{"id":"W3087138371","doi":"10.12688/f1000research.26498.1","title":"The 21st annual Bioinformatics Open Source Conference (BOSC 2020, part of BCC2020)","year":2020,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research","funders":"Broad Institute","keywords":"Open source; Library science; Open science; Open data; World Wide Web; Computer science; Software","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":[],"consensus_categories":[],"category_scores_codex":[0.0120459,0.001320887,0.001164157,0.001685583,0.001929834,0.007849681,0.002461994,0.003417333,0.168728],"category_scores_gemma":[0.01156933,0.0005881354,0.0008077634,0.001227925,0.001073733,0.003729537,0.004424178,0.004565366,0.1714889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003173485,"about_ca_system_score_gemma":0.00906282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006698309,"about_ca_topic_score_gemma":0.0109262,"domain_scores_codex":[0.9957873,0.0008422584,0.0001304732,0.0006055422,0.001859752,0.0007746716],"domain_scores_gemma":[0.9805042,0.001345649,0.0004046402,0.0008122924,0.004525504,0.01240769],"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":[0.00005885847,0.00002122675,0.00005704982,0.00008629929,0.000003164766,0.00001709783,0.00002169323,0.00005193256,0.0007663301,0.001281058,0.977972,0.01966334],"study_design_scores_gemma":[0.00001513193,0.00002042887,0.0004298362,0.00005370544,0.00000226348,0.00002274598,0.00002444762,0.0001585103,0.0003721812,0.0007888104,0.9981029,0.000009076113],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008487918,0.03736102,0.07829662,0.1531877,0.2391399,0.002452157,0.08240692,0.03798385,0.3606839],"genre_scores_gemma":[0.01264571,0.0112703,0.04689714,0.02045125,0.01716043,0.001885233,0.1551206,0.01745706,0.7171121],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.168728,"threshold_uncertainty_score":0.5644515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0557392087619986,"score_gpt":0.3472987659163192,"score_spread":0.2915595571543206,"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."}}