{"id":"W2114470813","doi":"10.2196/mhealth.3861","title":"Apps Seeking Theories: Results of a Study on the Use of Health Behavior Change Theories in Cancer Survivorship Mobile Apps","year":2015,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":216,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Survivorship curve; Psychological intervention; Cancer survivorship; Behavior change; mHealth; Variety (cybernetics); Internet privacy; Psychology; Health behavior; Cancer; Human–computer interaction; Computer science; Applied psychology; Gerontology; Medicine; Social psychology; Environmental health; Artificial intelligence; Psychiatry","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":[0.01590316,0.0004823244,0.0004817062,0.00246066,0.00192516,0.003352585,0.001096279,0.001149345,0.002742375],"category_scores_gemma":[0.08821689,0.000582315,0.001047313,0.001294538,0.002219256,0.002902586,0.003450231,0.002227257,0.000381385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001738076,"about_ca_system_score_gemma":0.004998481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004071934,"about_ca_topic_score_gemma":0.004674555,"domain_scores_codex":[0.9929155,0.003769591,0.0005700917,0.000371336,0.002023953,0.0003496152],"domain_scores_gemma":[0.8760453,0.1053082,0.004701493,0.002345562,0.01001936,0.001580162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002130114,0.002432488,0.2774129,0.001417196,0.000153622,0.0007090209,0.5852025,0.0002233947,0.0007025245,0.00216407,0.002116789,0.1272526],"study_design_scores_gemma":[0.0001834939,0.002241142,0.4221011,0.001735228,0.0004694936,0.0009866733,0.5497122,0.002661575,0.001145577,0.002559397,0.01611249,0.00009152511],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866145,0.0003678141,0.0009448064,0.0008254324,0.00002236955,0.001082768,0.00009266474,0.00001881321,0.01003083],"genre_scores_gemma":[0.9932374,0.0006772691,0.002564616,0.0003566521,0.00001098027,0.0009220775,0.00008569543,0.00001293951,0.002132364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01590316,"threshold_uncertainty_score":0.08410496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3770091722149583,"score_gpt":0.514178887947115,"score_spread":0.1371697157321567,"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."}}