{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00401573,0.0001219991,0.0004098916,0.0002464763,0.00007772772,0.00002060669,0.0001420774,0.0001003255,0.00009077471],"category_scores_gemma":[0.0007087684,0.0001052936,0.0001371471,0.000575229,0.0001529546,0.00008864587,0.0001281953,0.0004763521,0.00004176896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003064828,"about_ca_system_score_gemma":0.0002918521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001454983,"about_ca_topic_score_gemma":0.0004082706,"domain_scores_codex":[0.996852,0.0005684028,0.000663907,0.0003204501,0.001120994,0.0004742765],"domain_scores_gemma":[0.9981834,0.0002539312,0.0001316056,0.0003194707,0.000836578,0.0002750312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1713174,0.0227735,0.7351877,0.01703428,0.00008175427,0.0001197651,0.002012315,0.0000564823,0.003364325,0.0006216693,0.03890557,0.008525269],"study_design_scores_gemma":[0.1462066,0.08253355,0.4700432,0.04232811,0.000009479574,0.00001664252,0.00960341,0.001778693,0.009174882,0.003673164,0.2337569,0.0008754134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.4238832,0.000145543,0.00005713029,0.001292805,0.00001939869,0.5721821,0.00005463424,0.00005855168,0.002306675],"genre_scores_gemma":[0.3789141,0.000003474954,0.0002986446,0.00004778803,0.0001166476,0.6204422,0.00002808611,0.00001356421,0.0001354462],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.2651445,"threshold_uncertainty_score":0.4293749,"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."}}