{"id":"W2797761658","doi":"10.2196/resprot.8703","title":"Application of Behavior Change Techniques in a Personalized Nutrition Electronic Health Intervention Study: Protocol for the Web-Based Food4Me Randomized Controlled Trial","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Nutrition, Genetics, and Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"FP7 Food, Agriculture and Fisheries, Biotechnology; Medical Research Council","keywords":"Behavior change; Psychological intervention; Protocol (science); Intervention (counseling); Randomized controlled trial; Behavior change methods; Computer science; Consistency (knowledge bases); Behaviour change; The Internet; Web application; Medicine; Applied psychology; Psychology; Alternative medicine; World Wide Web; Artificial intelligence; 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":[],"consensus_categories":[],"category_scores_codex":[0.005760094,0.0001640502,0.0005399761,0.0002170561,0.0001758991,0.00004588588,0.0003110302,0.0001266922,0.00002178798],"category_scores_gemma":[0.0003193761,0.0001180345,0.0003596357,0.0002326152,0.0003708668,0.000008768732,0.00006034729,0.000156508,0.000001082903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000903508,"about_ca_system_score_gemma":0.0004669512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005986511,"about_ca_topic_score_gemma":0.00020546,"domain_scores_codex":[0.9962105,0.001788711,0.0007166161,0.000411738,0.000434993,0.0004374201],"domain_scores_gemma":[0.9982547,0.0001554522,0.0003352422,0.0004405677,0.0007358537,0.00007819923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9706277,0.009249179,0.0001717106,0.0005721156,0.00003671373,1.783559e-7,0.00007192614,5.982393e-8,0.01302202,0.000156697,0.0006127763,0.005478915],"study_design_scores_gemma":[0.9265452,0.01872054,0.00008481849,0.0003910682,0.00001249474,3.470231e-7,0.0001129893,0.0003009172,0.01907797,0.0004421602,0.03419548,0.0001160277],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002900919,0.00002556819,0.002322542,0.000297678,0.000005045041,0.9943871,0.00002187673,0.00002125399,0.00001798358],"genre_scores_gemma":[0.08060241,0.000003492849,0.0001884114,0.00004449344,0.0004976395,0.9185414,0.00005593066,0.00002510913,0.00004105378],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07770149,"threshold_uncertainty_score":0.4813307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1144721607760963,"score_gpt":0.5389438486500914,"score_spread":0.4244716878739951,"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."}}