{"id":"W4409699304","doi":"10.22215/cujs.v3i2.5108","title":"Facilitating Effective and Meaningful Community Engagement Projects","year":2025,"lang":"en","type":"article","venue":"Carleton undergraduate journal of science.","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Community engagement; Psychology; Political science; Public relations","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005916897,0.0004917193,0.0003250662,0.001041977,0.003699841,0.003574467,0.001185075,0.001232116,0.09314197],"category_scores_gemma":[0.01700936,0.0002852113,0.000411311,0.0005792453,0.0008915802,0.00226696,0.01352358,0.001229044,0.0166557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001479123,"about_ca_system_score_gemma":0.009121839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003677908,"about_ca_topic_score_gemma":0.01500923,"domain_scores_codex":[0.9929326,0.003750468,0.0001439011,0.0002721396,0.001473009,0.001428002],"domain_scores_gemma":[0.9889395,0.002697856,0.0004576742,0.00113035,0.001723314,0.00505136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006836085,0.003356471,0.007369191,0.002825805,0.00003591125,0.0007855944,0.01397461,0.0009262216,0.01455642,0.02061468,0.2048561,0.7300154],"study_design_scores_gemma":[0.0007288484,0.002422536,0.0400324,0.003984599,0.00005755851,0.0003011335,0.03685186,0.002925964,0.01457638,0.02082513,0.8771957,0.00009794188],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2026929,0.001130179,0.04993692,0.0143505,0.0009579408,0.01334796,0.00248263,0.002736442,0.7123645],"genre_scores_gemma":[0.7993289,0.001298986,0.06114265,0.0008473261,0.000105057,0.01011068,0.00154531,0.0003303839,0.1252906],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09314197,"threshold_uncertainty_score":0.311591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04919771306040614,"score_gpt":0.3415360410136215,"score_spread":0.2923383279532153,"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."}}