{"id":"W7456875","doi":"","title":"Understanding Best Practices for Community Engagement in Municipal Contexts","year":2009,"lang":"en","type":"article","venue":"","topic":"Community Health and Development","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Community engagement; Public engagement; Public relations; Citizen journalism; Empowerment; Best practice; Political science; Participatory action research; Government (linguistics); Local government; Variety (cybernetics); Sociology; Public administration","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005720481,0.0001284834,0.0002440124,0.0001583306,0.002643451,0.0000134959,0.0002951588,0.0001322832,0.0002888163],"category_scores_gemma":[0.0017939,0.0001167138,0.00003276241,0.0001838715,0.00002540519,0.0001747781,0.0001485436,0.001742304,0.00007196028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008223351,"about_ca_system_score_gemma":0.0004346703,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01181374,"about_ca_topic_score_gemma":0.08235473,"domain_scores_codex":[0.9961507,0.002404284,0.0005782891,0.0001141943,0.0001529095,0.0005996284],"domain_scores_gemma":[0.9933225,0.005638278,0.0003388099,0.0004552525,0.00007934346,0.000165798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.001996196,0.003785185,0.09019051,0.001757361,0.00007228549,0.00001135897,0.3294787,0.0000334256,0.0001502869,0.4646754,0.05744544,0.05040396],"study_design_scores_gemma":[0.007138971,0.001093556,0.05783783,0.0008469187,0.00002400284,0.000001342843,0.4843745,0.0007844868,0.00001720481,0.04478582,0.4026275,0.0004678502],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5427792,0.0002026641,0.004897291,0.02797915,0.0005860939,0.004488913,0.00001211243,0.0001721546,0.4188824],"genre_scores_gemma":[0.9817889,0.000115843,0.002972896,0.01148242,0.00004885746,0.0001727486,0.00003002043,0.000009748788,0.003378595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4390096,"threshold_uncertainty_score":0.998655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7706787812609674,"score_gpt":0.5746219050761826,"score_spread":0.1960568761847848,"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."}}