{"id":"W3023726656","doi":"10.3389/fgene.2020.00446","title":"How Can We Not Waste Legacy Genomic Research Data?","year":2020,"lang":"en","type":"article","venue":"Frontiers in Genetics","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Cancer Research UK; Government of Canada; Klarman Family Foundation; Chan Zuckerberg Initiative; Genome Canada; Leona M. and Harry B. Helmsley Charitable Trust; Silicon Valley Community Foundation","keywords":"Data sharing; Computer science; Data science; Big data; Genomics; Alliance; Business; Internet privacy; Political science; Data mining; Medicine; Genome; Biology","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","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2602314,0.0008790896,0.002077814,0.004209977,0.009546325,0.02988941,0.005705615,0.01452074,0.009328234],"category_scores_gemma":[0.4604954,0.001202217,0.001884984,0.005079071,0.03711512,0.05580822,0.01924899,0.01902539,0.008997049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005820616,"about_ca_system_score_gemma":0.03238775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005346942,"about_ca_topic_score_gemma":0.005022506,"domain_scores_codex":[0.7948605,0.138682,0.009095949,0.01106853,0.04027413,0.006018856],"domain_scores_gemma":[0.5247774,0.2849696,0.0212976,0.09108207,0.05812002,0.01975337],"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":[0.0002885605,0.0002012618,0.009412097,0.0009689794,0.0004195737,0.0005201632,0.0174032,0.0006976855,0.0009492264,0.3977781,0.3341959,0.2371652],"study_design_scores_gemma":[0.00007872152,0.00008758184,0.001645512,0.002365811,0.00009138443,0.0006616114,0.009365615,0.0004794617,0.001109046,0.5021265,0.4818766,0.0001121435],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.00422358,0.005119522,0.05117604,0.9197477,0.004887687,0.0001603397,0.0002905545,0.0002607279,0.01413391],"genre_scores_gemma":[0.1332555,0.0129449,0.1733243,0.6374093,0.009942968,0.001637269,0.001179272,0.001471771,0.02883476],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9942944,"threshold_uncertainty_score":0.9122664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6379076028725187,"score_gpt":0.5405631657230782,"score_spread":0.09734443714944052,"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."}}