{"id":"W4232677651","doi":"10.31124/advance.13527221.v1","title":"Citizens, research ethics committee members and researchers’ attitude toward information and consent for the secondary use of health data: Implications for research within learning health systems","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université de Sherbrooke","funders":"Canadian Institutes of Health Research; Ministère de la Santé; Ministère de la Santé et des Services sociaux","keywords":"Informed consent; Public relations; Research ethics; Health care; Data collection; Psychology; Medical education; Political science; Engineering ethics; Knowledge management; Internet privacy; Medicine; Sociology; Alternative medicine; Computer science; Law; Engineering; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["research_integrity"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","research_integrity"],"domain":"methods","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3445005,0.0002386225,0.0006024115,0.002245202,0.01389978,0.01371818,0.001393415,0.002762028,0.002679595],"category_scores_gemma":[0.3455049,0.0007545857,0.0006198472,0.004025974,0.02365053,0.006419088,0.005387638,0.006556347,0.0003408369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02430223,"about_ca_system_score_gemma":0.06564643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09363945,"about_ca_topic_score_gemma":0.124179,"domain_scores_codex":[0.6329739,0.3071852,0.01448294,0.004326494,0.02676701,0.01426447],"domain_scores_gemma":[0.3361429,0.4952627,0.05957268,0.02353251,0.0605845,0.02490472],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002527074,0.0003199335,0.1912319,0.0003656118,0.00004934484,0.0004485355,0.7601247,0.0001254002,0.0008760506,0.01197835,0.003240064,0.03098741],"study_design_scores_gemma":[0.00005685668,0.0002576765,0.1305981,0.0006069751,0.00003133047,0.0002547024,0.8425173,0.0004669293,0.0005743216,0.005436712,0.01908024,0.0001188094],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9061978,0.0007635896,0.005729258,0.06776095,0.0001469855,0.001245921,0.0001352012,0.00005041922,0.01796979],"genre_scores_gemma":[0.9921599,0.000215906,0.00249168,0.00377208,0.00002606702,0.0004055734,0.00003178648,0.00001164827,0.0008852351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.997238,"threshold_uncertainty_score":0.8083476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9553464491562197,"score_gpt":0.7161660694117165,"score_spread":0.2391803797445032,"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."}}