{"id":"W1990682749","doi":"10.2196/med20.1741","title":"Web-Based Interventions for Behavior Change and Self-Management: Potential, Pitfalls, and Progress","year":2012,"lang":"en","type":"article","venue":"Medicine 2 0","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":229,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Medicine; Web application; Health care; Internet privacy; Computer science; Nursing; World Wide Web; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009477371,0.0001417751,0.0002613324,0.0001824301,0.0007568519,0.000003707737,0.00008021884,0.000113755,0.0001728452],"category_scores_gemma":[0.0000394684,0.0001153442,0.00003899435,0.0001412957,0.0001153847,0.00009579067,0.00006301975,0.000213423,0.00002402253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004797067,"about_ca_system_score_gemma":0.00005370285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006240371,"about_ca_topic_score_gemma":0.00004865124,"domain_scores_codex":[0.9983526,0.0001216959,0.0005005161,0.0002376035,0.0001413381,0.0006462001],"domain_scores_gemma":[0.9987439,0.0001528043,0.0002005414,0.0002470764,0.00008893712,0.0005667323],"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":[0.0001598365,0.002150847,0.371388,0.03603565,0.00008367161,0.000005769296,0.004057013,8.211551e-8,0.0000402763,0.06243561,0.1071309,0.4165123],"study_design_scores_gemma":[0.004461981,0.0002887402,0.2883818,0.001017205,0.0003486736,0.000003648625,0.0008342072,0.0002322668,0.000001236044,0.0001294856,0.7041619,0.0001389236],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5755584,0.138696,0.01465777,0.1224843,0.008405231,0.1289219,0.0005375827,0.002076674,0.008662197],"genre_scores_gemma":[0.8604317,0.002943546,0.005260698,0.00471316,0.001425885,0.1242735,0.0001712163,0.00004349303,0.0007367371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5970309,"threshold_uncertainty_score":0.582117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044206305251411,"score_gpt":0.4622985753069804,"score_spread":0.3578779447818393,"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."}}