{"id":"W6931417142","doi":"10.5281/zenodo.4050550","title":"EpiShare: an open platform to securely share epigenomic data","year":2020,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Data sharing; Metadata; Interoperability; Best practice; Workflow; Consistency (knowledge bases); Open data; Data exchange; Epigenome; Service (business)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.01116158,0.001605523,0.001310615,0.003686406,0.001179364,0.006006092,0.004556983,0.002004646,0.03736987],"category_scores_gemma":[0.03130255,0.001338814,0.001775471,0.002870263,0.00149244,0.009358967,0.02032422,0.003333184,0.0244196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001391591,"about_ca_system_score_gemma":0.004187683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005683055,"about_ca_topic_score_gemma":0.005811746,"domain_scores_codex":[0.9936602,0.001419965,0.0006514245,0.001220589,0.002361223,0.0006867385],"domain_scores_gemma":[0.9842958,0.004428064,0.0009676295,0.00713926,0.001403109,0.001766033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005180121,0.0002436689,0.01036976,0.001727064,0.0009357668,0.002088696,0.002965981,0.003453753,0.01774372,0.06282585,0.6879682,0.2044974],"study_design_scores_gemma":[0.0006227477,0.0001745904,0.007325225,0.0005852807,0.0001696211,0.000862474,0.0007523909,0.01708153,0.01803409,0.09441207,0.8595489,0.0004310723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.01126419,0.002256496,0.4185218,0.005422738,0.001208825,0.001798658,0.1142107,0.4115193,0.03379726],"genre_scores_gemma":[0.1513864,0.003307592,0.3296346,0.00791038,0.0008532088,0.006332744,0.3628611,0.09184407,0.04586984],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.995443,"threshold_uncertainty_score":0.1250147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1794104287333934,"score_gpt":0.3162298734322184,"score_spread":0.1368194446988249,"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."}}