{"id":"W2891744770","doi":"10.2147/prbm.s160355","title":"PREVIEW study—influence of a behavior modification intervention (PREMIT) in over 2300 people with pre-diabetes: intention, self-efficacy and outcome expectancies during the early phase of a lifestyle intervention","year":2018,"lang":"en","type":"article","venue":"Psychology Research and Behavior Management","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Novo Nordisk Fonden; National Health and Medical Research Council; Wageningen University and Research; Medical Research Council; Diabetestutkimussäätiö; Medical University Sofia; Universität Stuttgart; Helsingin Yliopisto; Seventh Framework Programme; Universidad de Navarra; Novo Nordisk; McGill University","keywords":"Weight loss; Overweight; Psychological intervention; Medicine; Intervention (counseling); Diabetes mellitus; Obesity; Self-efficacy; Type 2 diabetes; Psychology; Behavior change; Gerontology; Physical therapy; Internal medicine; Endocrinology; Social psychology; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001966272,0.0005380287,0.0007543766,0.0003307049,0.0004722128,0.0005748494,0.0003729838,0.0004889849,0.001736614],"category_scores_gemma":[0.00184847,0.000438503,0.0008832424,0.0002272511,0.0002521855,0.0004457892,0.0007724146,0.001019515,0.0003511549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003337099,"about_ca_system_score_gemma":0.0006995822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006461441,"about_ca_topic_score_gemma":0.005627431,"domain_scores_codex":[0.99936,0.0003091315,0.00004429932,0.00009365045,0.00009481186,0.00009810628],"domain_scores_gemma":[0.9988987,0.00020012,0.0001895735,0.0001026616,0.0001025663,0.0005063579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.3088535,0.08315117,0.4168848,0.001061132,0.002934281,0.0002149438,0.001941281,0.0005692291,0.005061284,0.0002727277,0.004192476,0.1748631],"study_design_scores_gemma":[0.04336258,0.16548,0.7842426,0.00008012614,0.001345201,0.0001298089,0.0006330009,0.001063092,0.001301688,0.0001144067,0.002193492,0.00005395455],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981821,0.0001729165,0.0001324358,0.00006308111,0.0000281736,0.0004171163,0.0005709116,0.00002211093,0.0004111564],"genre_scores_gemma":[0.9939573,0.0002274926,0.0008075056,0.0002724823,0.0001173016,0.001046818,0.001513571,0.00001034316,0.002047189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006461441,"threshold_uncertainty_score":0.01284766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1254489187927313,"score_gpt":0.5102331922920076,"score_spread":0.3847842734992762,"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."}}