{"id":"W4282926725","doi":"10.2196/32571","title":"Antifragile Behavior Change Through Digital Health Behavior Change Interventions","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Behavior change; Behavior change methods; Leverage (statistics); Psychological intervention; Computer science; Behaviour change; Process (computing); Transtheoretical model; Agency (philosophy); Process management; Risk analysis (engineering); Human–computer interaction; Psychology; Social psychology; Artificial intelligence; Business","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":[0.006777932,0.0005356697,0.0003075844,0.001203035,0.000986229,0.001884831,0.001559098,0.0008828334,0.007528638],"category_scores_gemma":[0.01600954,0.0002143481,0.000810869,0.0006547113,0.00111617,0.001544711,0.003148739,0.00168266,0.0008008208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001466569,"about_ca_system_score_gemma":0.002797428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001602975,"about_ca_topic_score_gemma":0.004370201,"domain_scores_codex":[0.995717,0.002767758,0.0002037249,0.0002759438,0.0006479936,0.0003876231],"domain_scores_gemma":[0.9936267,0.003729305,0.0006792219,0.0007851725,0.0003865761,0.0007930283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003378511,0.01408609,0.01027477,0.001291517,0.0001345278,0.0001002822,0.008195953,0.001228328,0.002824007,0.01016035,0.008405591,0.9429609],"study_design_scores_gemma":[0.006535019,0.0348831,0.241565,0.0117397,0.001747845,0.001186987,0.03897254,0.0290542,0.03619666,0.120746,0.4768875,0.0004855247],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7129709,0.002725378,0.1225274,0.02603084,0.0009794075,0.008388576,0.0005796486,0.003381662,0.1224162],"genre_scores_gemma":[0.8031799,0.00252941,0.1749815,0.004691062,0.0002427112,0.005648335,0.000294813,0.00008504321,0.008347269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007528638,"threshold_uncertainty_score":0.03584552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4415889709684425,"score_gpt":0.5881406008511763,"score_spread":0.1465516298827338,"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."}}