{"id":"W4389096389","doi":"10.31234/osf.io/yfmjx","title":"Components of Multiple Health Behavior Change Interventions for patients with chronic conditions: A systematic review and meta-regression of randomized trials","year":2023,"lang":"en","type":"review","venue":"","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Fundação para a Ciência e a Tecnologia","keywords":"Psychological intervention; Behavior change methods; Behavior change; Meta-analysis; Intervention (counseling); Randomized controlled trial; Systematic review; Medicine; Smoking cessation; Clinical psychology; Physical therapy; Psychology; MEDLINE; Social psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0234712,0.003236934,0.01995306,0.008516455,0.0008205684,0.003550037,0.002206438,0.001812828,0.004277426],"category_scores_gemma":[0.05555582,0.001590207,0.03163436,0.008175145,0.0007738356,0.002267453,0.002114507,0.002327917,0.0003937232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004932925,"about_ca_system_score_gemma":0.008861696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007657022,"about_ca_topic_score_gemma":0.01549034,"domain_scores_codex":[0.9847406,0.007296624,0.004448028,0.001174571,0.002032248,0.0003079446],"domain_scores_gemma":[0.9734489,0.02020459,0.003437384,0.0007060643,0.001925989,0.0002771022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001889048,0.00007518265,0.001258343,0.7250804,0.2158618,0.00005336056,0.0001055158,0.0004185609,0.0002043718,0.00023537,0.0007525881,0.05406557],"study_design_scores_gemma":[0.001545093,0.0005814012,0.002697228,0.1398227,0.8497486,0.00009584102,0.00008139315,0.000267458,0.0002651571,0.0003556531,0.004504499,0.00003495812],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001734952,0.995876,0.0007202404,0.0001527782,0.0001200525,0.0008829696,0.0002594063,0.00003412973,0.0002194596],"genre_scores_gemma":[0.04117842,0.9507591,0.004051578,0.0004597006,0.0001185075,0.002672578,0.0005241373,0.00002662534,0.0002094329],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0234712,"threshold_uncertainty_score":0.1241291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6162146168799154,"score_gpt":0.5753287232542478,"score_spread":0.04088589362566764,"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."}}