{"id":"W2550849436","doi":"10.1016/j.cell.2016.11.004","title":"Are Data Sharing and Privacy Protection Mutually Exclusive?","year":2016,"lang":"en","type":"article","venue":"Cell","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill Genome Centre; McGill University Health Centre","funders":"Canadian Institutes of Health Research; McGill University","keywords":"Data sharing; Biobank; Epigenome; Biology; Information privacy; Internet privacy; Data science; Computer science; Genetics; DNA methylation","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.138458,0.0005516359,0.002788092,0.001963129,0.007227554,0.02375851,0.004002857,0.01871553,0.01200975],"category_scores_gemma":[0.2469799,0.001895834,0.001867304,0.003360803,0.0497225,0.04164757,0.01586037,0.01758615,0.002435825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004770733,"about_ca_system_score_gemma":0.01639019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001786387,"about_ca_topic_score_gemma":0.00155505,"domain_scores_codex":[0.8022932,0.1310112,0.008712855,0.01347932,0.03089011,0.01361329],"domain_scores_gemma":[0.5969808,0.2980604,0.02451855,0.05150314,0.02059609,0.008341114],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001166041,0.00004497084,0.001859442,0.0001018987,0.00009041525,0.0001116058,0.002217332,0.0001618318,0.0001478745,0.9765431,0.003917918,0.01468697],"study_design_scores_gemma":[0.00005426406,0.00002882982,0.0008076252,0.0002217776,0.00005423923,0.0002403492,0.00116053,0.000505378,0.0003426076,0.9824325,0.01412443,0.00002750284],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07287729,0.00824105,0.1915342,0.3912585,0.00211966,0.0004025329,0.0004354669,0.0001447457,0.3329866],"genre_scores_gemma":[0.9298669,0.002178412,0.02371789,0.02944369,0.001880697,0.000738173,0.0001364672,0.0001056493,0.01193215],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9812845,"threshold_uncertainty_score":0.7322448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6403903450764709,"score_gpt":0.5406069678231347,"score_spread":0.09978337725333619,"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."}}