{"id":"W2280880037","doi":"10.1007/s40592-015-0047-6","title":"Ethically sustainable governance in the biobanking of eggs and embryos for research","year":2015,"lang":"en","type":"article","venue":"Bioethics News","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Biobank; Corporate governance; Informed consent; Engineering ethics; Public relations; Citizen journalism; Political science; Business; Medicine; Law; Biology; Engineering; Bioinformatics; Alternative medicine","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","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05153915,0.0001053371,0.0003020484,0.0001269351,0.0001309466,0.00005881951,0.0004826321,0.0008667936,0.00000908685],"category_scores_gemma":[0.1450088,0.00007149335,0.00006583522,0.000708483,0.002121589,0.00006798378,0.0003321495,0.005191999,0.00000621758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000154793,"about_ca_system_score_gemma":0.002425426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003396876,"about_ca_topic_score_gemma":0.002768328,"domain_scores_codex":[0.9956479,0.0006534858,0.0005151663,0.0003935275,0.002166253,0.0006236855],"domain_scores_gemma":[0.9628585,0.03276829,0.0001193316,0.0007759718,0.003249163,0.0002287578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006671347,0.0001754507,0.01418447,0.00111531,0.0000138531,0.0000450619,0.004269851,0.00000158135,0.00041001,0.9738978,0.003863514,0.001355938],"study_design_scores_gemma":[0.003728953,0.002567617,0.01087286,0.0007943988,0.00002510173,0.00001947085,0.02553183,0.0003012497,0.00183621,0.8927332,0.06140454,0.0001846135],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3743607,0.004721332,0.0006973068,0.5736283,0.00023516,0.004445155,0.00002877784,0.00004530142,0.04183801],"genre_scores_gemma":[0.9867317,0.001951517,0.003965793,0.002508396,0.0002021905,0.00009454027,0.00000411548,0.00002537171,0.00451637],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.612371,"threshold_uncertainty_score":0.997103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7917154729419544,"score_gpt":0.6634691367063819,"score_spread":0.1282463362355726,"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."}}