{"id":"W1648999852","doi":"","title":"Opportunities and Pitfalls of Community-Based Research: A Case Study","year":2003,"lang":"en","type":"article","venue":"The Journal of the Abraham Lincoln Association","topic":"Community Health and Development","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Participatory action research; Public relations; Sociology; Action (physics); Action research; Alienation; Citizen journalism; Collective action; Community engagement; Engineering ethics; Political science; Pedagogy; Engineering","routes":{"ca_aff":false,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03435925,0.001282115,0.001258934,0.003227797,0.04060105,0.009291951,0.005996631,0.01133771,0.002807894],"category_scores_gemma":[0.03550014,0.00110055,0.001624121,0.00425077,0.01878682,0.008733219,0.01702706,0.008737843,0.0006781591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009164386,"about_ca_system_score_gemma":0.01054518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01388112,"about_ca_topic_score_gemma":0.04016428,"domain_scores_codex":[0.9462214,0.04521973,0.001089721,0.001265978,0.002938123,0.003265005],"domain_scores_gemma":[0.9608129,0.02561255,0.002557623,0.002161986,0.002201126,0.006653845],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001904606,0.002146432,0.0116572,0.0006834931,0.00005258233,0.06956033,0.8292599,0.0007757862,0.0009509555,0.03470155,0.00623991,0.04378137],"study_design_scores_gemma":[0.0000710931,0.0005588494,0.002655709,0.00076259,0.00004636336,0.02038802,0.9140123,0.001199085,0.0007755637,0.008486995,0.05095248,0.00009099695],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8991804,0.004749135,0.02159005,0.03676392,0.0004470703,0.002309567,0.0001403183,0.0001087333,0.03471076],"genre_scores_gemma":[0.9646856,0.004679496,0.01817654,0.00430193,0.000178304,0.001160566,0.00005574945,0.0000776071,0.006684361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9656407,"threshold_uncertainty_score":0.1817113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5609993343452134,"score_gpt":0.5280423756912556,"score_spread":0.03295695865395787,"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."}}