{"id":"W2612680643","doi":"10.15402/esj.v2i2.165","title":"Towards a Theory of Change for Community-based Research Projects","year":2017,"lang":"en","type":"article","venue":"Engaged Scholar Journal Community-Engaged Research Teaching and Learning","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Community Based Research","funders":"","keywords":"Theory of change; Summit; Excellence; Order (exchange); Sociology; Engineering ethics; Management science; Political science; Engineering; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.09464996,0.001618351,0.002099253,0.007032997,0.01076969,0.02377035,0.007689634,0.009153243,0.004756387],"category_scores_gemma":[0.08323409,0.001349511,0.002826203,0.005183139,0.06321564,0.02610876,0.01162158,0.01419598,0.001277323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02377635,"about_ca_system_score_gemma":0.02830866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007324606,"about_ca_topic_score_gemma":0.006294416,"domain_scores_codex":[0.8773117,0.09555241,0.004205908,0.00610508,0.01351212,0.00331279],"domain_scores_gemma":[0.8671687,0.09596191,0.005431666,0.01051458,0.01496907,0.005954088],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009446029,0.00009755024,0.0007456397,0.0002281646,0.00001415291,0.00006277677,0.01256539,0.001318897,0.00005286545,0.9728019,0.001469088,0.01063429],"study_design_scores_gemma":[0.0000484192,0.00008934748,0.0004691357,0.0007101091,0.00001850194,0.00008496035,0.009217515,0.005455419,0.0001526704,0.9427729,0.04093479,0.00004625412],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01169694,0.00253261,0.7445604,0.07565191,0.001275501,0.003003958,0.0001346711,0.0003337327,0.1608102],"genre_scores_gemma":[0.4306548,0.002539684,0.5418957,0.007544657,0.0003674135,0.009125376,0.0002126805,0.0001825388,0.007477104],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.90535,"threshold_uncertainty_score":0.5005628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8789432957913801,"score_gpt":0.6002574341838695,"score_spread":0.2786858616075106,"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."}}