{"id":"W6949561443","doi":"10.5281/zenodo.3581222","title":"sylabs/singularity: Singularity 3.5.2 Release","year":2019,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Calibration and Measurement Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Directory; Permission; Singularity; Login; Cache; Set (abstract data type); Directory service","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003421691,0.0002554146,0.0002460942,0.0004124408,0.000403577,0.0006155189,0.0006742828,0.0002560104,0.02265474],"category_scores_gemma":[0.0001766181,0.0002992242,0.00008058589,0.0003226859,0.00007848837,0.0001131115,0.0003761156,0.0004475182,0.01072027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001886875,"about_ca_system_score_gemma":0.00000422576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002677011,"about_ca_topic_score_gemma":0.000001264476,"domain_scores_codex":[0.9985037,0.000140954,0.0002295977,0.0003711355,0.0004224048,0.0003321864],"domain_scores_gemma":[0.9989182,0.000006638392,0.00007919423,0.0006736426,0.0001623526,0.0001599188],"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":[0.000006144251,0.00004018436,3.242835e-7,0.0002626017,0.0000563418,0.000008660447,0.0000756533,0.00001495144,0.001428204,0.003687027,0.9650914,0.02932847],"study_design_scores_gemma":[0.0002513722,0.00004174799,0.000007709078,0.0001554555,0.0000234891,0.00002634181,0.00002021982,0.0004520577,0.0004797233,0.00009830307,0.9981278,0.0003158019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001733197,0.000398172,0.02280505,0.0001191641,0.0002931132,0.0006210612,0.0002709082,0.009318635,0.9661565],"genre_scores_gemma":[0.01859541,0.001572511,0.005520708,0.000611896,0.001640064,2.965228e-7,0.01154597,0.05580149,0.9047117],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06144492,"threshold_uncertainty_score":0.999946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02697456154372711,"score_gpt":0.2210041859420826,"score_spread":0.1940296243983555,"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."}}