{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002113377,0.0002395822,0.0004385246,0.0006751486,0.0002159492,0.0000489256,0.0004164998,0.000120136,0.0002970151],"category_scores_gemma":[0.00004424826,0.0001865643,0.0001063491,0.0009270259,0.000581565,0.0002703887,0.0002489036,0.0004459956,0.00001854955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007561805,"about_ca_system_score_gemma":0.000009699667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008254315,"about_ca_topic_score_gemma":0.001785368,"domain_scores_codex":[0.9962549,0.0008177812,0.001221251,0.000704676,0.0004319921,0.0005693925],"domain_scores_gemma":[0.9980773,0.00007135926,0.0004198019,0.000822378,0.000473079,0.0001360993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007160609,0.02024549,0.9513381,0.0004620789,0.00009205656,0.000009953539,0.004434444,1.237391e-7,0.0007808773,0.000163414,0.00004989534,0.0217075],"study_design_scores_gemma":[0.005992446,0.006361768,0.9845597,0.0005135643,0.0002735457,0.00001090476,0.001985223,0.000002527252,0.00004445148,0.00002215213,0.00008565414,0.0001480783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943646,0.0007903976,0.00006272812,0.00007085866,0.0001482733,0.004402992,0.00002220864,0.00004171204,0.00009628643],"genre_scores_gemma":[0.9952404,0.0001545912,0.0001352244,0.00001246014,0.00002297272,0.003767317,0.00001540275,0.00002694686,0.0006247009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03322158,"threshold_uncertainty_score":0.7607871,"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."}}