{"id":"W3188458408","doi":"10.3390/systems9030061","title":"From Understanding to Impactful Action: Systems Thinking for Systems Change in Chronic Disease Prevention Research","year":2021,"lang":"en","type":"article","venue":"Systems","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Health and Medical Research Council; Tasmanian Department of Health; Australian National University; NSW Ministry of Health; Department of Health and Aged Care, Australian Government; Australian Government","keywords":"Systems thinking; Theory of change; Action (physics); Process management; Process (computing); Action research; Management science; Engineering ethics; Knowledge management; Psychology; Medicine; Computer science; Engineering; Sociology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.009885746,0.0002016006,0.0004863265,0.0005481999,0.001503011,0.0002450349,0.0003412663,0.00020687,0.00007971384],"category_scores_gemma":[0.001421672,0.0001986721,0.0000687837,0.001450577,0.00003639941,0.0005645133,0.0001642763,0.0005611295,0.0003100517],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01039951,"about_ca_system_score_gemma":0.003741405,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0210307,"about_ca_topic_score_gemma":0.005064085,"domain_scores_codex":[0.9903804,0.004803784,0.001377253,0.0007159351,0.001242963,0.001479649],"domain_scores_gemma":[0.9944264,0.003166374,0.0004071346,0.0006826433,0.0005856966,0.0007316931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00106782,0.0003691217,0.08786703,0.07419049,0.0003647291,0.0003285192,0.4618439,0.008798196,0.01220491,0.1573277,0.1941606,0.001476981],"study_design_scores_gemma":[0.005790094,0.0005271713,0.01803668,0.02627551,0.00005944844,0.00001658851,0.5294005,0.06036211,0.00003551288,0.003167572,0.3553152,0.001013566],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6924219,0.01314091,0.1358993,0.04441001,0.04672764,0.06118004,0.002462224,0.0007956387,0.002962386],"genre_scores_gemma":[0.9853224,0.00006648322,0.00005171123,0.0005283366,0.003668127,0.007849585,0.00009428301,0.00005071656,0.002368389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2929005,"threshold_uncertainty_score":0.9997969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9489350818563715,"score_gpt":0.7672930202386443,"score_spread":0.1816420616177272,"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."}}