{"id":"W4293829921","doi":"10.17269/s41997-022-00680-2","title":"A long-term process for decolonizing and democratizing community-focused research: the case for MicroResearch in East Africa and in Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Global Health and Surgery","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Equity (law); Context (archaeology); Political science; Health care; Public relations; Sociology; Economic growth; Geography; Economics","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","open_science"],"consensus_categories":[],"category_scores_codex":[0.2229444,0.000812064,0.00114619,0.004754008,0.06286796,0.03223683,0.009014144,0.01430762,0.006980484],"category_scores_gemma":[0.1922283,0.001625253,0.00167082,0.004993177,0.1140858,0.01567327,0.04342788,0.03595236,0.0008097895],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.108926,"about_ca_system_score_gemma":0.4895195,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.538565,"about_ca_topic_score_gemma":0.754812,"domain_scores_codex":[0.8764587,0.05896863,0.005654615,0.009506203,0.01840365,0.03100825],"domain_scores_gemma":[0.6197118,0.1720423,0.01999921,0.03981188,0.05418808,0.0942468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002821488,0.0004704905,0.02316127,0.0008972411,0.0003047035,0.002528207,0.2758483,0.0009647939,0.004537945,0.5209657,0.05396593,0.1160734],"study_design_scores_gemma":[0.0003415542,0.0004027455,0.04159896,0.002118489,0.000152355,0.001398249,0.2501907,0.001178245,0.00229423,0.149991,0.5497293,0.0006041756],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1311317,0.005984394,0.02018308,0.7857072,0.002118627,0.001312361,0.0001179208,0.0003912252,0.05305354],"genre_scores_gemma":[0.8430808,0.001822209,0.02002581,0.1069272,0.000689049,0.0009650792,0.00007945823,0.0003215813,0.02608874],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9909859,"threshold_uncertainty_score":0.9582478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2999191940358351,"score_gpt":0.4147849767932369,"score_spread":0.1148657827574018,"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."}}