{"id":"W1955252001","doi":"10.2196/resprot.4484","title":"Diet Quality of Young Adults Enrolling in TXT2BFiT, a Mobile Phone-Based Healthy Lifestyle Intervention","year":2015,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cancer Council Victoria; National Health and Medical Research Council","keywords":"Intervention (counseling); Mobile phone; mHealth; Gerontology; Psychology; Quality (philosophy); Medicine; Applied psychology; Psychological intervention; Computer science; Nursing; Telecommunications","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":[0.0006264261,0.0002584335,0.0005326873,0.0003640963,0.0006198954,0.0005458728,0.0002915732,0.0004651058,0.002616342],"category_scores_gemma":[0.001181387,0.0002014393,0.0004633867,0.000416702,0.0001512208,0.0003056107,0.0006941113,0.0005150521,0.0005104209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008349287,"about_ca_system_score_gemma":0.0008763624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02009744,"about_ca_topic_score_gemma":0.02863951,"domain_scores_codex":[0.9996232,0.00009286409,0.00003053199,0.00006780825,0.00007721556,0.0001084522],"domain_scores_gemma":[0.999464,0.00002490122,0.0001336369,0.0000143517,0.00006130237,0.0003017011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009752594,0.01015369,0.8912627,0.0003838377,0.0003567298,0.0001434498,0.001138655,0.00008853696,0.002369651,0.00004853221,0.004867314,0.07943437],"study_design_scores_gemma":[0.0006381389,0.004291352,0.9936237,0.00003388548,0.0001190223,0.00005085392,0.0002332034,0.0001020094,0.0001308522,0.00001107045,0.0007591077,0.000006840477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.9978414,0.0002190534,0.00004266242,0.0001814328,0.000023749,0.0002148497,0.000723942,0.00001197635,0.0007408258],"genre_scores_gemma":[0.9955897,0.0002648697,0.000393903,0.000308601,0.00003780245,0.0005977868,0.001309083,0.000003458774,0.001494703],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.02009744,"threshold_uncertainty_score":0.03996092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2939836479005999,"score_gpt":0.5765378061343561,"score_spread":0.2825541582337562,"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."}}