{"id":"W2271971933","doi":"10.25916/sut.26288059","title":"Effective approaches for community engagement and behaviour change","year":2010,"lang":"en","type":"article","venue":"Swinburne Research Bank (Swinburne University of Technology)","topic":"Community Health and Development","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009269407,0.0002475022,0.0005375262,0.001504374,0.005226581,0.00001049742,0.001148461,0.0007932484,0.0003302326],"category_scores_gemma":[0.001606443,0.0002670473,0.00009870411,0.001034938,0.001279924,0.0002176649,0.002397913,0.007468428,0.00003280112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003006285,"about_ca_system_score_gemma":0.0005320146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005285707,"about_ca_topic_score_gemma":0.005530665,"domain_scores_codex":[0.9960449,0.001544747,0.0003785609,0.0004037224,0.0004470162,0.001181],"domain_scores_gemma":[0.9950524,0.002408455,0.0002121147,0.00116142,0.000822508,0.0003431057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00152512,0.002092955,0.461148,0.00307596,0.0003572984,0.00004174487,0.05502845,6.702721e-7,0.004366123,0.05999113,0.02303832,0.3893342],"study_design_scores_gemma":[0.008581731,0.00226123,0.4531744,0.0007317786,0.0001194344,0.00001270175,0.1947571,0.0002382413,0.001502691,0.02653271,0.3113097,0.0007783191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782415,0.0003014159,0.0002819237,0.009745848,0.0002224175,0.005831823,0.00006734941,0.0002518729,0.005055832],"genre_scores_gemma":[0.9912302,0.0003058944,0.006845793,0.0001046679,0.00008732664,0.0001837355,0.00004507018,0.0000292663,0.001168006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3885559,"threshold_uncertainty_score":0.9999782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3529421642917275,"score_gpt":0.4450840608158257,"score_spread":0.09214189652409821,"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."}}