{"id":"W2160198357","doi":"","title":"COMMUNITY RESEARCHERS' EXPERIENCES WITH COMMUNITY-BASED RESEARCH","year":2010,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Social Capital and Networks","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data science; Sociology; Psychology; Computer science","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003475282,0.0003059971,0.0003765709,0.0003732036,0.008709896,0.0003432785,0.002344293,0.0009900805,0.0477034],"category_scores_gemma":[0.0001790093,0.0003118296,0.0001446496,0.002128561,0.002135099,0.0003785786,0.000207339,0.00818129,0.00007850892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004145287,"about_ca_system_score_gemma":0.001308669,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05524949,"about_ca_topic_score_gemma":0.4431779,"domain_scores_codex":[0.989386,0.007764038,0.0001789715,0.0003228587,0.001421301,0.000926831],"domain_scores_gemma":[0.9966782,0.001295642,0.0001613321,0.0006243309,0.000829644,0.0004108361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001194864,0.0004373695,0.0004919355,0.0001914313,0.00008535111,0.00007773605,0.8833244,0.000004051815,0.00004981524,0.003155858,0.003838515,0.1071487],"study_design_scores_gemma":[0.0003402884,0.0002155059,0.0001960785,0.0001655839,0.00002137686,1.598556e-7,0.6367573,0.000002797154,0.00009197708,0.0002584376,0.3616951,0.0002554733],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3601277,0.00006305541,0.000006463114,0.0001831089,0.000285075,0.0003860919,0.000009057514,0.0001085043,0.6388309],"genre_scores_gemma":[0.3925801,0.00003724109,0.0001147018,0.00006877543,0.0002230675,0.00001272686,0.0002721708,0.00003979361,0.6066514],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3879285,"threshold_uncertainty_score":0.9999334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1435584560503396,"score_gpt":0.3576676792253187,"score_spread":0.2141092231749792,"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."}}