{"id":"W4408907166","doi":"10.1097/01.asm.0001110736.76766.ad","title":"Unlocking Opportunities and Empowering Members: New Initiatives from SOCCA","year":2025,"lang":"en","type":"article","venue":"ASA Monitor","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Engineering ethics; Public relations; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0003419922,0.00008777067,0.0001159808,0.00006949524,0.0008953849,0.0001837082,0.0002179,0.00006236506,0.0002087728],"category_scores_gemma":[0.0001138945,0.00009543693,0.00002827362,0.0001355179,0.0000994016,0.0002454192,0.0001469231,0.0002096636,0.000008183276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004782514,"about_ca_system_score_gemma":0.0001462536,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02362729,"about_ca_topic_score_gemma":0.001456741,"domain_scores_codex":[0.9991171,0.0002946822,0.0001158478,0.000126541,0.0001595222,0.0001862462],"domain_scores_gemma":[0.9992021,0.0004668333,0.00004731501,0.0001535211,0.00004018022,0.00009009578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005366591,0.0001243778,0.0627735,0.00006203465,0.0004510419,0.00002837839,0.4775518,0.00005453899,0.0003957421,0.05688906,0.01065783,0.390958],"study_design_scores_gemma":[0.0003376787,0.00002643065,0.02833491,0.0002450579,0.00004258691,8.576843e-8,0.5122649,0.0000531871,0.0004099686,0.00299698,0.4550785,0.0002097022],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7689656,0.001264951,0.0001377904,0.005667684,0.0006377541,0.0001035435,0.000003488616,0.000182528,0.2230367],"genre_scores_gemma":[0.993368,0.0008703663,0.0005188853,0.0004632198,0.000272594,0.000006787385,0.000005547592,0.000007196385,0.004487383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4444207,"threshold_uncertainty_score":0.9828745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07895399455050665,"score_gpt":0.3654847092500227,"score_spread":0.286530714699516,"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."}}