034859,0.09812177,0.1070546,0.01274472,0.09155186,0.001504678],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9069524,0.0003189774,0.04821215,0.0004194401,0.0001692924,0.03949679,0.0002642168,0.0009333371,0.003233337],"genre_scores_gemma":[0.6962302,0.0005399121,0.2502089,0.0004556317,0.0001157048,0.04998767,0.0004542106,0.0001253041,0.001882395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03269062,"threshold_uncertainty_score":0.1728866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2887167407105272,"score_gpt":0.5408304456978148,"score_spread":0.2521137049872876,"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."}}