{"id":"W4415006373","doi":"10.54656/jces.v18i1.628","title":"Case Study for a Research Capacity Building Initiative for Community-Based Organizations","year":2025,"lang":"en","type":"article","venue":"Journal of Community Engagement and Scholarship","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Community Based Research Centre","funders":"National Institute on Minority Health and Health Disparities","keywords":"Capacity building; Process (computing); Research center; Research program; Community engagement; Value (mathematics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1461816,0.0001178409,0.0003154716,0.001027349,0.006390036,0.0007018446,0.0009348608,0.00006257489,0.00004166803],"category_scores_gemma":[0.02814512,0.00009252423,0.00009007398,0.001386311,0.0001298698,0.0007512928,0.0002779996,0.00282463,0.000001060448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000143926,"about_ca_system_score_gemma":0.0005523388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006119277,"about_ca_topic_score_gemma":0.0005896565,"domain_scores_codex":[0.9804949,0.01732634,0.0008871338,0.00008562658,0.0009886492,0.000217375],"domain_scores_gemma":[0.9641916,0.02848177,0.0003863752,0.0005658799,0.006273722,0.0001007139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001557047,0.01162143,0.6182989,0.0005689184,0.00106495,0.00006422351,0.251716,0.003076994,0.002365658,0.03027689,0.01831623,0.06107275],"study_design_scores_gemma":[0.01249135,0.00601763,0.09979544,0.0003021143,0.0003242322,0.0001014912,0.6629729,0.004302337,0.002343101,0.187119,0.0238495,0.0003808974],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.951179,0.00003019441,0.04533135,0.001870347,0.0001820703,0.0009535971,0.00002028455,0.000008360442,0.0004247793],"genre_scores_gemma":[0.9919961,0.000005268721,0.006983116,0.0008286978,0.00003882407,0.00005116259,0.000005739205,0.000008194224,0.00008288692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5185035,"threshold_uncertainty_score":0.9994759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.827609940724928,"score_gpt":0.6170005795498112,"score_spread":0.2106093611751167,"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."}}