{"id":"W6906361291","doi":"10.17605/osf.io/bqs8x","title":"JupyterHub","year":2019,"lang":"en","type":"article","venue":"Open Science Framework","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Identification (biology); Information system; Work (physics)","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":[],"consensus_categories":[],"category_scores_codex":[0.002852636,0.002565126,0.002559612,0.002050959,0.002050882,0.00456263,0.005685066,0.001572113,0.3014825],"category_scores_gemma":[0.007595572,0.002273066,0.00153588,0.002954035,0.001169259,0.004933028,0.005728579,0.006208599,0.2432918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00101101,"about_ca_system_score_gemma":0.001935222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004891028,"about_ca_topic_score_gemma":0.003876273,"domain_scores_codex":[0.9985397,0.0001892194,0.00009098649,0.0002940087,0.0005292369,0.0003569088],"domain_scores_gemma":[0.9970731,0.0005189578,0.0001224508,0.0008556849,0.0006184867,0.0008114494],"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":[0.0007342886,0.00006716397,0.0006917318,0.0005313916,0.00006121441,0.00007990476,0.0001875109,0.0006925556,0.004493304,0.003074095,0.9716545,0.01773228],"study_design_scores_gemma":[0.0006465591,0.00007620432,0.002265775,0.0001590644,0.00005404128,0.0001375132,0.0000983261,0.00731143,0.008906402,0.009953008,0.9702668,0.000124907],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.004024367,0.0009398783,0.03436097,0.0008310289,0.000748697,0.0005122281,0.1443452,0.7614719,0.05276573],"genre_scores_gemma":[0.02842836,0.000965216,0.04932708,0.002006428,0.0004484478,0.001832867,0.3776561,0.4943973,0.04493816],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3014825,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02007605388138758,"score_gpt":0.3430961232699155,"score_spread":0.3230200693885279,"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."}}