{"id":"W2529103505","doi":"10.1177/1747016116673135","title":"Research ethics by design: A collaborative research design proposal","year":2016,"lang":"en","type":"article","venue":"Research Ethics","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Toronto East General Hospital","funders":"","keywords":"Engineering ethics; Research ethics; Research design; Process (computing); Compliance (psychology); Ethical issues; Information ethics; Knowledge management; Sociology; Computer science; Management science; Psychology; Engineering; Social psychology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.6272197,0.0006332214,0.001190509,0.003161418,0.005199454,0.0008166461,0.00357823,0.008878494,0.001279509],"category_scores_gemma":[0.7663397,0.0004340993,0.0002645495,0.01225001,0.02490968,0.0005954618,0.003515235,0.1307527,0.005887762],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003704409,"about_ca_system_score_gemma":0.1141863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009019568,"about_ca_topic_score_gemma":0.0008404048,"domain_scores_codex":[0.7443581,0.1663089,0.002634308,0.004661211,0.07213884,0.009898672],"domain_scores_gemma":[0.09553774,0.7901195,0.0002023044,0.004799007,0.105649,0.003692359],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0110172,0.002698139,0.0005701226,0.002830789,0.0004977238,0.001549373,0.02312336,0.00001249132,0.203073,0.3073888,0.4398184,0.007420585],"study_design_scores_gemma":[0.00587168,0.01634029,0.000224957,0.007422055,0.0000358848,0.00008022816,0.01382143,0.0003670688,0.1805299,0.6717824,0.1025996,0.0009245724],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003715283,0.004502971,0.0578848,0.8932196,0.0004694843,0.01370349,0.0002121596,0.0004788724,0.02581328],"genre_scores_gemma":[0.6607172,0.09072129,0.0804356,0.002390671,0.002796168,0.004273628,0.00006185438,0.0008639923,0.1577395],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.890829,"threshold_uncertainty_score":0.9998111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9282068780613373,"score_gpt":0.7457461906723061,"score_spread":0.1824606873890312,"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."}}