{"id":"W4205972468","doi":"10.21203/rs.3.rs-137973/v1","title":"Meta-Consent for the Secondary Use of Health Data Within A Learning Health System: A Qualitative Study of the Public’s Perspective.","year":2021,"lang":"en","type":"preprint","venue":"Research Square (Research Square)","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Ministère de la Santé; Ministère de la Santé et des Services sociaux","keywords":"Transparency (behavior); Thematic analysis; Informed consent; Autonomy; Focus group; Qualitative research; Context (archaeology); Psychology; Medical education; Knowledge management; Public relations; Nursing; Medicine; Computer science; Political science; Business; Sociology; Law; Computer security","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":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09728085,0.0005490496,0.0008340441,0.001859177,0.01444243,0.004923737,0.002559427,0.002806995,0.003107866],"category_scores_gemma":[0.09788574,0.0006626387,0.0006478019,0.00203104,0.01937392,0.006851986,0.007910356,0.004771901,0.0002351096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02755068,"about_ca_system_score_gemma":0.0330492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06240249,"about_ca_topic_score_gemma":0.07209413,"domain_scores_codex":[0.9184002,0.07119017,0.001521643,0.002003205,0.00330474,0.003579999],"domain_scores_gemma":[0.8014227,0.1673691,0.008177768,0.005405219,0.01061925,0.007005949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001879441,0.00002860546,0.001428429,0.0001284474,0.000003820447,0.0003070603,0.9927559,0.00002891121,0.0003202406,0.001474046,0.0004131523,0.003092624],"study_design_scores_gemma":[0.000008458194,0.00006029102,0.001601095,0.0003339742,0.000005883304,0.0001873717,0.982662,0.0001633403,0.0003318869,0.000735613,0.01388829,0.00002177814],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9533839,0.001452609,0.01067572,0.0232795,0.0001317322,0.00122242,0.0002806427,0.0000684578,0.00950491],"genre_scores_gemma":[0.9941171,0.0002860831,0.001794603,0.001735413,0.00001453616,0.0004083071,0.00004633768,0.00002132844,0.001576302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09728085,"threshold_uncertainty_score":0.5144764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9305562308005187,"score_gpt":0.7147591000049832,"score_spread":0.2157971307955355,"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."}}