{"id":"W2009120483","doi":"10.2196/resprot.2205","title":"Development of Smartphone Applications for Nutrition and Physical Activity Behavior Change","year":2012,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":161,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Behavior change; Population; Popularity; Computer science; Psychological intervention; The Internet; Internet privacy; Applied psychology; World Wide Web; Psychology; Medicine; Environmental health; Social psychology; Nursing","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00195246,0.0001150644,0.0002490772,0.0001669322,0.001324229,0.00000599889,0.0001533131,0.0001653088,0.00004482464],"category_scores_gemma":[0.00005940063,0.0001053819,0.00003495101,0.0003659474,0.0001226669,0.0001965745,0.0001416159,0.0005681507,0.00008930892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001888627,"about_ca_system_score_gemma":0.0005394353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002869354,"about_ca_topic_score_gemma":0.00002548476,"domain_scores_codex":[0.9976563,0.0003394163,0.0003767438,0.0002687425,0.0003723958,0.0009863374],"domain_scores_gemma":[0.9978113,0.0006231527,0.0001913758,0.0003718558,0.000451627,0.0005506899],"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":[0.0004975646,0.008982765,0.01776587,0.01724682,0.000008785451,8.688779e-8,0.005329862,6.659772e-9,0.01386043,0.0160856,0.008012051,0.9122102],"study_design_scores_gemma":[0.001375562,0.0001233317,0.09020129,0.0004750098,0.00000214301,3.306557e-7,0.0003008747,0.00001078786,0.00164846,0.0002009129,0.9055778,0.00008348706],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.04234126,0.00001625853,0.001002292,0.0005426526,0.000008683676,0.9556352,0.00008564196,0.00005704876,0.0003109968],"genre_scores_gemma":[0.0409652,0.000005684182,0.005903399,0.00006527681,0.0007380434,0.9520758,0.00004033753,0.00002544795,0.000180823],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9121267,"threshold_uncertainty_score":0.9999759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6086632503249683,"score_gpt":0.6880834409295328,"score_spread":0.07942019060456451,"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."}}