{"id":"W2795488540","doi":"10.7202/1058313ar","title":"Ethical Evaluation and Action Research: Toward New North-South Research Collaborations?","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Bioethics","topic":"Ethics in medical practice","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Action (physics); Research ethics; Work (physics); Engineering ethics; Power (physics); Action research; Process (computing); Political science; Public relations; Sociology; Computer science; Engineering; Pedagogy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.1215286,0.000113708,0.000262729,0.001036922,0.002437095,0.0001094727,0.0004080137,0.001779838,0.001421065],"category_scores_gemma":[0.1510046,0.0001044221,0.00004034919,0.001562052,0.001461033,0.0003586804,0.00007567814,0.04187753,0.0005649842],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001377749,"about_ca_system_score_gemma":0.06186044,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02445121,"about_ca_topic_score_gemma":0.2900064,"domain_scores_codex":[0.9730532,0.02189589,0.0008109902,0.0002740274,0.003142394,0.0008235059],"domain_scores_gemma":[0.9604207,0.02215315,0.0004374077,0.0004382964,0.01439362,0.002156845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005943976,0.00005461105,0.137209,0.001089587,0.0001935107,0.0001431197,0.2492351,0.0001228686,0.0006104357,0.2688585,0.3245915,0.01729734],"study_design_scores_gemma":[0.003615096,0.001503973,0.04976054,0.001871569,0.0001303829,0.00006951975,0.2587279,0.0009372974,0.0001051132,0.1651717,0.5176624,0.0004444704],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5098591,0.001320036,0.000360158,0.4670709,0.003986035,0.001554614,0.00002945103,0.00001416148,0.01580557],"genre_scores_gemma":[0.9919845,0.0004178476,0.001215575,0.003595732,0.00134093,0.0000100672,0.000008582896,0.00002858459,0.001398136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4821255,"threshold_uncertainty_score":0.9995161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8235291445054075,"score_gpt":0.6703913881229343,"score_spread":0.1531377563824732,"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."}}