{"id":"W1630410517","doi":"10.1038/523149a","title":"Data analysis: Create a cloud commons","year":2015,"lang":"pl","type":"article","venue":"Nature","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":112,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Institute of Cancer Research; Ontario Institute for Cancer Research","funders":"","keywords":"Cloud computing; Commons; Computer science; Data science; World Wide Web; Operating system; Biology; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.006015379,0.00245356,0.001785007,0.003719559,0.002155793,0.006188745,0.005654783,0.0018536,0.05845284],"category_scores_gemma":[0.02032007,0.002243492,0.002917635,0.003811726,0.00202973,0.01064355,0.02025977,0.006022045,0.04265713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002268137,"about_ca_system_score_gemma":0.003582571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004768143,"about_ca_topic_score_gemma":0.006389547,"domain_scores_codex":[0.9959395,0.0004951124,0.0004456379,0.001010028,0.001416196,0.0006934953],"domain_scores_gemma":[0.9773877,0.003140155,0.0006534109,0.01260848,0.002615865,0.003594394],"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":[0.001807137,0.0006398536,0.007651421,0.0006312994,0.000404517,0.0009299403,0.0009308325,0.004083027,0.0134539,0.02331394,0.8457245,0.1004296],"study_design_scores_gemma":[0.001509488,0.0001575815,0.009065894,0.0003626036,0.000175235,0.0007732206,0.0005715397,0.1064711,0.04029903,0.1482606,0.6918875,0.0004662179],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"commentary","genre_scores_codex":[0.007988481,0.0003632284,0.429983,0.004751619,0.001725837,0.001941373,0.04848143,0.4801807,0.02458431],"genre_scores_gemma":[0.117925,0.0009379872,0.508653,0.007490406,0.001263479,0.004112477,0.1256405,0.2086786,0.02529848],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9943452,"threshold_uncertainty_score":0.1955442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04160162977298278,"score_gpt":0.3444467327796079,"score_spread":0.3028451030066251,"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."}}