{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02777144,0.0009450949,0.0004233176,0.002953903,0.02136062,0.01509149,0.003952087,0.005256006,0.02004747],"category_scores_gemma":[0.02461636,0.0006911489,0.001049608,0.002040575,0.008616708,0.01836267,0.03873794,0.0120303,0.003628152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005812973,"about_ca_system_score_gemma":0.04722929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003893817,"about_ca_topic_score_gemma":0.01821421,"domain_scores_codex":[0.977582,0.01041534,0.0006195069,0.001515541,0.003551886,0.006315654],"domain_scores_gemma":[0.8855969,0.01093932,0.002315322,0.001720819,0.007340521,0.0920873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002064555,0.001506769,0.01405478,0.0008830386,0.00004129191,0.001349328,0.1405822,0.0002577948,0.001757317,0.07039323,0.3692101,0.3997577],"study_design_scores_gemma":[0.00007307996,0.0003919489,0.004791741,0.0005396264,0.00001607902,0.0003937317,0.0725143,0.0003844565,0.0003002694,0.01491182,0.9056115,0.00007152028],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1652589,0.009761087,0.01412499,0.6423166,0.03251841,0.001133371,0.0003478767,0.001219048,0.1333197],"genre_scores_gemma":[0.6807637,0.00978579,0.03179202,0.1737189,0.01758978,0.002284519,0.0008641992,0.0008000003,0.0824012],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02777144,"threshold_uncertainty_score":0.1468711,"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."}}